[2026-02-13T20:15:03.784285] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2026-02-13T20:15:03.957733] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2026-02-13T20:15:04.123608] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2026-02-13T20:15:04.290973] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2026-02-13T20:15:04.291322] [WARN ] [STATE     ] State set to: WAITING
[2026-02-13T20:15:04.291384] [INFO ] [STATE     ] Checking TDM service status...
[2026-02-13T20:15:04.392089] [WARN ] [tdm-status] Service 'tdm' is not running.
[2026-02-13T20:15:04.396058] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2026-02-13), and is a dependency of this service.
[2026-02-13T20:15:04.429237] [WARN ] [sig-status] Service 'sig' is not running.
[2026-02-13T20:15:04.464109] [WARN ] [sap-status] Service 'sap' is not running.
[2026-02-13T20:15:04.498502] [WARN ] [exp-status] Service 'exp' is not running.
[2026-02-13T20:15:04.498765] [WARN ] [STATE     ] State set to: RUNNING
[2026-02-13T20:15:04.498840] [INFO ] [CACHE     ] Starting cache update
[2026-02-13T20:15:04.498883] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2026-02-13T20:15:04.502482] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2026-02-13T20:15:04.502778] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2026-02-13T20:15:04.502822] [INFO ] [CACHE     ] Cache update completed successfully
[2026-02-13T20:15:04.502852] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2026-02-13T20:15:04.502882] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2026-02-13T20:15:04.586554] [DEBUG] [REMOTE    ] Fetched 3406 unique symbols from directory listing.
[2026-02-13T20:15:04.594391] [INFO ] [sig       ] Skipping 3406 symbols with existing configuration
[2026-02-13T20:15:04.594517] [INFO ] [sig       ] All symbols already have configuration. Nothing to process.
[2026-02-13T20:15:04.595766] [INFO ] [sig       ] Generating forecasts for all active symbols
[2026-02-13T20:15:04.595817] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2026-02-13T20:15:04.705855] [DEBUG] [REMOTE    ] Fetched 3406 unique symbols from directory listing.
[2026-02-13T20:15:04.709796] [INFO ] [sig       ] Found 3406 active symbols to forecast
[2026-02-13T20:15:04.712508] [INFO ] [sig       ] [1/3406] Forecasting A...
[2026-02-13T20:15:04.712558] [INFO ] [sig       ] Generating forecast for: A
[2026-02-13T20:15:04.712612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2026-02-13T20:15:04.726802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'A'.
[2026-02-13T20:15:04.727121] [INFO ] [FORECASTER] Starting predict_future for A
[2026-02-13T20:15:04.728092] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2026-02-13T20:15:04.728146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:04.728179] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:04.728207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:04.728265] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:04.787536] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:04.788632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:04.788739] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:04.788774] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:04.913997] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:04.914148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:04.914188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:04.914234] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:04.918057] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: DOWN (p=29.16%)
[2026-02-13T20:15:04.918366] [INFO ] [FORECASTER] Completed predict_future for A
[2026-02-13T20:15:04.918513] [INFO ] [sig       ] A: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:05.064538] [INFO ] [LOCAL     ] Saved forecast: A	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/A.txt
[2026-02-13T20:15:05.064719] [INFO ] [sig       ] [1/3406] Completed A in 0.4s | 2.84 sym/s | Total: 0.4s | ETA: 20.0m
[2026-02-13T20:15:05.064761] [INFO ] [sig       ] [2/3406] Forecasting AAL...
[2026-02-13T20:15:05.064792] [INFO ] [sig       ] Generating forecast for: AAL
[2026-02-13T20:15:05.064824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2026-02-13T20:15:05.078399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2026-02-13T20:15:05.078732] [INFO ] [FORECASTER] Starting predict_future for AAL
[2026-02-13T20:15:05.079609] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2026-02-13T20:15:05.079662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:05.079694] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:05.079722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:05.079780] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:05.137340] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:05.138177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:05.138275] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:05.138310] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:05.262624] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:05.262783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:05.262831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:05.262861] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:05.266633] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: UP (p=82.90%)
[2026-02-13T20:15:05.266955] [INFO ] [FORECASTER] Completed predict_future for AAL
[2026-02-13T20:15:05.267101] [INFO ] [sig       ] AAL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:05.413117] [INFO ] [LOCAL     ] Saved forecast: AAL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AAL.txt
[2026-02-13T20:15:05.413271] [INFO ] [sig       ] [2/3406] Completed AAL in 0.3s | 2.85 sym/s | Total: 0.7s | ETA: 19.9m
[2026-02-13T20:15:05.413312] [INFO ] [sig       ] [3/3406] Forecasting AAOI...
[2026-02-13T20:15:05.413342] [INFO ] [sig       ] Generating forecast for: AAOI
[2026-02-13T20:15:05.413374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2026-02-13T20:15:05.427029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2026-02-13T20:15:05.427430] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2026-02-13T20:15:05.428333] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2026-02-13T20:15:05.428391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:05.428429] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:05.428464] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:05.428535] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:05.487564] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:05.488543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:05.488689] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:05.488736] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:05.610272] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:05.610426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:05.610466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:05.610501] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:05.614015] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: UP (p=88.18%)
[2026-02-13T20:15:05.614307] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2026-02-13T20:15:05.614439] [INFO ] [sig       ] AAOI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:05.755728] [INFO ] [LOCAL     ] Saved forecast: AAOI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AAOI.txt
[2026-02-13T20:15:05.755894] [INFO ] [sig       ] [3/3406] Completed AAOI in 0.3s | 2.88 sym/s | Total: 1.0s | ETA: 19.7m
[2026-02-13T20:15:05.755936] [INFO ] [sig       ] [4/3406] Forecasting AAON...
[2026-02-13T20:15:05.755966] [INFO ] [sig       ] Generating forecast for: AAON
[2026-02-13T20:15:05.755996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2026-02-13T20:15:05.768413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAON'.
[2026-02-13T20:15:05.768804] [INFO ] [FORECASTER] Starting predict_future for AAON
[2026-02-13T20:15:05.769670] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2026-02-13T20:15:05.769722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:05.769754] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:05.769781] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:05.769838] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:05.825747] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:05.826489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:05.826590] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:05.826626] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:05.945069] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:05.945224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:05.945263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:05.945290] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:05.948816] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: DOWN (p=14.59%)
[2026-02-13T20:15:05.949108] [INFO ] [FORECASTER] Completed predict_future for AAON
[2026-02-13T20:15:05.949238] [INFO ] [sig       ] AAON: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:06.100441] [INFO ] [LOCAL     ] Saved forecast: AAON	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AAON.txt
[2026-02-13T20:15:06.100605] [INFO ] [sig       ] [4/3406] Completed AAON in 0.3s | 2.88 sym/s | Total: 1.4s | ETA: 19.7m
[2026-02-13T20:15:06.100649] [INFO ] [sig       ] [5/3406] Forecasting AAP...
[2026-02-13T20:15:06.100680] [INFO ] [sig       ] Generating forecast for: AAP
[2026-02-13T20:15:06.100712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2026-02-13T20:15:06.112995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2026-02-13T20:15:06.113366] [INFO ] [FORECASTER] Starting predict_future for AAP
[2026-02-13T20:15:06.114233] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2026-02-13T20:15:06.114287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:06.114319] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:06.114345] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:06.114414] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:06.183270] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:06.184240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:06.184330] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:06.184364] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:06.308560] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:06.308754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:06.308813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:06.308848] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:06.312702] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: DOWN (p=9.19%)
[2026-02-13T20:15:06.313004] [INFO ] [FORECASTER] Completed predict_future for AAP
[2026-02-13T20:15:06.313141] [INFO ] [sig       ] AAP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:06.460494] [INFO ] [LOCAL     ] Saved forecast: AAP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AAP.txt
[2026-02-13T20:15:06.460666] [INFO ] [sig       ] [5/3406] Completed AAP in 0.4s | 2.86 sym/s | Total: 1.7s | ETA: 19.8m
[2026-02-13T20:15:06.460715] [INFO ] [sig       ] [6/3406] Forecasting AAPB...
[2026-02-13T20:15:06.460746] [INFO ] [sig       ] Generating forecast for: AAPB
[2026-02-13T20:15:06.460777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2026-02-13T20:15:06.472714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2026-02-13T20:15:06.473104] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2026-02-13T20:15:06.474069] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2026-02-13T20:15:06.474122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:06.474156] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:06.474190] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:06.474270] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:06.540075] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:06.541266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:06.541357] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:06.541391] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:06.663482] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:06.663660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:06.663912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:06.663960] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:06.667916] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: UP (p=91.76%)
[2026-02-13T20:15:06.668210] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2026-02-13T20:15:06.668346] [INFO ] [sig       ] AAPB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:06.809925] [INFO ] [LOCAL     ] Saved forecast: AAPB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AAPB.txt
[2026-02-13T20:15:06.810082] [INFO ] [sig       ] [6/3406] Completed AAPB in 0.3s | 2.86 sym/s | Total: 2.1s | ETA: 19.8m
[2026-02-13T20:15:06.810123] [INFO ] [sig       ] [7/3406] Forecasting AAPD...
[2026-02-13T20:15:06.810155] [INFO ] [sig       ] Generating forecast for: AAPD
[2026-02-13T20:15:06.810186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2026-02-13T20:15:06.822548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPD'.
[2026-02-13T20:15:06.822948] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2026-02-13T20:15:06.823792] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2026-02-13T20:15:06.823870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:06.823913] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:06.823942] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:06.824001] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:06.882219] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:06.882924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:06.883007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:06.883041] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:07.005330] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:07.005476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:07.005515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:07.005543] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:07.009025] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: DOWN (p=27.38%)
[2026-02-13T20:15:07.009307] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2026-02-13T20:15:07.009437] [INFO ] [sig       ] AAPD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:07.150687] [INFO ] [LOCAL     ] Saved forecast: AAPD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AAPD.txt
[2026-02-13T20:15:07.150812] [INFO ] [sig       ] [7/3406] Completed AAPD in 0.3s | 2.87 sym/s | Total: 2.4s | ETA: 19.7m
[2026-02-13T20:15:07.150852] [INFO ] [sig       ] [8/3406] Forecasting AAPL...
[2026-02-13T20:15:07.150880] [INFO ] [sig       ] Generating forecast for: AAPL
[2026-02-13T20:15:07.150910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2026-02-13T20:15:07.163157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2026-02-13T20:15:07.163487] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2026-02-13T20:15:07.164312] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2026-02-13T20:15:07.164367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:07.164400] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:07.164429] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:07.164487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:07.221821] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:07.222449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:07.222531] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:07.222564] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:07.347743] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:07.347886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:07.347923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:07.347951] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:07.351412] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: UP (p=84.82%)
[2026-02-13T20:15:07.351718] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2026-02-13T20:15:07.351996] [INFO ] [sig       ] AAPL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:07.491872] [INFO ] [LOCAL     ] Saved forecast: AAPL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AAPL.txt
[2026-02-13T20:15:07.491991] [INFO ] [sig       ] [8/3406] Completed AAPL in 0.3s | 2.88 sym/s | Total: 2.8s | ETA: 19.7m
[2026-02-13T20:15:07.492030] [INFO ] [sig       ] [9/3406] Forecasting AAXJ...
[2026-02-13T20:15:07.492059] [INFO ] [sig       ] Generating forecast for: AAXJ
[2026-02-13T20:15:07.492089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2026-02-13T20:15:07.502983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2026-02-13T20:15:07.503310] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2026-02-13T20:15:07.504113] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2026-02-13T20:15:07.504165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:07.504197] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:07.504223] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:07.504280] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:07.561763] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:07.562405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:07.562487] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:07.562519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:07.686561] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:07.686714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:07.686753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:07.686782] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:07.690220] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2026-02-13T20:15:07.690503] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2026-02-13T20:15:07.690653] [INFO ] [sig       ] AAXJ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:07.830728] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AAXJ.txt
[2026-02-13T20:15:07.830853] [INFO ] [sig       ] [9/3406] Completed AAXJ in 0.3s | 2.89 sym/s | Total: 3.1s | ETA: 19.6m
[2026-02-13T20:15:07.830891] [INFO ] [sig       ] [10/3406] Forecasting AB...
[2026-02-13T20:15:07.830921] [INFO ] [sig       ] Generating forecast for: AB
[2026-02-13T20:15:07.830950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2026-02-13T20:15:07.842180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AB'.
[2026-02-13T20:15:07.842523] [INFO ] [FORECASTER] Starting predict_future for AB
[2026-02-13T20:15:07.843369] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2026-02-13T20:15:07.843423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:07.843497] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:07.843533] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:07.843629] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:07.902224] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:07.902935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:07.903016] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:07.903050] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:08.023114] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:08.023262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:08.023302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:08.023332] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:08.026862] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=6.02%)
[2026-02-13T20:15:08.027146] [INFO ] [FORECASTER] Completed predict_future for AB
[2026-02-13T20:15:08.027276] [INFO ] [sig       ] AB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:08.165393] [INFO ] [LOCAL     ] Saved forecast: AB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AB.txt
[2026-02-13T20:15:08.165527] [INFO ] [sig       ] [10/3406] Completed AB in 0.3s | 2.90 sym/s | Total: 3.5s | ETA: 19.5m
[2026-02-13T20:15:08.165584] [INFO ] [sig       ] [11/3406] Forecasting ABCB...
[2026-02-13T20:15:08.165617] [INFO ] [sig       ] Generating forecast for: ABCB
[2026-02-13T20:15:08.165646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2026-02-13T20:15:08.176857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2026-02-13T20:15:08.177229] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2026-02-13T20:15:08.178099] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2026-02-13T20:15:08.178151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:08.178182] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:08.178211] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:08.178266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:08.234548] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:08.235489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:08.235595] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:08.235631] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:08.358815] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:08.358978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:08.359018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:08.359046] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:08.362546] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: DOWN (p=24.19%)
[2026-02-13T20:15:08.362876] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2026-02-13T20:15:08.363012] [INFO ] [sig       ] ABCB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:08.503089] [INFO ] [LOCAL     ] Saved forecast: ABCB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ABCB.txt
[2026-02-13T20:15:08.503240] [INFO ] [sig       ] [11/3406] Completed ABCB in 0.3s | 2.90 sym/s | Total: 3.8s | ETA: 19.5m
[2026-02-13T20:15:08.503281] [INFO ] [sig       ] [12/3406] Forecasting ABCL...
[2026-02-13T20:15:08.503311] [INFO ] [sig       ] Generating forecast for: ABCL
[2026-02-13T20:15:08.503341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2026-02-13T20:15:08.515146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2026-02-13T20:15:08.515540] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2026-02-13T20:15:08.516350] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2026-02-13T20:15:08.516402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:08.516434] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:08.516462] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:08.516537] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:08.577911] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:08.579063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:08.579160] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:08.579202] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:08.711545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:08.711738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:08.711779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:08.711807] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:08.715550] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: DOWN (p=11.79%)
[2026-02-13T20:15:08.715934] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2026-02-13T20:15:08.716085] [INFO ] [sig       ] ABCL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:08.881823] [INFO ] [LOCAL     ] Saved forecast: ABCL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ABCL.txt
[2026-02-13T20:15:08.881983] [INFO ] [sig       ] [12/3406] Completed ABCL in 0.4s | 2.88 sym/s | Total: 4.2s | ETA: 19.7m
[2026-02-13T20:15:08.882024] [INFO ] [sig       ] [13/3406] Forecasting ABEO...
[2026-02-13T20:15:08.882054] [INFO ] [sig       ] Generating forecast for: ABEO
[2026-02-13T20:15:08.882086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2026-02-13T20:15:08.897758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2026-02-13T20:15:08.898223] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2026-02-13T20:15:08.899384] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2026-02-13T20:15:08.899451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:08.899498] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:08.899540] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:08.899657] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:08.974699] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:08.975560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:08.975684] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:08.975721] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:09.097003] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:09.097172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:09.097214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:09.097280] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:09.100967] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: UP (p=55.01%)
[2026-02-13T20:15:09.101267] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2026-02-13T20:15:09.101413] [INFO ] [sig       ] ABEO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:09.243424] [INFO ] [LOCAL     ] Saved forecast: ABEO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ABEO.txt
[2026-02-13T20:15:09.243614] [INFO ] [sig       ] [13/3406] Completed ABEO in 0.4s | 2.87 sym/s | Total: 4.5s | ETA: 19.7m
[2026-02-13T20:15:09.243657] [INFO ] [sig       ] [14/3406] Forecasting ABG...
[2026-02-13T20:15:09.243686] [INFO ] [sig       ] Generating forecast for: ABG
[2026-02-13T20:15:09.243715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2026-02-13T20:15:09.256492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABG'.
[2026-02-13T20:15:09.256922] [INFO ] [FORECASTER] Starting predict_future for ABG
[2026-02-13T20:15:09.257839] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2026-02-13T20:15:09.257891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:09.257923] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:09.257949] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:09.258004] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:09.318402] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:09.319353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:09.319440] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:09.319475] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:09.439625] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:09.439842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:09.439887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:09.439916] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:09.443607] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: DOWN (p=42.24%)
[2026-02-13T20:15:09.443934] [INFO ] [FORECASTER] Completed predict_future for ABG
[2026-02-13T20:15:09.444081] [INFO ] [sig       ] ABG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:09.585944] [INFO ] [LOCAL     ] Saved forecast: ABG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ABG.txt
[2026-02-13T20:15:09.586112] [INFO ] [sig       ] [14/3406] Completed ABG in 0.3s | 2.87 sym/s | Total: 4.9s | ETA: 19.7m
[2026-02-13T20:15:09.586150] [INFO ] [sig       ] [15/3406] Forecasting ABM...
[2026-02-13T20:15:09.586180] [INFO ] [sig       ] Generating forecast for: ABM
[2026-02-13T20:15:09.586210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2026-02-13T20:15:09.598952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2026-02-13T20:15:09.599357] [INFO ] [FORECASTER] Starting predict_future for ABM
[2026-02-13T20:15:09.600180] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2026-02-13T20:15:09.600232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:09.600263] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:09.600288] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:09.600344] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:09.659435] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:09.660340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:09.660425] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:09.660458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:09.780818] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:09.780984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:09.781026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:09.781055] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:09.784941] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2026-02-13T20:15:09.785234] [INFO ] [FORECASTER] Completed predict_future for ABM
[2026-02-13T20:15:09.785366] [INFO ] [sig       ] ABM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:09.927925] [INFO ] [LOCAL     ] Saved forecast: ABM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ABM.txt
[2026-02-13T20:15:09.928123] [INFO ] [sig       ] [15/3406] Completed ABM in 0.3s | 2.88 sym/s | Total: 5.2s | ETA: 19.7m
[2026-02-13T20:15:09.928179] [INFO ] [sig       ] [16/3406] Forecasting ABNB...
[2026-02-13T20:15:09.928222] [INFO ] [sig       ] Generating forecast for: ABNB
[2026-02-13T20:15:09.928266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2026-02-13T20:15:09.941635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABNB'.
[2026-02-13T20:15:09.942106] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2026-02-13T20:15:09.943248] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2026-02-13T20:15:09.943316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:09.943348] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:09.943374] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:09.943431] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:10.003564] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:10.004673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:10.004800] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:10.004836] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:10.136339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:10.136518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:10.136559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:10.136610] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:10.140723] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: DOWN (p=38.22%)
[2026-02-13T20:15:10.141123] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2026-02-13T20:15:10.141277] [INFO ] [sig       ] ABNB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:10.296764] [INFO ] [LOCAL     ] Saved forecast: ABNB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ABNB.txt
[2026-02-13T20:15:10.296929] [INFO ] [sig       ] [16/3406] Completed ABNB in 0.4s | 2.87 sym/s | Total: 5.6s | ETA: 19.7m
[2026-02-13T20:15:10.296968] [INFO ] [sig       ] [17/3406] Forecasting ABOS...
[2026-02-13T20:15:10.297000] [INFO ] [sig       ] Generating forecast for: ABOS
[2026-02-13T20:15:10.297029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2026-02-13T20:15:10.310428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2026-02-13T20:15:10.310919] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2026-02-13T20:15:10.311946] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2026-02-13T20:15:10.312008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:10.312043] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:10.312072] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:10.312131] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:10.375174] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:10.376352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:10.376466] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:10.376501] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:10.508565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:10.508772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:10.508815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:10.508847] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:10.512975] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: DOWN (p=39.11%)
[2026-02-13T20:15:10.513396] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2026-02-13T20:15:10.513560] [INFO ] [sig       ] ABOS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:10.672619] [INFO ] [LOCAL     ] Saved forecast: ABOS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ABOS.txt
[2026-02-13T20:15:10.672788] [INFO ] [sig       ] [17/3406] Completed ABOS in 0.4s | 2.85 sym/s | Total: 6.0s | ETA: 19.8m
[2026-02-13T20:15:10.672829] [INFO ] [sig       ] [18/3406] Forecasting ABSI...
[2026-02-13T20:15:10.672860] [INFO ] [sig       ] Generating forecast for: ABSI
[2026-02-13T20:15:10.672892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2026-02-13T20:15:10.685270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2026-02-13T20:15:10.685738] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2026-02-13T20:15:10.686744] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2026-02-13T20:15:10.686810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:10.686879] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:10.686909] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:10.686968] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:10.748451] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:10.749434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:10.749541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:10.749602] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:10.873034] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:10.873201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:10.873241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:10.873272] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:10.877293] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2026-02-13T20:15:10.877758] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2026-02-13T20:15:10.877921] [INFO ] [sig       ] ABSI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:11.032012] [INFO ] [LOCAL     ] Saved forecast: ABSI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ABSI.txt
[2026-02-13T20:15:11.032185] [INFO ] [sig       ] [18/3406] Completed ABSI in 0.4s | 2.85 sym/s | Total: 6.3s | ETA: 19.8m
[2026-02-13T20:15:11.032226] [INFO ] [sig       ] [19/3406] Forecasting ABUS...
[2026-02-13T20:15:11.032258] [INFO ] [sig       ] Generating forecast for: ABUS
[2026-02-13T20:15:11.032289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2026-02-13T20:15:11.045145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABUS'.
[2026-02-13T20:15:11.045636] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2026-02-13T20:15:11.046598] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2026-02-13T20:15:11.046660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:11.046694] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:11.046723] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:11.046970] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:11.108260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:11.109226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:11.109321] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:11.109358] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:11.233018] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:11.233180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:11.233224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:11.233255] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:11.237263] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2026-02-13T20:15:11.237753] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2026-02-13T20:15:11.237920] [INFO ] [sig       ] ABUS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:11.395128] [INFO ] [LOCAL     ] Saved forecast: ABUS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ABUS.txt
[2026-02-13T20:15:11.395305] [INFO ] [sig       ] [19/3406] Completed ABUS in 0.4s | 2.84 sym/s | Total: 6.7s | ETA: 19.9m
[2026-02-13T20:15:11.395347] [INFO ] [sig       ] [20/3406] Forecasting ABVC...
[2026-02-13T20:15:11.395375] [INFO ] [sig       ] Generating forecast for: ABVC
[2026-02-13T20:15:11.395405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2026-02-13T20:15:11.407407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2026-02-13T20:15:11.407946] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2026-02-13T20:15:11.409084] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2026-02-13T20:15:11.409142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:11.409174] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:11.409202] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:11.409259] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:11.470611] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:11.471552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:11.471767] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:11.471818] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:11.602875] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:11.603043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:11.603087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:11.603117] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:11.607400] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: DOWN (p=26.67%)
[2026-02-13T20:15:11.608098] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2026-02-13T20:15:11.608279] [INFO ] [sig       ] ABVC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:11.772804] [INFO ] [LOCAL     ] Saved forecast: ABVC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ABVC.txt
[2026-02-13T20:15:11.772967] [INFO ] [sig       ] [20/3406] Completed ABVC in 0.4s | 2.83 sym/s | Total: 7.1s | ETA: 19.9m
[2026-02-13T20:15:11.773008] [INFO ] [sig       ] [21/3406] Forecasting ABVE...
[2026-02-13T20:15:11.773037] [INFO ] [sig       ] Generating forecast for: ABVE
[2026-02-13T20:15:11.773067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2026-02-13T20:15:11.786134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2026-02-13T20:15:11.786612] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2026-02-13T20:15:11.787539] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2026-02-13T20:15:11.787655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:11.787699] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:11.787728] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:11.787788] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:11.850672] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:11.851639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:11.851749] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:11.851784] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:11.980450] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:11.980641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:11.980685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:11.980716] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:11.984910] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: UP (p=89.35%)
[2026-02-13T20:15:11.985335] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2026-02-13T20:15:11.985500] [INFO ] [sig       ] ABVE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:12.140688] [INFO ] [LOCAL     ] Saved forecast: ABVE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ABVE.txt
[2026-02-13T20:15:12.140849] [INFO ] [sig       ] [21/3406] Completed ABVE in 0.4s | 2.83 sym/s | Total: 7.4s | ETA: 20.0m
[2026-02-13T20:15:12.140904] [INFO ] [sig       ] [22/3406] Forecasting ABVX...
[2026-02-13T20:15:12.140935] [INFO ] [sig       ] Generating forecast for: ABVX
[2026-02-13T20:15:12.140966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2026-02-13T20:15:12.153483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVX'.
[2026-02-13T20:15:12.153947] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2026-02-13T20:15:12.154933] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2026-02-13T20:15:12.155005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:12.155040] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:12.155070] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:12.155159] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:12.215554] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:12.216509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:12.216637] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:12.216672] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:12.336546] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:12.336734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:12.336774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:12.336803] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:12.340593] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2026-02-13T20:15:12.340965] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2026-02-13T20:15:12.341133] [INFO ] [sig       ] ABVX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:12.493752] [INFO ] [LOCAL     ] Saved forecast: ABVX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ABVX.txt
[2026-02-13T20:15:12.493926] [INFO ] [sig       ] [22/3406] Completed ABVX in 0.4s | 2.83 sym/s | Total: 7.8s | ETA: 19.9m
[2026-02-13T20:15:12.493968] [INFO ] [sig       ] [23/3406] Forecasting ACA...
[2026-02-13T20:15:12.494002] [INFO ] [sig       ] Generating forecast for: ACA
[2026-02-13T20:15:12.494035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2026-02-13T20:15:12.506741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2026-02-13T20:15:12.507164] [INFO ] [FORECASTER] Starting predict_future for ACA
[2026-02-13T20:15:12.508302] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2026-02-13T20:15:12.508357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:12.508391] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:12.508420] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:12.508479] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:12.571480] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:12.572453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:12.572595] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:12.572639] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:12.703290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:12.703448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:12.703487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:12.703517] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:12.707317] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=13.06%)
[2026-02-13T20:15:12.707739] [INFO ] [FORECASTER] Completed predict_future for ACA
[2026-02-13T20:15:12.707943] [INFO ] [sig       ] ACA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:12.863417] [INFO ] [LOCAL     ] Saved forecast: ACA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ACA.txt
[2026-02-13T20:15:12.863781] [INFO ] [sig       ] [23/3406] Completed ACA in 0.4s | 2.82 sym/s | Total: 8.2s | ETA: 20.0m
[2026-02-13T20:15:12.863874] [INFO ] [sig       ] [24/3406] Forecasting ACAD...
[2026-02-13T20:15:12.863920] [INFO ] [sig       ] Generating forecast for: ACAD
[2026-02-13T20:15:12.863964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2026-02-13T20:15:12.878601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2026-02-13T20:15:12.879035] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2026-02-13T20:15:12.880152] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2026-02-13T20:15:12.880221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:12.880255] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:12.880283] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:12.880345] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:12.942100] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:12.943054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:12.943159] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:12.943194] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:13.068443] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:13.068632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:13.068674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:13.068703] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:13.072523] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: DOWN (p=4.15%)
[2026-02-13T20:15:13.072948] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2026-02-13T20:15:13.073115] [INFO ] [sig       ] ACAD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:13.229478] [INFO ] [LOCAL     ] Saved forecast: ACAD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ACAD.txt
[2026-02-13T20:15:13.229660] [INFO ] [sig       ] [24/3406] Completed ACAD in 0.4s | 2.82 sym/s | Total: 8.5s | ETA: 20.0m
[2026-02-13T20:15:13.229713] [INFO ] [sig       ] [25/3406] Forecasting ACB...
[2026-02-13T20:15:13.229746] [INFO ] [sig       ] Generating forecast for: ACB
[2026-02-13T20:15:13.229777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2026-02-13T20:15:13.241776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACB'.
[2026-02-13T20:15:13.242206] [INFO ] [FORECASTER] Starting predict_future for ACB
[2026-02-13T20:15:13.243092] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2026-02-13T20:15:13.243145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:13.243176] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:13.243204] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:13.243260] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:13.304208] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:13.305186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:13.305282] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:13.305317] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:13.440200] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:13.440362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:13.440407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:13.440470] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:13.444996] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: UP (p=91.45%)
[2026-02-13T20:15:13.445424] [INFO ] [FORECASTER] Completed predict_future for ACB
[2026-02-13T20:15:13.445605] [INFO ] [sig       ] ACB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:13.604171] [INFO ] [LOCAL     ] Saved forecast: ACB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ACB.txt
[2026-02-13T20:15:13.604337] [INFO ] [sig       ] [25/3406] Completed ACB in 0.4s | 2.81 sym/s | Total: 8.9s | ETA: 20.0m
[2026-02-13T20:15:13.604378] [INFO ] [sig       ] [26/3406] Forecasting ACCO...
[2026-02-13T20:15:13.604407] [INFO ] [sig       ] Generating forecast for: ACCO
[2026-02-13T20:15:13.604437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2026-02-13T20:15:13.616625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2026-02-13T20:15:13.617096] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2026-02-13T20:15:13.618122] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2026-02-13T20:15:13.618186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:13.618220] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:13.618248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:13.618308] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:13.680299] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:13.681258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:13.681358] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:13.681392] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:13.816549] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:13.816770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:13.816817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:13.816856] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:13.821021] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2026-02-13T20:15:13.821383] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2026-02-13T20:15:13.821556] [INFO ] [sig       ] ACCO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:13.968366] [INFO ] [LOCAL     ] Saved forecast: ACCO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ACCO.txt
[2026-02-13T20:15:13.968546] [INFO ] [sig       ] [26/3406] Completed ACCO in 0.4s | 2.81 sym/s | Total: 9.3s | ETA: 20.1m
[2026-02-13T20:15:13.968611] [INFO ] [sig       ] [27/3406] Forecasting ACDC...
[2026-02-13T20:15:13.968642] [INFO ] [sig       ] Generating forecast for: ACDC
[2026-02-13T20:15:13.968673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2026-02-13T20:15:13.983940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACDC'.
[2026-02-13T20:15:13.984425] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2026-02-13T20:15:13.985348] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2026-02-13T20:15:13.985405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:13.985497] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:13.985528] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:13.985606] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:14.047589] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:14.048627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:14.048797] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:14.048837] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:14.169929] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:14.170285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:14.170325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:14.170353] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:14.174394] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=96.72%)
[2026-02-13T20:15:14.174793] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2026-02-13T20:15:14.175132] [INFO ] [sig       ] ACDC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:14.352851] [INFO ] [LOCAL     ] Saved forecast: ACDC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ACDC.txt
[2026-02-13T20:15:14.353092] [INFO ] [sig       ] [27/3406] Completed ACDC in 0.4s | 2.80 sym/s | Total: 9.6s | ETA: 20.1m
[2026-02-13T20:15:14.353166] [INFO ] [sig       ] [28/3406] Forecasting ACEL...
[2026-02-13T20:15:14.353218] [INFO ] [sig       ] Generating forecast for: ACEL
[2026-02-13T20:15:14.353270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2026-02-13T20:15:14.369858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2026-02-13T20:15:14.370404] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2026-02-13T20:15:14.371719] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2026-02-13T20:15:14.371802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:14.371855] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:14.371903] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:14.371996] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:14.462112] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:14.463401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:14.463521] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:14.463599] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:14.606120] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:14.606326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:14.606382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:14.606421] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:14.611446] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: UP (p=92.47%)
[2026-02-13T20:15:14.611925] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2026-02-13T20:15:14.612120] [INFO ] [sig       ] ACEL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:14.837944] [INFO ] [LOCAL     ] Saved forecast: ACEL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ACEL.txt
[2026-02-13T20:15:14.838184] [INFO ] [sig       ] [28/3406] Completed ACEL in 0.5s | 2.77 sym/s | Total: 10.1s | ETA: 20.4m
[2026-02-13T20:15:14.838255] [INFO ] [sig       ] [29/3406] Forecasting ACGL...
[2026-02-13T20:15:14.838310] [INFO ] [sig       ] Generating forecast for: ACGL
[2026-02-13T20:15:14.838363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2026-02-13T20:15:14.856672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2026-02-13T20:15:14.857228] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2026-02-13T20:15:14.860825] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2026-02-13T20:15:14.860972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:14.861011] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:14.861088] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:14.861178] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:14.945151] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:14.946491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:14.946643] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:14.946705] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:15.131136] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:15.131343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:15.131410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:15.131462] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:15.137106] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=26.73%)
[2026-02-13T20:15:15.137787] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2026-02-13T20:15:15.138018] [INFO ] [sig       ] ACGL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:15.369949] [INFO ] [LOCAL     ] Saved forecast: ACGL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ACGL.txt
[2026-02-13T20:15:15.370125] [INFO ] [sig       ] [29/3406] Completed ACGL in 0.5s | 2.72 sym/s | Total: 10.7s | ETA: 20.7m
[2026-02-13T20:15:15.370168] [INFO ] [sig       ] [30/3406] Forecasting ACGLN...
[2026-02-13T20:15:15.370196] [INFO ] [sig       ] Generating forecast for: ACGLN
[2026-02-13T20:15:15.370227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2026-02-13T20:15:15.386293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2026-02-13T20:15:15.386815] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2026-02-13T20:15:15.387829] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2026-02-13T20:15:15.387888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:15.387921] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:15.387948] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:15.388005] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:15.471843] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:15.472971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:15.473078] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:15.473113] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:15.610057] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:15.610225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:15.610267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:15.610352] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:15.614236] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: UP (p=58.62%)
[2026-02-13T20:15:15.614633] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2026-02-13T20:15:15.614799] [INFO ] [sig       ] ACGLN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:15.789535] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ACGLN.txt
[2026-02-13T20:15:15.789777] [INFO ] [sig       ] [30/3406] Completed ACGLN in 0.4s | 2.71 sym/s | Total: 11.1s | ETA: 20.8m
[2026-02-13T20:15:15.789830] [INFO ] [sig       ] [31/3406] Forecasting ACGLO...
[2026-02-13T20:15:15.789864] [INFO ] [sig       ] Generating forecast for: ACGLO
[2026-02-13T20:15:15.789905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2026-02-13T20:15:15.802820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLO'.
[2026-02-13T20:15:15.803314] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2026-02-13T20:15:15.804208] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2026-02-13T20:15:15.804264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:15.804302] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:15.804330] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:15.804389] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:15.869366] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:15.870330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:15.870422] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:15.870457] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:15.992349] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:15.992509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:15.992551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:15.992601] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:15.996192] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: DOWN (p=30.47%)
[2026-02-13T20:15:15.996482] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2026-02-13T20:15:15.996635] [INFO ] [sig       ] ACGLO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:16.136832] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ACGLO.txt
[2026-02-13T20:15:16.136948] [INFO ] [sig       ] [31/3406] Completed ACGLO in 0.3s | 2.71 sym/s | Total: 11.4s | ETA: 20.7m
[2026-02-13T20:15:16.136987] [INFO ] [sig       ] [32/3406] Forecasting ACHC...
[2026-02-13T20:15:16.137016] [INFO ] [sig       ] Generating forecast for: ACHC
[2026-02-13T20:15:16.137046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACHC' from 'https://tdm.silogroup.org/data/derivative_storage/ACHC.csv'.
[2026-02-13T20:15:16.148272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACHC'.
[2026-02-13T20:15:16.148609] [INFO ] [FORECASTER] Starting predict_future for ACHC
[2026-02-13T20:15:16.149388] [DEBUG] [LOCAL     ] No optimal features file found for ACHC: ./output/feature-sets/ACHC.txt
[2026-02-13T20:15:16.149440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:16.149472] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:16.149498] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:16.149555] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:16.207416] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:16.208094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:16.208174] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:16.208207] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:16.332731] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:16.332854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:16.332891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:16.332919] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:16.336464] [DEBUG] [FORECASTER] ACHC: Forecast T+1@11:T+2@11: UP (p=79.50%)
[2026-02-13T20:15:16.336784] [INFO ] [FORECASTER] Completed predict_future for ACHC
[2026-02-13T20:15:16.336920] [INFO ] [sig       ] ACHC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:16.477463] [INFO ] [LOCAL     ] Saved forecast: ACHC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ACHC.txt
[2026-02-13T20:15:16.477592] [INFO ] [sig       ] [32/3406] Completed ACHC in 0.3s | 2.72 sym/s | Total: 11.8s | ETA: 20.7m
[2026-02-13T20:15:16.477651] [INFO ] [sig       ] [33/3406] Forecasting ACI...
[2026-02-13T20:15:16.477693] [INFO ] [sig       ] Generating forecast for: ACI
[2026-02-13T20:15:16.477728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2026-02-13T20:15:16.489651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACI'.
[2026-02-13T20:15:16.489959] [INFO ] [FORECASTER] Starting predict_future for ACI
[2026-02-13T20:15:16.490759] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2026-02-13T20:15:16.490812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:16.490843] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:16.490870] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:16.490927] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:16.547835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:16.548474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:16.548558] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:16.548611] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:16.670144] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:16.670286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:16.670327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:16.670354] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:16.673979] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: DOWN (p=18.31%)
[2026-02-13T20:15:16.674258] [INFO ] [FORECASTER] Completed predict_future for ACI
[2026-02-13T20:15:16.674386] [INFO ] [sig       ] ACI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:16.813617] [INFO ] [LOCAL     ] Saved forecast: ACI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ACI.txt
[2026-02-13T20:15:16.813768] [INFO ] [sig       ] [33/3406] Completed ACI in 0.3s | 2.73 sym/s | Total: 12.1s | ETA: 20.6m
[2026-02-13T20:15:16.813819] [INFO ] [sig       ] [34/3406] Forecasting ACIC...
[2026-02-13T20:15:16.813851] [INFO ] [sig       ] Generating forecast for: ACIC
[2026-02-13T20:15:16.813881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2026-02-13T20:15:16.826315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACIC'.
[2026-02-13T20:15:16.826823] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2026-02-13T20:15:16.827791] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2026-02-13T20:15:16.827852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:16.827900] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:16.827933] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:16.827992] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:16.887521] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:16.888501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:16.888616] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:16.888658] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:17.020015] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:17.020176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:17.020217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:17.020248] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:17.024161] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=32.29%)
[2026-02-13T20:15:17.024459] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2026-02-13T20:15:17.024616] [INFO ] [sig       ] ACIC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:17.176123] [INFO ] [LOCAL     ] Saved forecast: ACIC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ACIC.txt
[2026-02-13T20:15:17.176344] [INFO ] [sig       ] [34/3406] Completed ACIC in 0.4s | 2.73 sym/s | Total: 12.5s | ETA: 20.6m
[2026-02-13T20:15:17.176411] [INFO ] [sig       ] [35/3406] Forecasting ACLS...
[2026-02-13T20:15:17.176461] [INFO ] [sig       ] Generating forecast for: ACLS
[2026-02-13T20:15:17.176509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2026-02-13T20:15:17.189850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2026-02-13T20:15:17.190261] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2026-02-13T20:15:17.191103] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2026-02-13T20:15:17.191158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:17.191191] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:17.191218] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:17.191275] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:17.254036] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:17.254989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:17.255078] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:17.255113] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:17.391616] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:17.391803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:17.391855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:17.391890] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:17.396459] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: DOWN (p=21.92%)
[2026-02-13T20:15:17.396868] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2026-02-13T20:15:17.397026] [INFO ] [sig       ] ACLS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:17.546273] [INFO ] [LOCAL     ] Saved forecast: ACLS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ACLS.txt
[2026-02-13T20:15:17.546431] [INFO ] [sig       ] [35/3406] Completed ACLS in 0.4s | 2.73 sym/s | Total: 12.8s | ETA: 20.6m
[2026-02-13T20:15:17.546473] [INFO ] [sig       ] [36/3406] Forecasting ACLX...
[2026-02-13T20:15:17.546502] [INFO ] [sig       ] Generating forecast for: ACLX
[2026-02-13T20:15:17.546532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2026-02-13T20:15:17.558421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2026-02-13T20:15:17.558801] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2026-02-13T20:15:17.559604] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2026-02-13T20:15:17.559657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:17.559689] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:17.559715] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:17.559771] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:17.619820] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:17.620773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:17.620856] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:17.620889] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:17.747483] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:17.747683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:17.747733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:17.747797] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:17.751811] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: UP (p=95.23%)
[2026-02-13T20:15:17.752100] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2026-02-13T20:15:17.752231] [INFO ] [sig       ] ACLX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:17.897195] [INFO ] [LOCAL     ] Saved forecast: ACLX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ACLX.txt
[2026-02-13T20:15:17.897361] [INFO ] [sig       ] [36/3406] Completed ACLX in 0.4s | 2.73 sym/s | Total: 13.2s | ETA: 20.6m
[2026-02-13T20:15:17.897404] [INFO ] [sig       ] [37/3406] Forecasting ACM...
[2026-02-13T20:15:17.897435] [INFO ] [sig       ] Generating forecast for: ACM
[2026-02-13T20:15:17.897465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2026-02-13T20:15:17.910053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACM'.
[2026-02-13T20:15:17.910487] [INFO ] [FORECASTER] Starting predict_future for ACM
[2026-02-13T20:15:17.911658] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2026-02-13T20:15:17.911716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:17.911750] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:17.911779] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:17.911838] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:17.973256] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:17.974170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:17.974291] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:17.974327] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:18.094114] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:18.094257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:18.094297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:18.094325] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:18.097767] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=24.37%)
[2026-02-13T20:15:18.098049] [INFO ] [FORECASTER] Completed predict_future for ACM
[2026-02-13T20:15:18.098179] [INFO ] [sig       ] ACM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:18.241540] [INFO ] [LOCAL     ] Saved forecast: ACM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ACM.txt
[2026-02-13T20:15:18.241687] [INFO ] [sig       ] [37/3406] Completed ACM in 0.3s | 2.73 sym/s | Total: 13.5s | ETA: 20.5m
[2026-02-13T20:15:18.241727] [INFO ] [sig       ] [38/3406] Forecasting ACN...
[2026-02-13T20:15:18.241757] [INFO ] [sig       ] Generating forecast for: ACN
[2026-02-13T20:15:18.241787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2026-02-13T20:15:18.254424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACN'.
[2026-02-13T20:15:18.254809] [INFO ] [FORECASTER] Starting predict_future for ACN
[2026-02-13T20:15:18.255781] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2026-02-13T20:15:18.255852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:18.255906] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:18.256127] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:18.256186] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:18.313239] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:18.313997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:18.314079] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:18.314114] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:18.450554] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:18.450743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:18.450792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:18.450823] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:18.454517] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: UP (p=66.48%)
[2026-02-13T20:15:18.454829] [INFO ] [FORECASTER] Completed predict_future for ACN
[2026-02-13T20:15:18.454972] [INFO ] [sig       ] ACN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:18.603382] [INFO ] [LOCAL     ] Saved forecast: ACN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ACN.txt
[2026-02-13T20:15:18.603545] [INFO ] [sig       ] [38/3406] Completed ACN in 0.4s | 2.74 sym/s | Total: 13.9s | ETA: 20.5m
[2026-02-13T20:15:18.603603] [INFO ] [sig       ] [39/3406] Forecasting ACNB...
[2026-02-13T20:15:18.603636] [INFO ] [sig       ] Generating forecast for: ACNB
[2026-02-13T20:15:18.603665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2026-02-13T20:15:18.615408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2026-02-13T20:15:18.615828] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2026-02-13T20:15:18.616679] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2026-02-13T20:15:18.616732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:18.616765] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:18.616791] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:18.616849] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:18.679406] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:18.680330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:18.680418] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:18.680452] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:18.807823] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:18.807998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:18.808046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:18.808075] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:18.811780] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: UP (p=55.53%)
[2026-02-13T20:15:18.812089] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2026-02-13T20:15:18.812241] [INFO ] [sig       ] ACNB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:18.961809] [INFO ] [LOCAL     ] Saved forecast: ACNB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ACNB.txt
[2026-02-13T20:15:18.961975] [INFO ] [sig       ] [39/3406] Completed ACNB in 0.4s | 2.74 sym/s | Total: 14.2s | ETA: 20.5m
[2026-02-13T20:15:18.962015] [INFO ] [sig       ] [40/3406] Forecasting ACON...
[2026-02-13T20:15:18.962044] [INFO ] [sig       ] Generating forecast for: ACON
[2026-02-13T20:15:18.962074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2026-02-13T20:15:18.974105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACON'.
[2026-02-13T20:15:18.974536] [INFO ] [FORECASTER] Starting predict_future for ACON
[2026-02-13T20:15:18.975414] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2026-02-13T20:15:18.975469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:18.975502] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:18.975529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:18.975640] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:19.035120] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:19.036283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:19.036373] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:19.036406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:19.161188] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:19.161347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:19.161387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:19.161415] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:19.165243] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=32.86%)
[2026-02-13T20:15:19.165534] [INFO ] [FORECASTER] Completed predict_future for ACON
[2026-02-13T20:15:19.165691] [INFO ] [sig       ] ACON: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:19.313225] [INFO ] [LOCAL     ] Saved forecast: ACON	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ACON.txt
[2026-02-13T20:15:19.313404] [INFO ] [sig       ] [40/3406] Completed ACON in 0.4s | 2.74 sym/s | Total: 14.6s | ETA: 20.5m
[2026-02-13T20:15:19.313452] [INFO ] [sig       ] [41/3406] Forecasting ACP...
[2026-02-13T20:15:19.313491] [INFO ] [sig       ] Generating forecast for: ACP
[2026-02-13T20:15:19.313523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2026-02-13T20:15:19.326153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACP'.
[2026-02-13T20:15:19.326537] [INFO ] [FORECASTER] Starting predict_future for ACP
[2026-02-13T20:15:19.327396] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2026-02-13T20:15:19.327450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:19.327484] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:19.327511] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:19.327586] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:19.392165] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:19.393330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:19.393418] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:19.393452] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:19.521414] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:19.521591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:19.521634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:19.521663] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:19.525155] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: DOWN (p=11.79%)
[2026-02-13T20:15:19.525447] [INFO ] [FORECASTER] Completed predict_future for ACP
[2026-02-13T20:15:19.525607] [INFO ] [sig       ] ACP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:19.662678] [INFO ] [LOCAL     ] Saved forecast: ACP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ACP.txt
[2026-02-13T20:15:19.662831] [INFO ] [sig       ] [41/3406] Completed ACP in 0.3s | 2.74 sym/s | Total: 15.0s | ETA: 20.5m
[2026-02-13T20:15:19.662872] [INFO ] [sig       ] [42/3406] Forecasting ACRE...
[2026-02-13T20:15:19.662900] [INFO ] [sig       ] Generating forecast for: ACRE
[2026-02-13T20:15:19.662930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2026-02-13T20:15:19.674567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2026-02-13T20:15:19.674953] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2026-02-13T20:15:19.675985] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2026-02-13T20:15:19.676054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:19.676094] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:19.676128] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:19.676198] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:19.736174] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:19.737067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:19.737153] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:19.737187] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:19.868617] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:19.868786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:19.868828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:19.868864] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:19.873116] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: UP (p=68.20%)
[2026-02-13T20:15:19.873451] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2026-02-13T20:15:19.873624] [INFO ] [sig       ] ACRE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:20.025606] [INFO ] [LOCAL     ] Saved forecast: ACRE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ACRE.txt
[2026-02-13T20:15:20.025776] [INFO ] [sig       ] [42/3406] Completed ACRE in 0.4s | 2.74 sym/s | Total: 15.3s | ETA: 20.4m
[2026-02-13T20:15:20.025818] [INFO ] [sig       ] [43/3406] Forecasting ACRS...
[2026-02-13T20:15:20.025846] [INFO ] [sig       ] Generating forecast for: ACRS
[2026-02-13T20:15:20.025874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2026-02-13T20:15:20.037675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2026-02-13T20:15:20.038103] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2026-02-13T20:15:20.038978] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2026-02-13T20:15:20.039033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:20.039068] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:20.039095] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:20.039153] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:20.101751] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:20.103003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:20.103096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:20.103129] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:20.236231] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:20.236389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:20.236430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:20.236459] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:20.240538] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2026-02-13T20:15:20.240850] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2026-02-13T20:15:20.240992] [INFO ] [sig       ] ACRS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:20.396467] [INFO ] [LOCAL     ] Saved forecast: ACRS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ACRS.txt
[2026-02-13T20:15:20.396643] [INFO ] [sig       ] [43/3406] Completed ACRS in 0.4s | 2.74 sym/s | Total: 15.7s | ETA: 20.4m
[2026-02-13T20:15:20.396687] [INFO ] [sig       ] [44/3406] Forecasting ACTG...
[2026-02-13T20:15:20.396716] [INFO ] [sig       ] Generating forecast for: ACTG
[2026-02-13T20:15:20.396745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2026-02-13T20:15:20.409865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2026-02-13T20:15:20.410267] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2026-02-13T20:15:20.411140] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2026-02-13T20:15:20.411196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:20.411262] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:20.411292] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:20.411350] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:20.485552] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:20.486631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:20.486724] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:20.486759] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:20.626596] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:20.626767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:20.626810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:20.626841] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:20.631346] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: UP (p=71.89%)
[2026-02-13T20:15:20.631830] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2026-02-13T20:15:20.632234] [INFO ] [sig       ] ACTG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:20.781012] [INFO ] [LOCAL     ] Saved forecast: ACTG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ACTG.txt
[2026-02-13T20:15:20.781177] [INFO ] [sig       ] [44/3406] Completed ACTG in 0.4s | 2.74 sym/s | Total: 16.1s | ETA: 20.5m
[2026-02-13T20:15:20.781219] [INFO ] [sig       ] [45/3406] Forecasting ACVA...
[2026-02-13T20:15:20.781251] [INFO ] [sig       ] Generating forecast for: ACVA
[2026-02-13T20:15:20.781282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2026-02-13T20:15:20.793280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACVA'.
[2026-02-13T20:15:20.793744] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2026-02-13T20:15:20.794713] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2026-02-13T20:15:20.794769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:20.794806] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:20.794833] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:20.794889] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:20.859665] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:20.860685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:20.860777] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:20.860811] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:20.997046] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:20.997291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:20.997348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:20.997382] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:21.001864] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=57.51%)
[2026-02-13T20:15:21.002291] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2026-02-13T20:15:21.002457] [INFO ] [sig       ] ACVA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:21.147401] [INFO ] [LOCAL     ] Saved forecast: ACVA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ACVA.txt
[2026-02-13T20:15:21.147562] [INFO ] [sig       ] [45/3406] Completed ACVA in 0.4s | 2.74 sym/s | Total: 16.4s | ETA: 20.5m
[2026-02-13T20:15:21.147638] [INFO ] [sig       ] [46/3406] Forecasting ACWI...
[2026-02-13T20:15:21.147672] [INFO ] [sig       ] Generating forecast for: ACWI
[2026-02-13T20:15:21.147702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2026-02-13T20:15:21.159653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2026-02-13T20:15:21.160021] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2026-02-13T20:15:21.160857] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2026-02-13T20:15:21.160910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:21.160942] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:21.160968] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:21.161034] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:21.216962] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:21.217678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:21.217768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:21.217802] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:21.338396] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:21.338559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:21.338618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:21.338647] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:21.342245] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2026-02-13T20:15:21.342538] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2026-02-13T20:15:21.342697] [INFO ] [sig       ] ACWI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:21.484674] [INFO ] [LOCAL     ] Saved forecast: ACWI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ACWI.txt
[2026-02-13T20:15:21.484814] [INFO ] [sig       ] [46/3406] Completed ACWI in 0.3s | 2.74 sym/s | Total: 16.8s | ETA: 20.4m
[2026-02-13T20:15:21.484853] [INFO ] [sig       ] [47/3406] Forecasting ACWX...
[2026-02-13T20:15:21.484883] [INFO ] [sig       ] Generating forecast for: ACWX
[2026-02-13T20:15:21.484915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2026-02-13T20:15:21.497673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2026-02-13T20:15:21.498266] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2026-02-13T20:15:21.499298] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2026-02-13T20:15:21.499351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:21.499382] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:21.499408] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:21.499463] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:21.558621] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:21.559433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:21.559519] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:21.559552] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:21.688485] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:21.688698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:21.688742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:21.688813] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:21.692609] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2026-02-13T20:15:21.692932] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2026-02-13T20:15:21.693073] [INFO ] [sig       ] ACWX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:21.841622] [INFO ] [LOCAL     ] Saved forecast: ACWX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ACWX.txt
[2026-02-13T20:15:21.841812] [INFO ] [sig       ] [47/3406] Completed ACWX in 0.4s | 2.74 sym/s | Total: 17.1s | ETA: 20.4m
[2026-02-13T20:15:21.841863] [INFO ] [sig       ] [48/3406] Forecasting ACXP...
[2026-02-13T20:15:21.841898] [INFO ] [sig       ] Generating forecast for: ACXP
[2026-02-13T20:15:21.841943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2026-02-13T20:15:21.853684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACXP'.
[2026-02-13T20:15:21.854043] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2026-02-13T20:15:21.854928] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2026-02-13T20:15:21.854994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:21.855030] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:21.855057] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:21.855121] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:21.914767] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:21.915726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:21.915812] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:21.915847] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:22.032259] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:22.032426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:22.032468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:22.032498] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:22.036109] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: UP (p=62.20%)
[2026-02-13T20:15:22.036415] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2026-02-13T20:15:22.036555] [INFO ] [sig       ] ACXP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:22.175628] [INFO ] [LOCAL     ] Saved forecast: ACXP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ACXP.txt
[2026-02-13T20:15:22.175812] [INFO ] [sig       ] [48/3406] Completed ACXP in 0.3s | 2.75 sym/s | Total: 17.5s | ETA: 20.4m
[2026-02-13T20:15:22.175876] [INFO ] [sig       ] [49/3406] Forecasting ADBE...
[2026-02-13T20:15:22.175910] [INFO ] [sig       ] Generating forecast for: ADBE
[2026-02-13T20:15:22.175941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2026-02-13T20:15:22.187344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2026-02-13T20:15:22.187743] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2026-02-13T20:15:22.188595] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2026-02-13T20:15:22.188650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:22.188682] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:22.188710] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:22.188768] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:22.246282] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:22.247196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:22.247283] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:22.247317] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:22.377368] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:22.377557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:22.377642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:22.377676] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:22.381231] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: UP (p=62.91%)
[2026-02-13T20:15:22.381528] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2026-02-13T20:15:22.381717] [INFO ] [sig       ] ADBE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:22.531069] [INFO ] [LOCAL     ] Saved forecast: ADBE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ADBE.txt
[2026-02-13T20:15:22.531234] [INFO ] [sig       ] [49/3406] Completed ADBE in 0.4s | 2.75 sym/s | Total: 17.8s | ETA: 20.3m
[2026-02-13T20:15:22.531276] [INFO ] [sig       ] [50/3406] Forecasting ADC...
[2026-02-13T20:15:22.531308] [INFO ] [sig       ] Generating forecast for: ADC
[2026-02-13T20:15:22.531340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2026-02-13T20:15:22.546412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADC'.
[2026-02-13T20:15:22.546831] [INFO ] [FORECASTER] Starting predict_future for ADC
[2026-02-13T20:15:22.547777] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2026-02-13T20:15:22.547831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:22.547864] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:22.547891] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:22.547949] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:22.605433] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:22.606256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:22.606341] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:22.606373] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:22.728616] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:22.728774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:22.728814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:22.728843] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:22.732386] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=21.25%)
[2026-02-13T20:15:22.732688] [INFO ] [FORECASTER] Completed predict_future for ADC
[2026-02-13T20:15:22.732824] [INFO ] [sig       ] ADC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:22.870952] [INFO ] [LOCAL     ] Saved forecast: ADC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ADC.txt
[2026-02-13T20:15:22.871098] [INFO ] [sig       ] [50/3406] Completed ADC in 0.3s | 2.75 sym/s | Total: 18.2s | ETA: 20.3m
[2026-02-13T20:15:22.871139] [INFO ] [sig       ] [51/3406] Forecasting ADEA...
[2026-02-13T20:15:22.871167] [INFO ] [sig       ] Generating forecast for: ADEA
[2026-02-13T20:15:22.871196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2026-02-13T20:15:22.885902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2026-02-13T20:15:22.886311] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2026-02-13T20:15:22.887154] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2026-02-13T20:15:22.887207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:22.887239] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:22.887266] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:22.887322] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:22.946659] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:22.947802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:22.947885] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:22.947917] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:23.071368] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:23.071737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:23.071782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:23.071812] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:23.075371] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: UP (p=92.14%)
[2026-02-13T20:15:23.075874] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2026-02-13T20:15:23.076012] [INFO ] [sig       ] ADEA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:23.219466] [INFO ] [LOCAL     ] Saved forecast: ADEA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ADEA.txt
[2026-02-13T20:15:23.219624] [INFO ] [sig       ] [51/3406] Completed ADEA in 0.3s | 2.76 sym/s | Total: 18.5s | ETA: 20.3m
[2026-02-13T20:15:23.219667] [INFO ] [sig       ] [52/3406] Forecasting ADI...
[2026-02-13T20:15:23.219696] [INFO ] [sig       ] Generating forecast for: ADI
[2026-02-13T20:15:23.219724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2026-02-13T20:15:23.232321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2026-02-13T20:15:23.232687] [INFO ] [FORECASTER] Starting predict_future for ADI
[2026-02-13T20:15:23.233707] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2026-02-13T20:15:23.233765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:23.233806] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:23.233839] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:23.233895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:23.292050] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:23.292845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:23.292928] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:23.292962] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:23.429529] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:23.429710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:23.429750] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:23.429780] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:23.433881] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: DOWN (p=30.85%)
[2026-02-13T20:15:23.434360] [INFO ] [FORECASTER] Completed predict_future for ADI
[2026-02-13T20:15:23.434493] [INFO ] [sig       ] ADI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:23.578404] [INFO ] [LOCAL     ] Saved forecast: ADI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ADI.txt
[2026-02-13T20:15:23.578563] [INFO ] [sig       ] [52/3406] Completed ADI in 0.4s | 2.76 sym/s | Total: 18.9s | ETA: 20.3m
[2026-02-13T20:15:23.578626] [INFO ] [sig       ] [53/3406] Forecasting ADM...
[2026-02-13T20:15:23.578656] [INFO ] [sig       ] Generating forecast for: ADM
[2026-02-13T20:15:23.578685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2026-02-13T20:15:23.591335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2026-02-13T20:15:23.591730] [INFO ] [FORECASTER] Starting predict_future for ADM
[2026-02-13T20:15:23.592560] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2026-02-13T20:15:23.592633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:23.592702] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:23.592733] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:23.592793] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:23.653475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:23.654168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:23.654250] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:23.654285] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:23.787867] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:23.788027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:23.788066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:23.788094] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:23.791661] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=99.10%)
[2026-02-13T20:15:23.791946] [INFO ] [FORECASTER] Completed predict_future for ADM
[2026-02-13T20:15:23.792077] [INFO ] [sig       ] ADM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:23.933826] [INFO ] [LOCAL     ] Saved forecast: ADM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ADM.txt
[2026-02-13T20:15:23.934000] [INFO ] [sig       ] [53/3406] Completed ADM in 0.4s | 2.76 sym/s | Total: 19.2s | ETA: 20.3m
[2026-02-13T20:15:23.934041] [INFO ] [sig       ] [54/3406] Forecasting ADMA...
[2026-02-13T20:15:23.934070] [INFO ] [sig       ] Generating forecast for: ADMA
[2026-02-13T20:15:23.934100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2026-02-13T20:15:23.945493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADMA'.
[2026-02-13T20:15:23.945900] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2026-02-13T20:15:23.946745] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2026-02-13T20:15:23.946799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:23.946833] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:23.946863] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:23.946921] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:24.012892] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:24.013857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:24.013978] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:24.014014] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:24.147275] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:24.147442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:24.147489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:24.147520] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:24.151220] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: UP (p=92.31%)
[2026-02-13T20:15:24.151509] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2026-02-13T20:15:24.151665] [INFO ] [sig       ] ADMA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:24.301895] [INFO ] [LOCAL     ] Saved forecast: ADMA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ADMA.txt
[2026-02-13T20:15:24.302054] [INFO ] [sig       ] [54/3406] Completed ADMA in 0.4s | 2.76 sym/s | Total: 19.6s | ETA: 20.3m
[2026-02-13T20:15:24.302094] [INFO ] [sig       ] [55/3406] Forecasting ADP...
[2026-02-13T20:15:24.302124] [INFO ] [sig       ] Generating forecast for: ADP
[2026-02-13T20:15:24.302154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2026-02-13T20:15:24.314743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2026-02-13T20:15:24.315212] [INFO ] [FORECASTER] Starting predict_future for ADP
[2026-02-13T20:15:24.316182] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2026-02-13T20:15:24.316238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:24.316272] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:24.316300] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:24.316359] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:24.380153] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:24.381083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:24.381174] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:24.381216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:24.514827] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:24.514982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:24.515024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:24.515055] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:24.518819] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=6.77%)
[2026-02-13T20:15:24.519132] [INFO ] [FORECASTER] Completed predict_future for ADP
[2026-02-13T20:15:24.519273] [INFO ] [sig       ] ADP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:24.662986] [INFO ] [LOCAL     ] Saved forecast: ADP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ADP.txt
[2026-02-13T20:15:24.663142] [INFO ] [sig       ] [55/3406] Completed ADP in 0.4s | 2.76 sym/s | Total: 20.0s | ETA: 20.3m
[2026-02-13T20:15:24.663185] [INFO ] [sig       ] [56/3406] Forecasting ADSE...
[2026-02-13T20:15:24.663216] [INFO ] [sig       ] Generating forecast for: ADSE
[2026-02-13T20:15:24.663246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2026-02-13T20:15:24.676352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2026-02-13T20:15:24.676730] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2026-02-13T20:15:24.677631] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2026-02-13T20:15:24.677686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:24.677718] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:24.677746] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:24.677804] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:24.742557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:24.743689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:24.743803] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:24.743852] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:24.882108] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:24.882263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:24.882304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:24.882333] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:24.886143] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: DOWN (p=1.34%)
[2026-02-13T20:15:24.886510] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2026-02-13T20:15:24.886706] [INFO ] [sig       ] ADSE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:25.037265] [INFO ] [LOCAL     ] Saved forecast: ADSE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ADSE.txt
[2026-02-13T20:15:25.037416] [INFO ] [sig       ] [56/3406] Completed ADSE in 0.4s | 2.76 sym/s | Total: 20.3s | ETA: 20.3m
[2026-02-13T20:15:25.037457] [INFO ] [sig       ] [57/3406] Forecasting ADSK...
[2026-02-13T20:15:25.037503] [INFO ] [sig       ] Generating forecast for: ADSK
[2026-02-13T20:15:25.037537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2026-02-13T20:15:25.050413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSK'.
[2026-02-13T20:15:25.050891] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2026-02-13T20:15:25.051889] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2026-02-13T20:15:25.051957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:25.051993] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:25.052021] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:25.052079] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:25.117293] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:25.118161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:25.118249] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:25.118282] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:25.251522] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:25.251897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:25.251939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:25.251968] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:25.255742] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: UP (p=81.22%)
[2026-02-13T20:15:25.256064] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2026-02-13T20:15:25.256403] [INFO ] [sig       ] ADSK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:25.401845] [INFO ] [LOCAL     ] Saved forecast: ADSK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ADSK.txt
[2026-02-13T20:15:25.402007] [INFO ] [sig       ] [57/3406] Completed ADSK in 0.4s | 2.76 sym/s | Total: 20.7s | ETA: 20.3m
[2026-02-13T20:15:25.402047] [INFO ] [sig       ] [58/3406] Forecasting ADTN...
[2026-02-13T20:15:25.402077] [INFO ] [sig       ] Generating forecast for: ADTN
[2026-02-13T20:15:25.402106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2026-02-13T20:15:25.414154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2026-02-13T20:15:25.414500] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2026-02-13T20:15:25.415350] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2026-02-13T20:15:25.415405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:25.415440] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:25.415469] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:25.415526] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:25.479122] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:25.479811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:25.479896] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:25.479931] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:25.606602] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:25.606756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:25.606797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:25.606826] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:25.610414] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: DOWN (p=17.39%)
[2026-02-13T20:15:25.610775] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2026-02-13T20:15:25.610933] [INFO ] [sig       ] ADTN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:25.757621] [INFO ] [LOCAL     ] Saved forecast: ADTN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ADTN.txt
[2026-02-13T20:15:25.757766] [INFO ] [sig       ] [58/3406] Completed ADTN in 0.4s | 2.76 sym/s | Total: 21.0s | ETA: 20.2m
[2026-02-13T20:15:25.757808] [INFO ] [sig       ] [59/3406] Forecasting ADUS...
[2026-02-13T20:15:25.757839] [INFO ] [sig       ] Generating forecast for: ADUS
[2026-02-13T20:15:25.757871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2026-02-13T20:15:25.769629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADUS'.
[2026-02-13T20:15:25.770011] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2026-02-13T20:15:25.770867] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2026-02-13T20:15:25.770922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:25.770965] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:25.771008] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:25.771080] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:25.834038] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:25.835263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:25.835371] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:25.835411] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:25.959690] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:25.959873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:25.959935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:25.959975] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:25.963934] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: DOWN (p=4.68%)
[2026-02-13T20:15:25.964276] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2026-02-13T20:15:25.964443] [INFO ] [sig       ] ADUS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:26.111033] [INFO ] [LOCAL     ] Saved forecast: ADUS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ADUS.txt
[2026-02-13T20:15:26.111186] [INFO ] [sig       ] [59/3406] Completed ADUS in 0.4s | 2.76 sym/s | Total: 21.4s | ETA: 20.2m
[2026-02-13T20:15:26.111228] [INFO ] [sig       ] [60/3406] Forecasting ADX...
[2026-02-13T20:15:26.111257] [INFO ] [sig       ] Generating forecast for: ADX
[2026-02-13T20:15:26.111288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2026-02-13T20:15:26.124061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2026-02-13T20:15:26.124448] [INFO ] [FORECASTER] Starting predict_future for ADX
[2026-02-13T20:15:26.125317] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2026-02-13T20:15:26.125372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:26.125406] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:26.125432] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:26.125490] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:26.184523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:26.185456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:26.185553] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:26.185622] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:26.317770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:26.317938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:26.317980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:26.318059] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:26.321725] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: UP (p=69.76%)
[2026-02-13T20:15:26.322031] [INFO ] [FORECASTER] Completed predict_future for ADX
[2026-02-13T20:15:26.322170] [INFO ] [sig       ] ADX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:26.470238] [INFO ] [LOCAL     ] Saved forecast: ADX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ADX.txt
[2026-02-13T20:15:26.470412] [INFO ] [sig       ] [60/3406] Completed ADX in 0.4s | 2.76 sym/s | Total: 21.8s | ETA: 20.2m
[2026-02-13T20:15:26.470453] [INFO ] [sig       ] [61/3406] Forecasting AEE...
[2026-02-13T20:15:26.470482] [INFO ] [sig       ] Generating forecast for: AEE
[2026-02-13T20:15:26.470513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2026-02-13T20:15:26.482752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2026-02-13T20:15:26.483148] [INFO ] [FORECASTER] Starting predict_future for AEE
[2026-02-13T20:15:26.484066] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2026-02-13T20:15:26.484124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:26.484202] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:26.484246] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:26.484331] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:26.549994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:26.550949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:26.551044] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:26.551080] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:26.681507] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:26.681688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:26.681731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:26.681762] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:26.685532] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=43.05%)
[2026-02-13T20:15:26.685858] [INFO ] [FORECASTER] Completed predict_future for AEE
[2026-02-13T20:15:26.686014] [INFO ] [sig       ] AEE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:26.835215] [INFO ] [LOCAL     ] Saved forecast: AEE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AEE.txt
[2026-02-13T20:15:26.835396] [INFO ] [sig       ] [61/3406] Completed AEE in 0.4s | 2.76 sym/s | Total: 22.1s | ETA: 20.2m
[2026-02-13T20:15:26.835464] [INFO ] [sig       ] [62/3406] Forecasting AEFC...
[2026-02-13T20:15:26.835517] [INFO ] [sig       ] Generating forecast for: AEFC
[2026-02-13T20:15:26.835565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2026-02-13T20:15:26.848727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2026-02-13T20:15:26.849215] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2026-02-13T20:15:26.850409] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2026-02-13T20:15:26.850474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:26.850511] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:26.850538] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:26.850632] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:26.916800] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:26.917774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:26.917864] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:26.917930] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:27.048830] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:27.048994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:27.049036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:27.049066] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:27.052729] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: UP (p=98.47%)
[2026-02-13T20:15:27.053058] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2026-02-13T20:15:27.053202] [INFO ] [sig       ] AEFC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:27.198844] [INFO ] [LOCAL     ] Saved forecast: AEFC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AEFC.txt
[2026-02-13T20:15:27.199009] [INFO ] [sig       ] [62/3406] Completed AEFC in 0.4s | 2.76 sym/s | Total: 22.5s | ETA: 20.2m
[2026-02-13T20:15:27.199054] [INFO ] [sig       ] [63/3406] Forecasting AEG...
[2026-02-13T20:15:27.199085] [INFO ] [sig       ] Generating forecast for: AEG
[2026-02-13T20:15:27.199117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2026-02-13T20:15:27.211265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2026-02-13T20:15:27.211686] [INFO ] [FORECASTER] Starting predict_future for AEG
[2026-02-13T20:15:27.212694] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2026-02-13T20:15:27.212749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:27.212782] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:27.212810] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:27.212866] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:27.275961] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:27.276853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:27.276940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:27.276973] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:27.402925] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:27.403087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:27.403127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:27.403156] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:27.406739] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: UP (p=93.26%)
[2026-02-13T20:15:27.407039] [INFO ] [FORECASTER] Completed predict_future for AEG
[2026-02-13T20:15:27.407200] [INFO ] [sig       ] AEG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:27.547463] [INFO ] [LOCAL     ] Saved forecast: AEG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AEG.txt
[2026-02-13T20:15:27.547647] [INFO ] [sig       ] [63/3406] Completed AEG in 0.3s | 2.76 sym/s | Total: 22.8s | ETA: 20.2m
[2026-02-13T20:15:27.547689] [INFO ] [sig       ] [64/3406] Forecasting AEI...
[2026-02-13T20:15:27.547719] [INFO ] [sig       ] Generating forecast for: AEI
[2026-02-13T20:15:27.547749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2026-02-13T20:15:27.558840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2026-02-13T20:15:27.559209] [INFO ] [FORECASTER] Starting predict_future for AEI
[2026-02-13T20:15:27.560031] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2026-02-13T20:15:27.560084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:27.560118] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:27.560168] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:27.560280] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:27.618369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:27.619182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:27.619271] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:27.619306] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:27.749405] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:27.749569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:27.749637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:27.749693] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:27.753858] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: UP (p=80.37%)
[2026-02-13T20:15:27.754247] [INFO ] [FORECASTER] Completed predict_future for AEI
[2026-02-13T20:15:27.754408] [INFO ] [sig       ] AEI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:27.918110] [INFO ] [LOCAL     ] Saved forecast: AEI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AEI.txt
[2026-02-13T20:15:27.918283] [INFO ] [sig       ] [64/3406] Completed AEI in 0.4s | 2.76 sym/s | Total: 23.2s | ETA: 20.2m
[2026-02-13T20:15:27.918325] [INFO ] [sig       ] [65/3406] Forecasting AEIS...
[2026-02-13T20:15:27.918354] [INFO ] [sig       ] Generating forecast for: AEIS
[2026-02-13T20:15:27.918383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2026-02-13T20:15:27.931119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEIS'.
[2026-02-13T20:15:27.931504] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2026-02-13T20:15:27.932503] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2026-02-13T20:15:27.932556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:27.932618] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:27.932647] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:27.932704] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:27.991281] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:27.992208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:27.992297] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:27.992331] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:28.119535] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:28.119722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:28.119768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:28.119799] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:28.123872] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2026-02-13T20:15:28.124181] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2026-02-13T20:15:28.124325] [INFO ] [sig       ] AEIS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:28.269589] [INFO ] [LOCAL     ] Saved forecast: AEIS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AEIS.txt
[2026-02-13T20:15:28.269776] [INFO ] [sig       ] [65/3406] Completed AEIS in 0.4s | 2.76 sym/s | Total: 23.6s | ETA: 20.2m
[2026-02-13T20:15:28.269821] [INFO ] [sig       ] [66/3406] Forecasting AEM...
[2026-02-13T20:15:28.269853] [INFO ] [sig       ] Generating forecast for: AEM
[2026-02-13T20:15:28.269883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2026-02-13T20:15:28.283611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2026-02-13T20:15:28.284022] [INFO ] [FORECASTER] Starting predict_future for AEM
[2026-02-13T20:15:28.284877] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2026-02-13T20:15:28.284969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:28.285006] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:28.285035] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:28.285093] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:28.347863] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:28.348898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:28.348983] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:28.349017] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:28.477762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:28.477928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:28.477971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:28.478004] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:28.481550] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: UP (p=87.02%)
[2026-02-13T20:15:28.481863] [INFO ] [FORECASTER] Completed predict_future for AEM
[2026-02-13T20:15:28.482007] [INFO ] [sig       ] AEM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:28.628904] [INFO ] [LOCAL     ] Saved forecast: AEM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AEM.txt
[2026-02-13T20:15:28.629046] [INFO ] [sig       ] [66/3406] Completed AEM in 0.4s | 2.76 sym/s | Total: 23.9s | ETA: 20.2m
[2026-02-13T20:15:28.629086] [INFO ] [sig       ] [67/3406] Forecasting AEO...
[2026-02-13T20:15:28.629115] [INFO ] [sig       ] Generating forecast for: AEO
[2026-02-13T20:15:28.629145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2026-02-13T20:15:28.641293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2026-02-13T20:15:28.641687] [INFO ] [FORECASTER] Starting predict_future for AEO
[2026-02-13T20:15:28.642551] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2026-02-13T20:15:28.642638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:28.642679] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:28.642708] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:28.642777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:28.701038] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:28.701825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:28.701910] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:28.701946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:28.845462] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:28.845650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:28.845695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:28.845724] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:28.849313] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=64.49%)
[2026-02-13T20:15:28.849630] [INFO ] [FORECASTER] Completed predict_future for AEO
[2026-02-13T20:15:28.849774] [INFO ] [sig       ] AEO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:28.990971] [INFO ] [LOCAL     ] Saved forecast: AEO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AEO.txt
[2026-02-13T20:15:28.991123] [INFO ] [sig       ] [67/3406] Completed AEO in 0.4s | 2.76 sym/s | Total: 24.3s | ETA: 20.2m
[2026-02-13T20:15:28.991164] [INFO ] [sig       ] [68/3406] Forecasting AEP...
[2026-02-13T20:15:28.991194] [INFO ] [sig       ] Generating forecast for: AEP
[2026-02-13T20:15:28.991223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2026-02-13T20:15:29.004182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2026-02-13T20:15:29.004767] [INFO ] [FORECASTER] Starting predict_future for AEP
[2026-02-13T20:15:29.005839] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2026-02-13T20:15:29.005894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:29.005927] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:29.005954] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:29.006011] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:29.064178] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:29.064993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:29.065078] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:29.065112] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:29.187406] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:29.187605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:29.187654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:29.187686] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:29.191289] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=2.91%)
[2026-02-13T20:15:29.191612] [INFO ] [FORECASTER] Completed predict_future for AEP
[2026-02-13T20:15:29.191756] [INFO ] [sig       ] AEP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:29.330849] [INFO ] [LOCAL     ] Saved forecast: AEP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AEP.txt
[2026-02-13T20:15:29.330988] [INFO ] [sig       ] [68/3406] Completed AEP in 0.3s | 2.76 sym/s | Total: 24.6s | ETA: 20.1m
[2026-02-13T20:15:29.331027] [INFO ] [sig       ] [69/3406] Forecasting AES...
[2026-02-13T20:15:29.331057] [INFO ] [sig       ] Generating forecast for: AES
[2026-02-13T20:15:29.331087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2026-02-13T20:15:29.343072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AES'.
[2026-02-13T20:15:29.343421] [INFO ] [FORECASTER] Starting predict_future for AES
[2026-02-13T20:15:29.344303] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2026-02-13T20:15:29.344358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:29.344394] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:29.344422] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:29.344480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:29.404783] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:29.405454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:29.405538] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:29.405592] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:29.529186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:29.529343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:29.529383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:29.529412] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:29.532868] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2026-02-13T20:15:29.533160] [INFO ] [FORECASTER] Completed predict_future for AES
[2026-02-13T20:15:29.533289] [INFO ] [sig       ] AES: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:29.675974] [INFO ] [LOCAL     ] Saved forecast: AES	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AES.txt
[2026-02-13T20:15:29.676127] [INFO ] [sig       ] [69/3406] Completed AES in 0.3s | 2.76 sym/s | Total: 25.0s | ETA: 20.1m
[2026-02-13T20:15:29.676170] [INFO ] [sig       ] [70/3406] Forecasting AESI...
[2026-02-13T20:15:29.676209] [INFO ] [sig       ] Generating forecast for: AESI
[2026-02-13T20:15:29.676253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2026-02-13T20:15:29.687759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2026-02-13T20:15:29.688116] [INFO ] [FORECASTER] Starting predict_future for AESI
[2026-02-13T20:15:29.688996] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2026-02-13T20:15:29.689051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:29.689084] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:29.689111] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:29.689168] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:29.749157] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:29.749965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:29.750049] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:29.750082] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:29.870901] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:29.871072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:29.871112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:29.871140] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:29.874820] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=37.90%)
[2026-02-13T20:15:29.875169] [INFO ] [FORECASTER] Completed predict_future for AESI
[2026-02-13T20:15:29.875321] [INFO ] [sig       ] AESI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:30.023718] [INFO ] [LOCAL     ] Saved forecast: AESI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AESI.txt
[2026-02-13T20:15:30.023889] [INFO ] [sig       ] [70/3406] Completed AESI in 0.3s | 2.77 sym/s | Total: 25.3s | ETA: 20.1m
[2026-02-13T20:15:30.023932] [INFO ] [sig       ] [71/3406] Forecasting AEVA...
[2026-02-13T20:15:30.023962] [INFO ] [sig       ] Generating forecast for: AEVA
[2026-02-13T20:15:30.023992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2026-02-13T20:15:30.035961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2026-02-13T20:15:30.036323] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2026-02-13T20:15:30.037188] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2026-02-13T20:15:30.037243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:30.037276] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:30.037304] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:30.037361] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:30.095557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:30.096495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:30.096639] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:30.096674] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:30.218801] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:30.218949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:30.218997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:30.219032] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:30.222514] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: UP (p=68.60%)
[2026-02-13T20:15:30.222844] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2026-02-13T20:15:30.223012] [INFO ] [sig       ] AEVA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:30.372072] [INFO ] [LOCAL     ] Saved forecast: AEVA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AEVA.txt
[2026-02-13T20:15:30.372235] [INFO ] [sig       ] [71/3406] Completed AEVA in 0.3s | 2.77 sym/s | Total: 25.7s | ETA: 20.1m
[2026-02-13T20:15:30.372277] [INFO ] [sig       ] [72/3406] Forecasting AEYE...
[2026-02-13T20:15:30.372306] [INFO ] [sig       ] Generating forecast for: AEYE
[2026-02-13T20:15:30.372336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2026-02-13T20:15:30.384495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2026-02-13T20:15:30.384908] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2026-02-13T20:15:30.385768] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2026-02-13T20:15:30.385820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:30.385853] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:30.385881] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:30.385938] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:30.443522] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:30.444438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:30.444528] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:30.444561] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:30.569547] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:30.569725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:30.569766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:30.569796] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:30.573426] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: UP (p=91.79%)
[2026-02-13T20:15:30.573771] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2026-02-13T20:15:30.573917] [INFO ] [sig       ] AEYE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:30.720230] [INFO ] [LOCAL     ] Saved forecast: AEYE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AEYE.txt
[2026-02-13T20:15:30.720388] [INFO ] [sig       ] [72/3406] Completed AEYE in 0.3s | 2.77 sym/s | Total: 26.0s | ETA: 20.1m
[2026-02-13T20:15:30.720428] [INFO ] [sig       ] [73/3406] Forecasting AFB...
[2026-02-13T20:15:30.720459] [INFO ] [sig       ] Generating forecast for: AFB
[2026-02-13T20:15:30.720488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2026-02-13T20:15:30.733219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFB'.
[2026-02-13T20:15:30.733589] [INFO ] [FORECASTER] Starting predict_future for AFB
[2026-02-13T20:15:30.734652] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2026-02-13T20:15:30.734704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:30.734735] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:30.734762] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:30.734817] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:30.794408] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:30.795243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:30.795331] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:30.795365] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:30.920954] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:30.921112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:30.921186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:30.921218] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:30.924779] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: DOWN (p=10.16%)
[2026-02-13T20:15:30.925079] [INFO ] [FORECASTER] Completed predict_future for AFB
[2026-02-13T20:15:30.925214] [INFO ] [sig       ] AFB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:31.063309] [INFO ] [LOCAL     ] Saved forecast: AFB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AFB.txt
[2026-02-13T20:15:31.063447] [INFO ] [sig       ] [73/3406] Completed AFB in 0.3s | 2.77 sym/s | Total: 26.4s | ETA: 20.1m
[2026-02-13T20:15:31.063487] [INFO ] [sig       ] [74/3406] Forecasting AFCG...
[2026-02-13T20:15:31.063516] [INFO ] [sig       ] Generating forecast for: AFCG
[2026-02-13T20:15:31.063545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2026-02-13T20:15:31.074268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2026-02-13T20:15:31.074633] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2026-02-13T20:15:31.075438] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2026-02-13T20:15:31.075491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:31.075524] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:31.075550] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:31.075626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:31.131931] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:31.132638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:31.132718] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:31.132751] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:31.251311] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:31.251466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:31.251506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:31.251538] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:31.255129] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: DOWN (p=16.15%)
[2026-02-13T20:15:31.255428] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2026-02-13T20:15:31.255562] [INFO ] [sig       ] AFCG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:31.394755] [INFO ] [LOCAL     ] Saved forecast: AFCG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AFCG.txt
[2026-02-13T20:15:31.394915] [INFO ] [sig       ] [74/3406] Completed AFCG in 0.3s | 2.77 sym/s | Total: 26.7s | ETA: 20.0m
[2026-02-13T20:15:31.394957] [INFO ] [sig       ] [75/3406] Forecasting AFG...
[2026-02-13T20:15:31.394987] [INFO ] [sig       ] Generating forecast for: AFG
[2026-02-13T20:15:31.395023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2026-02-13T20:15:31.406672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2026-02-13T20:15:31.407029] [INFO ] [FORECASTER] Starting predict_future for AFG
[2026-02-13T20:15:31.407888] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2026-02-13T20:15:31.407943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:31.407977] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:31.408004] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:31.408084] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:31.470056] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:31.471016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:31.471109] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:31.471149] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:31.594219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:31.594363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:31.594402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:31.594431] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:31.597904] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2026-02-13T20:15:31.598189] [INFO ] [FORECASTER] Completed predict_future for AFG
[2026-02-13T20:15:31.598319] [INFO ] [sig       ] AFG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:31.737874] [INFO ] [LOCAL     ] Saved forecast: AFG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AFG.txt
[2026-02-13T20:15:31.737999] [INFO ] [sig       ] [75/3406] Completed AFG in 0.3s | 2.78 sym/s | Total: 27.0s | ETA: 20.0m
[2026-02-13T20:15:31.738039] [INFO ] [sig       ] [76/3406] Forecasting AFGC...
[2026-02-13T20:15:31.738067] [INFO ] [sig       ] Generating forecast for: AFGC
[2026-02-13T20:15:31.738097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFGC' from 'https://tdm.silogroup.org/data/derivative_storage/AFGC.csv'.
[2026-02-13T20:15:31.748836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFGC'.
[2026-02-13T20:15:31.749181] [INFO ] [FORECASTER] Starting predict_future for AFGC
[2026-02-13T20:15:31.750000] [DEBUG] [LOCAL     ] No optimal features file found for AFGC: ./output/feature-sets/AFGC.txt
[2026-02-13T20:15:31.750052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:31.750084] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:31.750110] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:31.750166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:31.807821] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:31.808665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:31.808744] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:31.808776] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:31.918070] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:31.918198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:31.918236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:31.918264] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:31.921664] [DEBUG] [FORECASTER] AFGC: Forecast T+1@11:T+2@11: DOWN (p=32.83%)
[2026-02-13T20:15:31.921946] [INFO ] [FORECASTER] Completed predict_future for AFGC
[2026-02-13T20:15:31.922080] [INFO ] [sig       ] AFGC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:32.061390] [INFO ] [LOCAL     ] Saved forecast: AFGC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AFGC.txt
[2026-02-13T20:15:32.061532] [INFO ] [sig       ] [76/3406] Completed AFGC in 0.3s | 2.78 sym/s | Total: 27.3s | ETA: 20.0m
[2026-02-13T20:15:32.061589] [INFO ] [sig       ] [77/3406] Forecasting AFL...
[2026-02-13T20:15:32.061622] [INFO ] [sig       ] Generating forecast for: AFL
[2026-02-13T20:15:32.061653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2026-02-13T20:15:32.073673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2026-02-13T20:15:32.074064] [INFO ] [FORECASTER] Starting predict_future for AFL
[2026-02-13T20:15:32.074883] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2026-02-13T20:15:32.074935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:32.074983] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:32.075011] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:32.075067] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:32.135067] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:32.136059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:32.136153] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:32.136189] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:32.264459] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:32.264648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:32.264689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:32.264718] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:32.268349] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2026-02-13T20:15:32.268668] [INFO ] [FORECASTER] Completed predict_future for AFL
[2026-02-13T20:15:32.268799] [INFO ] [sig       ] AFL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:32.407184] [INFO ] [LOCAL     ] Saved forecast: AFL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AFL.txt
[2026-02-13T20:15:32.407300] [INFO ] [sig       ] [77/3406] Completed AFL in 0.3s | 2.78 sym/s | Total: 27.7s | ETA: 20.0m
[2026-02-13T20:15:32.407344] [INFO ] [sig       ] [78/3406] Forecasting AFRI...
[2026-02-13T20:15:32.407374] [INFO ] [sig       ] Generating forecast for: AFRI
[2026-02-13T20:15:32.407402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2026-02-13T20:15:32.417349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRI'.
[2026-02-13T20:15:32.417654] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2026-02-13T20:15:32.418562] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2026-02-13T20:15:32.418636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:32.418701] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:32.418729] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:32.418786] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:32.476542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:32.477244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:32.477327] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:32.477359] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:32.577700] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:32.577814] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-13T20:15:32.577851] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:32.577880] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:32.581218] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2026-02-13T20:15:32.581494] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2026-02-13T20:15:32.581642] [INFO ] [sig       ] AFRI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:32.721153] [INFO ] [LOCAL     ] Saved forecast: AFRI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AFRI.txt
[2026-02-13T20:15:32.721266] [INFO ] [sig       ] [78/3406] Completed AFRI in 0.3s | 2.78 sym/s | Total: 28.0s | ETA: 19.9m
[2026-02-13T20:15:32.721305] [INFO ] [sig       ] [79/3406] Forecasting AFRM...
[2026-02-13T20:15:32.721332] [INFO ] [sig       ] Generating forecast for: AFRM
[2026-02-13T20:15:32.721361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2026-02-13T20:15:32.732332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFRM'.
[2026-02-13T20:15:32.732691] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2026-02-13T20:15:32.733466] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2026-02-13T20:15:32.733519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:32.733552] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:32.733602] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:32.733666] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:32.790248] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:32.790892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:32.790977] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:32.791010] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:32.913141] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:32.913277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:32.913315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:32.913343] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:32.916790] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=18.95%)
[2026-02-13T20:15:32.917072] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2026-02-13T20:15:32.917202] [INFO ] [sig       ] AFRM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:33.059913] [INFO ] [LOCAL     ] Saved forecast: AFRM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AFRM.txt
[2026-02-13T20:15:33.060037] [INFO ] [sig       ] [79/3406] Completed AFRM in 0.3s | 2.79 sym/s | Total: 28.3s | ETA: 19.9m
[2026-02-13T20:15:33.060078] [INFO ] [sig       ] [80/3406] Forecasting AFYA...
[2026-02-13T20:15:33.060106] [INFO ] [sig       ] Generating forecast for: AFYA
[2026-02-13T20:15:33.060135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2026-02-13T20:15:33.072263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2026-02-13T20:15:33.072595] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2026-02-13T20:15:33.073393] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2026-02-13T20:15:33.073446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:33.073479] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:33.073507] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:33.073591] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:33.130188] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:33.130824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:33.130918] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:33.130952] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:33.263199] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:33.263351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:33.263389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:33.263418] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:33.266870] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: DOWN (p=45.97%)
[2026-02-13T20:15:33.267155] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2026-02-13T20:15:33.267289] [INFO ] [sig       ] AFYA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:33.416825] [INFO ] [LOCAL     ] Saved forecast: AFYA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AFYA.txt
[2026-02-13T20:15:33.416951] [INFO ] [sig       ] [80/3406] Completed AFYA in 0.4s | 2.79 sym/s | Total: 28.7s | ETA: 19.9m
[2026-02-13T20:15:33.416995] [INFO ] [sig       ] [81/3406] Forecasting AG...
[2026-02-13T20:15:33.417026] [INFO ] [sig       ] Generating forecast for: AG
[2026-02-13T20:15:33.417057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2026-02-13T20:15:33.428286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2026-02-13T20:15:33.428623] [INFO ] [FORECASTER] Starting predict_future for AG
[2026-02-13T20:15:33.429439] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2026-02-13T20:15:33.429492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:33.429524] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:33.429551] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:33.429630] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:33.486855] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:33.487533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:33.487668] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:33.487706] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:33.606394] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:33.606496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:33.606532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:33.606608] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:33.609938] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: UP (p=55.53%)
[2026-02-13T20:15:33.610223] [INFO ] [FORECASTER] Completed predict_future for AG
[2026-02-13T20:15:33.610352] [INFO ] [sig       ] AG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:33.752231] [INFO ] [LOCAL     ] Saved forecast: AG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AG.txt
[2026-02-13T20:15:33.752377] [INFO ] [sig       ] [81/3406] Completed AG in 0.3s | 2.79 sym/s | Total: 29.0s | ETA: 19.9m
[2026-02-13T20:15:33.752419] [INFO ] [sig       ] [82/3406] Forecasting AGCO...
[2026-02-13T20:15:33.752454] [INFO ] [sig       ] Generating forecast for: AGCO
[2026-02-13T20:15:33.752484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2026-02-13T20:15:33.763371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2026-02-13T20:15:33.763712] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2026-02-13T20:15:33.764550] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2026-02-13T20:15:33.764619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:33.764653] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:33.764680] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:33.764737] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:33.821415] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:33.822061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:33.822146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:33.822178] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:33.939842] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:33.939967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:33.940005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:33.940033] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:33.943416] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: UP (p=80.78%)
[2026-02-13T20:15:33.943712] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2026-02-13T20:15:33.943842] [INFO ] [sig       ] AGCO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:34.082400] [INFO ] [LOCAL     ] Saved forecast: AGCO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AGCO.txt
[2026-02-13T20:15:34.082515] [INFO ] [sig       ] [82/3406] Completed AGCO in 0.3s | 2.79 sym/s | Total: 29.4s | ETA: 19.8m
[2026-02-13T20:15:34.082553] [INFO ] [sig       ] [83/3406] Forecasting AGD...
[2026-02-13T20:15:34.082601] [INFO ] [sig       ] Generating forecast for: AGD
[2026-02-13T20:15:34.082632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2026-02-13T20:15:34.093564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2026-02-13T20:15:34.093884] [INFO ] [FORECASTER] Starting predict_future for AGD
[2026-02-13T20:15:34.094679] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2026-02-13T20:15:34.094735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:34.094766] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:34.094792] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:34.094850] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:34.152017] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:34.152876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:34.152960] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:34.152992] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:34.275073] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:34.275231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:34.275273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:34.275315] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:34.279116] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: DOWN (p=43.63%)
[2026-02-13T20:15:34.279412] [INFO ] [FORECASTER] Completed predict_future for AGD
[2026-02-13T20:15:34.279551] [INFO ] [sig       ] AGD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:34.420390] [INFO ] [LOCAL     ] Saved forecast: AGD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AGD.txt
[2026-02-13T20:15:34.420499] [INFO ] [sig       ] [83/3406] Completed AGD in 0.3s | 2.79 sym/s | Total: 29.7s | ETA: 19.8m
[2026-02-13T20:15:34.420537] [INFO ] [sig       ] [84/3406] Forecasting AGEN...
[2026-02-13T20:15:34.420565] [INFO ] [sig       ] Generating forecast for: AGEN
[2026-02-13T20:15:34.420615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2026-02-13T20:15:34.525256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGEN'.
[2026-02-13T20:15:34.525616] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2026-02-13T20:15:34.526503] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2026-02-13T20:15:34.526555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:34.526610] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:34.526639] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:34.526698] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:34.586245] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:34.586930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:34.587014] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:34.587048] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:34.713441] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:34.713635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:34.713679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:34.713733] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:34.717434] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=49.09%)
[2026-02-13T20:15:34.717785] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2026-02-13T20:15:34.717923] [INFO ] [sig       ] AGEN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:34.863475] [INFO ] [LOCAL     ] Saved forecast: AGEN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AGEN.txt
[2026-02-13T20:15:34.863628] [INFO ] [sig       ] [84/3406] Completed AGEN in 0.4s | 2.79 sym/s | Total: 30.2s | ETA: 19.9m
[2026-02-13T20:15:34.863668] [INFO ] [sig       ] [85/3406] Forecasting AGI...
[2026-02-13T20:15:34.863698] [INFO ] [sig       ] Generating forecast for: AGI
[2026-02-13T20:15:34.863728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2026-02-13T20:15:34.874894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2026-02-13T20:15:34.875242] [INFO ] [FORECASTER] Starting predict_future for AGI
[2026-02-13T20:15:34.876147] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2026-02-13T20:15:34.876200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:34.876232] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:34.876258] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:34.876314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:34.935280] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:34.935984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:34.936083] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:34.936117] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:35.059670] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:35.059834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:35.059875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:35.059904] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:35.063555] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: DOWN (p=13.29%)
[2026-02-13T20:15:35.063867] [INFO ] [FORECASTER] Completed predict_future for AGI
[2026-02-13T20:15:35.064003] [INFO ] [sig       ] AGI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:35.205834] [INFO ] [LOCAL     ] Saved forecast: AGI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AGI.txt
[2026-02-13T20:15:35.205954] [INFO ] [sig       ] [85/3406] Completed AGI in 0.3s | 2.79 sym/s | Total: 30.5s | ETA: 19.9m
[2026-02-13T20:15:35.205992] [INFO ] [sig       ] [86/3406] Forecasting AGIO...
[2026-02-13T20:15:35.206021] [INFO ] [sig       ] Generating forecast for: AGIO
[2026-02-13T20:15:35.206050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2026-02-13T20:15:35.217175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2026-02-13T20:15:35.217484] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2026-02-13T20:15:35.218327] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2026-02-13T20:15:35.218380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:35.218410] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:35.218436] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:35.218492] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:35.274742] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:35.275395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:35.275474] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:35.275521] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:35.399142] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:35.399308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:35.399359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:35.399389] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:35.403047] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: UP (p=79.09%)
[2026-02-13T20:15:35.403348] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2026-02-13T20:15:35.403478] [INFO ] [sig       ] AGIO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:35.540909] [INFO ] [LOCAL     ] Saved forecast: AGIO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AGIO.txt
[2026-02-13T20:15:35.541025] [INFO ] [sig       ] [86/3406] Completed AGIO in 0.3s | 2.79 sym/s | Total: 30.8s | ETA: 19.8m
[2026-02-13T20:15:35.541062] [INFO ] [sig       ] [87/3406] Forecasting AGM...
[2026-02-13T20:15:35.541091] [INFO ] [sig       ] Generating forecast for: AGM
[2026-02-13T20:15:35.541128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2026-02-13T20:15:35.552490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2026-02-13T20:15:35.552841] [INFO ] [FORECASTER] Starting predict_future for AGM
[2026-02-13T20:15:35.553658] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2026-02-13T20:15:35.553710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:35.553741] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:35.553767] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:35.553823] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:35.610189] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:35.610877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:35.610964] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:35.610998] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:35.729051] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:35.729194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:35.729235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:35.729263] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:35.732774] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2026-02-13T20:15:35.733055] [INFO ] [FORECASTER] Completed predict_future for AGM
[2026-02-13T20:15:35.733183] [INFO ] [sig       ] AGM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:35.871235] [INFO ] [LOCAL     ] Saved forecast: AGM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AGM.txt
[2026-02-13T20:15:35.871349] [INFO ] [sig       ] [87/3406] Completed AGM in 0.3s | 2.79 sym/s | Total: 31.2s | ETA: 19.8m
[2026-02-13T20:15:35.871386] [INFO ] [sig       ] [88/3406] Forecasting AGMH...
[2026-02-13T20:15:35.871415] [INFO ] [sig       ] Generating forecast for: AGMH
[2026-02-13T20:15:35.871445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2026-02-13T20:15:35.882379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2026-02-13T20:15:35.882767] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2026-02-13T20:15:35.883549] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2026-02-13T20:15:35.883620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:35.883652] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:35.883680] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:35.883759] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:35.939852] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:35.940453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:35.940557] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:35.940609] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:36.058067] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:36.058220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:36.058269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:36.058305] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:36.061819] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: UP (p=61.18%)
[2026-02-13T20:15:36.062107] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2026-02-13T20:15:36.062247] [INFO ] [sig       ] AGMH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:36.206526] [INFO ] [LOCAL     ] Saved forecast: AGMH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AGMH.txt
[2026-02-13T20:15:36.206674] [INFO ] [sig       ] [88/3406] Completed AGMH in 0.3s | 2.79 sym/s | Total: 31.5s | ETA: 19.8m
[2026-02-13T20:15:36.206719] [INFO ] [sig       ] [89/3406] Forecasting AGNC...
[2026-02-13T20:15:36.206750] [INFO ] [sig       ] Generating forecast for: AGNC
[2026-02-13T20:15:36.206779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2026-02-13T20:15:36.218189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2026-02-13T20:15:36.218524] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2026-02-13T20:15:36.219385] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2026-02-13T20:15:36.219436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:36.219468] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:36.219494] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:36.219551] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:36.277155] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:36.277848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:36.277938] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:36.277974] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:36.404251] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:36.404380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:36.404418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:36.404446] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:36.407937] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: UP (p=57.35%)
[2026-02-13T20:15:36.408255] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2026-02-13T20:15:36.408399] [INFO ] [sig       ] AGNC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:36.547329] [INFO ] [LOCAL     ] Saved forecast: AGNC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AGNC.txt
[2026-02-13T20:15:36.547450] [INFO ] [sig       ] [89/3406] Completed AGNC in 0.3s | 2.80 sym/s | Total: 31.8s | ETA: 19.8m
[2026-02-13T20:15:36.547490] [INFO ] [sig       ] [90/3406] Forecasting AGNCL...
[2026-02-13T20:15:36.547518] [INFO ] [sig       ] Generating forecast for: AGNCL
[2026-02-13T20:15:36.547548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2026-02-13T20:15:36.558176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2026-02-13T20:15:36.558513] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2026-02-13T20:15:36.559339] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2026-02-13T20:15:36.559391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:36.559423] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:36.559449] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:36.559505] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:36.616532] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:36.617169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:36.617248] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:36.617280] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:36.724260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:36.724378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:36.724422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:36.724452] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:36.727902] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: UP (p=97.87%)
[2026-02-13T20:15:36.728177] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2026-02-13T20:15:36.728312] [INFO ] [sig       ] AGNCL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:36.867329] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AGNCL.txt
[2026-02-13T20:15:36.867446] [INFO ] [sig       ] [90/3406] Completed AGNCL in 0.3s | 2.80 sym/s | Total: 32.2s | ETA: 19.7m
[2026-02-13T20:15:36.867485] [INFO ] [sig       ] [91/3406] Forecasting AGNCM...
[2026-02-13T20:15:36.867513] [INFO ] [sig       ] Generating forecast for: AGNCM
[2026-02-13T20:15:36.867541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2026-02-13T20:15:36.878202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2026-02-13T20:15:36.878530] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2026-02-13T20:15:36.879355] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2026-02-13T20:15:36.879407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:36.879439] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:36.879466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:36.879526] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:36.951290] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:36.952446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:36.952557] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:36.952616] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:37.062479] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:37.062649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:37.062692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:37.062721] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:37.066355] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: DOWN (p=23.77%)
[2026-02-13T20:15:37.066658] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2026-02-13T20:15:37.066791] [INFO ] [sig       ] AGNCM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:37.209274] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AGNCM.txt
[2026-02-13T20:15:37.209393] [INFO ] [sig       ] [91/3406] Completed AGNCM in 0.3s | 2.80 sym/s | Total: 32.5s | ETA: 19.7m
[2026-02-13T20:15:37.209430] [INFO ] [sig       ] [92/3406] Forecasting AGNCN...
[2026-02-13T20:15:37.209459] [INFO ] [sig       ] Generating forecast for: AGNCN
[2026-02-13T20:15:37.209502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2026-02-13T20:15:37.220707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCN'.
[2026-02-13T20:15:37.221056] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2026-02-13T20:15:37.221898] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2026-02-13T20:15:37.221951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:37.221982] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:37.222009] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:37.222065] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:37.278415] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:37.279039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:37.279118] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:37.279150] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:37.392325] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:37.392491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:37.392534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:37.392562] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:37.396225] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: DOWN (p=5.97%)
[2026-02-13T20:15:37.396596] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2026-02-13T20:15:37.396747] [INFO ] [sig       ] AGNCN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:37.536331] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AGNCN.txt
[2026-02-13T20:15:37.536463] [INFO ] [sig       ] [92/3406] Completed AGNCN in 0.3s | 2.80 sym/s | Total: 32.8s | ETA: 19.7m
[2026-02-13T20:15:37.536501] [INFO ] [sig       ] [93/3406] Forecasting AGNCO...
[2026-02-13T20:15:37.536531] [INFO ] [sig       ] Generating forecast for: AGNCO
[2026-02-13T20:15:37.536560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2026-02-13T20:15:37.546670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2026-02-13T20:15:37.547014] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2026-02-13T20:15:37.547845] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2026-02-13T20:15:37.547897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:37.547929] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:37.547955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:37.548010] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:37.604413] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:37.605299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:37.605388] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:37.605421] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:37.726804] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:37.726972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:37.727013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:37.727042] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:37.730704] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: DOWN (p=39.62%)
[2026-02-13T20:15:37.730994] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2026-02-13T20:15:37.731124] [INFO ] [sig       ] AGNCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:37.870604] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AGNCO.txt
[2026-02-13T20:15:37.870735] [INFO ] [sig       ] [93/3406] Completed AGNCO in 0.3s | 2.80 sym/s | Total: 33.2s | ETA: 19.7m
[2026-02-13T20:15:37.870775] [INFO ] [sig       ] [94/3406] Forecasting AGNCP...
[2026-02-13T20:15:37.870803] [INFO ] [sig       ] Generating forecast for: AGNCP
[2026-02-13T20:15:37.870833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2026-02-13T20:15:37.881719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCP'.
[2026-02-13T20:15:37.882064] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2026-02-13T20:15:37.882883] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2026-02-13T20:15:37.882936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:37.882967] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:37.882994] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:37.883050] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:37.939709] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:37.940336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:37.940414] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:37.940447] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:38.060327] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:38.060483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:38.060522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:38.060551] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:38.064013] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2026-02-13T20:15:38.064321] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2026-02-13T20:15:38.064460] [INFO ] [sig       ] AGNCP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:38.202170] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AGNCP.txt
[2026-02-13T20:15:38.202302] [INFO ] [sig       ] [94/3406] Completed AGNCP in 0.3s | 2.81 sym/s | Total: 33.5s | ETA: 19.7m
[2026-02-13T20:15:38.202340] [INFO ] [sig       ] [95/3406] Forecasting AGO...
[2026-02-13T20:15:38.202368] [INFO ] [sig       ] Generating forecast for: AGO
[2026-02-13T20:15:38.202398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2026-02-13T20:15:38.214112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGO'.
[2026-02-13T20:15:38.214519] [INFO ] [FORECASTER] Starting predict_future for AGO
[2026-02-13T20:15:38.215376] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2026-02-13T20:15:38.215456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:38.215488] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:38.215514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:38.215589] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:38.271991] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:38.272732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:38.272811] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:38.272844] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:38.389738] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:38.389900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:38.389940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:38.389995] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:38.393945] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2026-02-13T20:15:38.394240] [INFO ] [FORECASTER] Completed predict_future for AGO
[2026-02-13T20:15:38.394589] [INFO ] [sig       ] AGO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:38.537612] [INFO ] [LOCAL     ] Saved forecast: AGO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AGO.txt
[2026-02-13T20:15:38.537747] [INFO ] [sig       ] [95/3406] Completed AGO in 0.3s | 2.81 sym/s | Total: 33.8s | ETA: 19.6m
[2026-02-13T20:15:38.537787] [INFO ] [sig       ] [96/3406] Forecasting AGRO...
[2026-02-13T20:15:38.537816] [INFO ] [sig       ] Generating forecast for: AGRO
[2026-02-13T20:15:38.537846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2026-02-13T20:15:38.549364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2026-02-13T20:15:38.549701] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2026-02-13T20:15:38.550729] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2026-02-13T20:15:38.550781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:38.550811] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:38.550837] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:38.550892] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:38.609175] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:38.609950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:38.610028] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:38.610060] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:38.729449] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:38.729607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:38.729649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:38.729677] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:38.733142] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2026-02-13T20:15:38.733422] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2026-02-13T20:15:38.733553] [INFO ] [sig       ] AGRO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:38.883828] [INFO ] [LOCAL     ] Saved forecast: AGRO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AGRO.txt
[2026-02-13T20:15:38.883993] [INFO ] [sig       ] [96/3406] Completed AGRO in 0.3s | 2.81 sym/s | Total: 34.2s | ETA: 19.6m
[2026-02-13T20:15:38.884033] [INFO ] [sig       ] [97/3406] Forecasting AGX...
[2026-02-13T20:15:38.884062] [INFO ] [sig       ] Generating forecast for: AGX
[2026-02-13T20:15:38.884093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2026-02-13T20:15:38.896296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2026-02-13T20:15:38.896715] [INFO ] [FORECASTER] Starting predict_future for AGX
[2026-02-13T20:15:38.897792] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2026-02-13T20:15:38.897845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:38.897877] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:38.897903] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:38.897959] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:38.954177] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:38.954910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:38.954992] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:38.955025] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:39.074754] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:39.074912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:39.074951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:39.074978] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:39.078472] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=56.40%)
[2026-02-13T20:15:39.078778] [INFO ] [FORECASTER] Completed predict_future for AGX
[2026-02-13T20:15:39.078913] [INFO ] [sig       ] AGX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:39.221417] [INFO ] [LOCAL     ] Saved forecast: AGX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AGX.txt
[2026-02-13T20:15:39.221585] [INFO ] [sig       ] [97/3406] Completed AGX in 0.3s | 2.81 sym/s | Total: 34.5s | ETA: 19.6m
[2026-02-13T20:15:39.221627] [INFO ] [sig       ] [98/3406] Forecasting AGYS...
[2026-02-13T20:15:39.221659] [INFO ] [sig       ] Generating forecast for: AGYS
[2026-02-13T20:15:39.221689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2026-02-13T20:15:39.233442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2026-02-13T20:15:39.233874] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2026-02-13T20:15:39.234779] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2026-02-13T20:15:39.234833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:39.234866] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:39.234893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:39.234951] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:39.291896] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:39.292748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:39.292831] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:39.292863] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:39.423409] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:39.423607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:39.423722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:39.423761] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:39.427426] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2026-02-13T20:15:39.427769] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2026-02-13T20:15:39.427913] [INFO ] [sig       ] AGYS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:39.572565] [INFO ] [LOCAL     ] Saved forecast: AGYS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AGYS.txt
[2026-02-13T20:15:39.572755] [INFO ] [sig       ] [98/3406] Completed AGYS in 0.4s | 2.81 sym/s | Total: 34.9s | ETA: 19.6m
[2026-02-13T20:15:39.572795] [INFO ] [sig       ] [99/3406] Forecasting AGZD...
[2026-02-13T20:15:39.572827] [INFO ] [sig       ] Generating forecast for: AGZD
[2026-02-13T20:15:39.572859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2026-02-13T20:15:39.584123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2026-02-13T20:15:39.584490] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2026-02-13T20:15:39.585302] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2026-02-13T20:15:39.585355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:39.585387] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:39.585413] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:39.585505] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:39.644947] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:39.645852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:39.645938] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:39.645972] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:39.759979] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:39.760137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:39.760180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:39.760208] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:39.764125] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: UP (p=82.13%)
[2026-02-13T20:15:39.764424] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2026-02-13T20:15:39.764561] [INFO ] [sig       ] AGZD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:39.907172] [INFO ] [LOCAL     ] Saved forecast: AGZD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AGZD.txt
[2026-02-13T20:15:39.907335] [INFO ] [sig       ] [99/3406] Completed AGZD in 0.3s | 2.81 sym/s | Total: 35.2s | ETA: 19.6m
[2026-02-13T20:15:39.907376] [INFO ] [sig       ] [100/3406] Forecasting AHCO...
[2026-02-13T20:15:39.907405] [INFO ] [sig       ] Generating forecast for: AHCO
[2026-02-13T20:15:39.907438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2026-02-13T20:15:39.920166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2026-02-13T20:15:39.920528] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2026-02-13T20:15:39.921368] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2026-02-13T20:15:39.921423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:39.921456] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:39.921485] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:39.921542] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:39.986301] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:39.987402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:39.987721] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:39.987768] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:40.111264] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:40.111430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:40.111472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:40.111503] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:40.115071] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=88.56%)
[2026-02-13T20:15:40.115381] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2026-02-13T20:15:40.115549] [INFO ] [sig       ] AHCO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:40.255556] [INFO ] [LOCAL     ] Saved forecast: AHCO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AHCO.txt
[2026-02-13T20:15:40.255724] [INFO ] [sig       ] [100/3406] Completed AHCO in 0.3s | 2.81 sym/s | Total: 35.5s | ETA: 19.6m
[2026-02-13T20:15:40.255764] [INFO ] [sig       ] [101/3406] Forecasting AHH...
[2026-02-13T20:15:40.255794] [INFO ] [sig       ] Generating forecast for: AHH
[2026-02-13T20:15:40.255825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2026-02-13T20:15:40.265944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHH'.
[2026-02-13T20:15:40.266275] [INFO ] [FORECASTER] Starting predict_future for AHH
[2026-02-13T20:15:40.267087] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2026-02-13T20:15:40.267163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:40.267196] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:40.267223] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:40.267280] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:40.324430] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:40.325134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:40.325214] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:40.325247] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:40.446868] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:40.447021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:40.447061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:40.447089] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:40.450624] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: DOWN (p=15.05%)
[2026-02-13T20:15:40.450913] [INFO ] [FORECASTER] Completed predict_future for AHH
[2026-02-13T20:15:40.451048] [INFO ] [sig       ] AHH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:40.591252] [INFO ] [LOCAL     ] Saved forecast: AHH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AHH.txt
[2026-02-13T20:15:40.591602] [INFO ] [sig       ] [101/3406] Completed AHH in 0.3s | 2.82 sym/s | Total: 35.9s | ETA: 19.6m
[2026-02-13T20:15:40.591646] [INFO ] [sig       ] [102/3406] Forecasting AI...
[2026-02-13T20:15:40.591675] [INFO ] [sig       ] Generating forecast for: AI
[2026-02-13T20:15:40.591731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2026-02-13T20:15:40.602334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AI'.
[2026-02-13T20:15:40.602715] [INFO ] [FORECASTER] Starting predict_future for AI
[2026-02-13T20:15:40.603512] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2026-02-13T20:15:40.603564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:40.603631] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:40.603662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:40.603724] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:40.660657] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:40.661370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:40.661455] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:40.661488] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:40.785665] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:40.785850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:40.785900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:40.785931] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:40.789602] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: UP (p=91.99%)
[2026-02-13T20:15:40.789900] [INFO ] [FORECASTER] Completed predict_future for AI
[2026-02-13T20:15:40.790032] [INFO ] [sig       ] AI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:40.933239] [INFO ] [LOCAL     ] Saved forecast: AI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AI.txt
[2026-02-13T20:15:40.933398] [INFO ] [sig       ] [102/3406] Completed AI in 0.3s | 2.82 sym/s | Total: 36.2s | ETA: 19.6m
[2026-02-13T20:15:40.933437] [INFO ] [sig       ] [103/3406] Forecasting AIA...
[2026-02-13T20:15:40.933466] [INFO ] [sig       ] Generating forecast for: AIA
[2026-02-13T20:15:40.933497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2026-02-13T20:15:40.944625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2026-02-13T20:15:40.944947] [INFO ] [FORECASTER] Starting predict_future for AIA
[2026-02-13T20:15:40.945762] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2026-02-13T20:15:40.945815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:40.945845] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:40.945871] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:40.945926] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:41.004818] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:41.005642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:41.005741] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:41.005778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:41.136542] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:41.136716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:41.136758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:41.136788] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:41.140597] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2026-02-13T20:15:41.140925] [INFO ] [FORECASTER] Completed predict_future for AIA
[2026-02-13T20:15:41.141069] [INFO ] [sig       ] AIA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:41.283389] [INFO ] [LOCAL     ] Saved forecast: AIA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AIA.txt
[2026-02-13T20:15:41.283541] [INFO ] [sig       ] [103/3406] Completed AIA in 0.4s | 2.82 sym/s | Total: 36.6s | ETA: 19.5m
[2026-02-13T20:15:41.283600] [INFO ] [sig       ] [104/3406] Forecasting AIG...
[2026-02-13T20:15:41.283633] [INFO ] [sig       ] Generating forecast for: AIG
[2026-02-13T20:15:41.283664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2026-02-13T20:15:41.295336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2026-02-13T20:15:41.295700] [INFO ] [FORECASTER] Starting predict_future for AIG
[2026-02-13T20:15:41.296563] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2026-02-13T20:15:41.296643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:41.296676] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:41.296703] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:41.296761] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:41.357128] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:41.358035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:41.358125] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:41.358159] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:41.492339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:41.492529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:41.492586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:41.492621] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:41.496531] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: UP (p=92.71%)
[2026-02-13T20:15:41.496844] [INFO ] [FORECASTER] Completed predict_future for AIG
[2026-02-13T20:15:41.496980] [INFO ] [sig       ] AIG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:41.640894] [INFO ] [LOCAL     ] Saved forecast: AIG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AIG.txt
[2026-02-13T20:15:41.641030] [INFO ] [sig       ] [104/3406] Completed AIG in 0.4s | 2.82 sym/s | Total: 36.9s | ETA: 19.5m
[2026-02-13T20:15:41.641080] [INFO ] [sig       ] [105/3406] Forecasting AIMD...
[2026-02-13T20:15:41.641112] [INFO ] [sig       ] Generating forecast for: AIMD
[2026-02-13T20:15:41.641143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2026-02-13T20:15:41.652747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2026-02-13T20:15:41.653192] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2026-02-13T20:15:41.654059] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2026-02-13T20:15:41.654115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:41.654148] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:41.654177] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:41.654235] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:41.714730] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:41.715520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:41.715627] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:41.715665] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:41.836224] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:41.836416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:41.836475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:41.836515] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:41.840646] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: DOWN (p=40.83%)
[2026-02-13T20:15:41.840942] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2026-02-13T20:15:41.841082] [INFO ] [sig       ] AIMD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:41.982426] [INFO ] [LOCAL     ] Saved forecast: AIMD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AIMD.txt
[2026-02-13T20:15:41.982558] [INFO ] [sig       ] [105/3406] Completed AIMD in 0.3s | 2.82 sym/s | Total: 37.3s | ETA: 19.5m
[2026-02-13T20:15:41.982616] [INFO ] [sig       ] [106/3406] Forecasting AIO...
[2026-02-13T20:15:41.982646] [INFO ] [sig       ] Generating forecast for: AIO
[2026-02-13T20:15:41.982677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2026-02-13T20:15:41.994036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2026-02-13T20:15:41.994361] [INFO ] [FORECASTER] Starting predict_future for AIO
[2026-02-13T20:15:41.995187] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2026-02-13T20:15:41.995240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:41.995273] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:41.995301] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:41.995360] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:42.054815] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:42.055471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:42.055551] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:42.055604] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:42.173905] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:42.174065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:42.174107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:42.174136] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:42.177726] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=90.47%)
[2026-02-13T20:15:42.178015] [INFO ] [FORECASTER] Completed predict_future for AIO
[2026-02-13T20:15:42.178181] [INFO ] [sig       ] AIO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:42.322216] [INFO ] [LOCAL     ] Saved forecast: AIO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AIO.txt
[2026-02-13T20:15:42.322361] [INFO ] [sig       ] [106/3406] Completed AIO in 0.3s | 2.82 sym/s | Total: 37.6s | ETA: 19.5m
[2026-02-13T20:15:42.322401] [INFO ] [sig       ] [107/3406] Forecasting AIP...
[2026-02-13T20:15:42.322430] [INFO ] [sig       ] Generating forecast for: AIP
[2026-02-13T20:15:42.322460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2026-02-13T20:15:42.334031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2026-02-13T20:15:42.334351] [INFO ] [FORECASTER] Starting predict_future for AIP
[2026-02-13T20:15:42.335155] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2026-02-13T20:15:42.335207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:42.335238] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:42.335264] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:42.335325] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:42.394352] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:42.395053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:42.395132] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:42.395165] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:42.518442] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:42.518613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:42.518653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:42.518682] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:42.522239] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: DOWN (p=6.91%)
[2026-02-13T20:15:42.522552] [INFO ] [FORECASTER] Completed predict_future for AIP
[2026-02-13T20:15:42.522895] [INFO ] [sig       ] AIP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:42.666956] [INFO ] [LOCAL     ] Saved forecast: AIP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AIP.txt
[2026-02-13T20:15:42.667118] [INFO ] [sig       ] [107/3406] Completed AIP in 0.3s | 2.82 sym/s | Total: 38.0s | ETA: 19.5m
[2026-02-13T20:15:42.667158] [INFO ] [sig       ] [108/3406] Forecasting AIPI...
[2026-02-13T20:15:42.667188] [INFO ] [sig       ] Generating forecast for: AIPI
[2026-02-13T20:15:42.667219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2026-02-13T20:15:42.679923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2026-02-13T20:15:42.680325] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2026-02-13T20:15:42.681195] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2026-02-13T20:15:42.681251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:42.681285] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:42.681315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:42.681378] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:42.743152] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:42.744094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:42.744182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:42.744216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:42.868219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:42.868379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:42.868468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:42.868500] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:42.872173] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: DOWN (p=11.53%)
[2026-02-13T20:15:42.872476] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2026-02-13T20:15:42.872638] [INFO ] [sig       ] AIPI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:43.017529] [INFO ] [LOCAL     ] Saved forecast: AIPI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AIPI.txt
[2026-02-13T20:15:43.017916] [INFO ] [sig       ] [108/3406] Completed AIPI in 0.4s | 2.82 sym/s | Total: 38.3s | ETA: 19.5m
[2026-02-13T20:15:43.017967] [INFO ] [sig       ] [109/3406] Forecasting AIQ...
[2026-02-13T20:15:43.017997] [INFO ] [sig       ] Generating forecast for: AIQ
[2026-02-13T20:15:43.018028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2026-02-13T20:15:43.028864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIQ'.
[2026-02-13T20:15:43.029246] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2026-02-13T20:15:43.030160] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2026-02-13T20:15:43.030216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:43.030249] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:43.030277] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:43.030335] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:43.096017] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:43.096948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:43.097032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:43.097067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:43.226780] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:43.226950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:43.226993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:43.227024] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:43.230778] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=80.17%)
[2026-02-13T20:15:43.231081] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2026-02-13T20:15:43.231243] [INFO ] [sig       ] AIQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:43.386719] [INFO ] [LOCAL     ] Saved forecast: AIQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AIQ.txt
[2026-02-13T20:15:43.386874] [INFO ] [sig       ] [109/3406] Completed AIQ in 0.4s | 2.82 sym/s | Total: 38.7s | ETA: 19.5m
[2026-02-13T20:15:43.386913] [INFO ] [sig       ] [110/3406] Forecasting AIRG...
[2026-02-13T20:15:43.386942] [INFO ] [sig       ] Generating forecast for: AIRG
[2026-02-13T20:15:43.386973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2026-02-13T20:15:43.397744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRG'.
[2026-02-13T20:15:43.398132] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2026-02-13T20:15:43.398983] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2026-02-13T20:15:43.399039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:43.399071] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:43.399099] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:43.399157] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:43.461626] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:43.462716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:43.462839] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:43.462876] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:43.569801] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:43.569957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:43.569996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:43.570024] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:43.573643] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=51.87%)
[2026-02-13T20:15:43.573946] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2026-02-13T20:15:43.574081] [INFO ] [sig       ] AIRG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:43.716451] [INFO ] [LOCAL     ] Saved forecast: AIRG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AIRG.txt
[2026-02-13T20:15:43.716611] [INFO ] [sig       ] [110/3406] Completed AIRG in 0.3s | 2.82 sym/s | Total: 39.0s | ETA: 19.5m
[2026-02-13T20:15:43.716653] [INFO ] [sig       ] [111/3406] Forecasting AIRJ...
[2026-02-13T20:15:43.716681] [INFO ] [sig       ] Generating forecast for: AIRJ
[2026-02-13T20:15:43.716711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2026-02-13T20:15:43.726910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2026-02-13T20:15:43.727263] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2026-02-13T20:15:43.728150] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2026-02-13T20:15:43.728205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:43.728237] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:43.728263] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:43.728320] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:43.787260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:43.788360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:43.788458] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:43.788491] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:43.907624] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:43.907788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:43.907829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:43.907857] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:43.911359] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: UP (p=77.91%)
[2026-02-13T20:15:43.911676] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2026-02-13T20:15:43.911813] [INFO ] [sig       ] AIRJ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:44.054624] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AIRJ.txt
[2026-02-13T20:15:44.054762] [INFO ] [sig       ] [111/3406] Completed AIRJ in 0.3s | 2.82 sym/s | Total: 39.3s | ETA: 19.5m
[2026-02-13T20:15:44.054801] [INFO ] [sig       ] [112/3406] Forecasting AIRS...
[2026-02-13T20:15:44.054830] [INFO ] [sig       ] Generating forecast for: AIRS
[2026-02-13T20:15:44.054862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRS' from 'https://tdm.silogroup.org/data/derivative_storage/AIRS.csv'.
[2026-02-13T20:15:44.066598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRS'.
[2026-02-13T20:15:44.066930] [INFO ] [FORECASTER] Starting predict_future for AIRS
[2026-02-13T20:15:44.067807] [DEBUG] [LOCAL     ] No optimal features file found for AIRS: ./output/feature-sets/AIRS.txt
[2026-02-13T20:15:44.067905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:44.067960] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:44.067990] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:44.068050] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:44.129493] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:44.130484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:44.130748] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:44.130787] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:44.255245] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:44.255402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:44.255440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:44.255468] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:44.259042] [DEBUG] [FORECASTER] AIRS: Forecast T+1@11:T+2@11: UP (p=75.49%)
[2026-02-13T20:15:44.259331] [INFO ] [FORECASTER] Completed predict_future for AIRS
[2026-02-13T20:15:44.259482] [INFO ] [sig       ] AIRS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:44.406307] [INFO ] [LOCAL     ] Saved forecast: AIRS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AIRS.txt
[2026-02-13T20:15:44.406487] [INFO ] [sig       ] [112/3406] Completed AIRS in 0.4s | 2.82 sym/s | Total: 39.7s | ETA: 19.5m
[2026-02-13T20:15:44.406528] [INFO ] [sig       ] [113/3406] Forecasting AISP...
[2026-02-13T20:15:44.406557] [INFO ] [sig       ] Generating forecast for: AISP
[2026-02-13T20:15:44.406609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2026-02-13T20:15:44.418307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2026-02-13T20:15:44.418940] [INFO ] [FORECASTER] Starting predict_future for AISP
[2026-02-13T20:15:44.419861] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2026-02-13T20:15:44.419915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:44.419950] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:44.419978] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:44.420036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:44.481183] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:44.481877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:44.481962] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:44.481994] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:44.606830] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:44.606979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:44.607019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:44.607046] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:44.610893] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: DOWN (p=2.08%)
[2026-02-13T20:15:44.611177] [INFO ] [FORECASTER] Completed predict_future for AISP
[2026-02-13T20:15:44.611307] [INFO ] [sig       ] AISP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:44.754478] [INFO ] [LOCAL     ] Saved forecast: AISP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AISP.txt
[2026-02-13T20:15:44.754643] [INFO ] [sig       ] [113/3406] Completed AISP in 0.3s | 2.82 sym/s | Total: 40.0s | ETA: 19.4m
[2026-02-13T20:15:44.754684] [INFO ] [sig       ] [114/3406] Forecasting AIZN...
[2026-02-13T20:15:44.754712] [INFO ] [sig       ] Generating forecast for: AIZN
[2026-02-13T20:15:44.754744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2026-02-13T20:15:44.766194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2026-02-13T20:15:44.766633] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2026-02-13T20:15:44.767417] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2026-02-13T20:15:44.767468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:44.767499] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:44.767525] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:44.767620] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:44.826103] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:44.827043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:44.827135] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:44.827169] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:44.939098] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:44.939251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:44.939290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:44.939319] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:44.942793] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=28.78%)
[2026-02-13T20:15:44.943068] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2026-02-13T20:15:44.943195] [INFO ] [sig       ] AIZN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:45.083336] [INFO ] [LOCAL     ] Saved forecast: AIZN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AIZN.txt
[2026-02-13T20:15:45.083516] [INFO ] [sig       ] [114/3406] Completed AIZN in 0.3s | 2.82 sym/s | Total: 40.4s | ETA: 19.4m
[2026-02-13T20:15:45.083556] [INFO ] [sig       ] [115/3406] Forecasting AJG...
[2026-02-13T20:15:45.083608] [INFO ] [sig       ] Generating forecast for: AJG
[2026-02-13T20:15:45.083649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2026-02-13T20:15:45.095260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2026-02-13T20:15:45.095597] [INFO ] [FORECASTER] Starting predict_future for AJG
[2026-02-13T20:15:45.096435] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2026-02-13T20:15:45.096487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:45.096518] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:45.096543] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:45.096623] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:45.154215] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:45.154892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:45.154974] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:45.155006] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:45.277663] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:45.277819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:45.277911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:45.277941] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:45.281497] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=73.11%)
[2026-02-13T20:15:45.281808] [INFO ] [FORECASTER] Completed predict_future for AJG
[2026-02-13T20:15:45.281941] [INFO ] [sig       ] AJG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:45.421504] [INFO ] [LOCAL     ] Saved forecast: AJG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AJG.txt
[2026-02-13T20:15:45.421872] [INFO ] [sig       ] [115/3406] Completed AJG in 0.3s | 2.82 sym/s | Total: 40.7s | ETA: 19.4m
[2026-02-13T20:15:45.421913] [INFO ] [sig       ] [116/3406] Forecasting AKAM...
[2026-02-13T20:15:45.421956] [INFO ] [sig       ] Generating forecast for: AKAM
[2026-02-13T20:15:45.421989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2026-02-13T20:15:45.434938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKAM'.
[2026-02-13T20:15:45.435344] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2026-02-13T20:15:45.436320] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2026-02-13T20:15:45.436371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:45.436402] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:45.436428] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:45.436490] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:45.498627] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:45.499553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:45.499659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:45.499693] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:45.621394] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:45.621558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:45.621620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:45.621651] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:45.625163] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=17.75%)
[2026-02-13T20:15:45.625464] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2026-02-13T20:15:45.625631] [INFO ] [sig       ] AKAM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:45.790641] [INFO ] [LOCAL     ] Saved forecast: AKAM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AKAM.txt
[2026-02-13T20:15:45.790817] [INFO ] [sig       ] [116/3406] Completed AKAM in 0.4s | 2.82 sym/s | Total: 41.1s | ETA: 19.4m
[2026-02-13T20:15:45.790862] [INFO ] [sig       ] [117/3406] Forecasting AKBA...
[2026-02-13T20:15:45.790900] [INFO ] [sig       ] Generating forecast for: AKBA
[2026-02-13T20:15:45.790942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2026-02-13T20:15:45.803013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKBA'.
[2026-02-13T20:15:45.803398] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2026-02-13T20:15:45.804236] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2026-02-13T20:15:45.804290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:45.804322] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:45.804349] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:45.804405] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:45.863081] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:45.863918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:45.864004] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:45.864038] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:46.002030] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:46.002203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:46.002247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:46.002277] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:46.007001] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=81.27%)
[2026-02-13T20:15:46.007416] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2026-02-13T20:15:46.007636] [INFO ] [sig       ] AKBA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:46.171323] [INFO ] [LOCAL     ] Saved forecast: AKBA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AKBA.txt
[2026-02-13T20:15:46.171533] [INFO ] [sig       ] [117/3406] Completed AKBA in 0.4s | 2.82 sym/s | Total: 41.5s | ETA: 19.4m
[2026-02-13T20:15:46.171606] [INFO ] [sig       ] [118/3406] Forecasting AL...
[2026-02-13T20:15:46.171642] [INFO ] [sig       ] Generating forecast for: AL
[2026-02-13T20:15:46.171673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2026-02-13T20:15:46.184362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AL'.
[2026-02-13T20:15:46.184915] [INFO ] [FORECASTER] Starting predict_future for AL
[2026-02-13T20:15:46.186023] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2026-02-13T20:15:46.186082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:46.186120] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:46.186151] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:46.186229] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:46.253949] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:46.254947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:46.255042] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:46.255076] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:46.377232] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:46.377409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:46.377450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:46.377479] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:46.381499] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: UP (p=94.06%)
[2026-02-13T20:15:46.381928] [INFO ] [FORECASTER] Completed predict_future for AL
[2026-02-13T20:15:46.382095] [INFO ] [sig       ] AL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:46.530450] [INFO ] [LOCAL     ] Saved forecast: AL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AL.txt
[2026-02-13T20:15:46.530629] [INFO ] [sig       ] [118/3406] Completed AL in 0.4s | 2.82 sym/s | Total: 41.8s | ETA: 19.4m
[2026-02-13T20:15:46.530673] [INFO ] [sig       ] [119/3406] Forecasting ALAB...
[2026-02-13T20:15:46.530704] [INFO ] [sig       ] Generating forecast for: ALAB
[2026-02-13T20:15:46.530766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2026-02-13T20:15:46.544667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2026-02-13T20:15:46.545126] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2026-02-13T20:15:46.546109] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2026-02-13T20:15:46.546175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:46.546211] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:46.546249] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:46.546328] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:46.618135] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:46.619340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:46.619431] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:46.619464] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:46.749339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:46.749500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:46.749548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:46.749626] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:46.753639] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: DOWN (p=40.92%)
[2026-02-13T20:15:46.753935] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2026-02-13T20:15:46.754075] [INFO ] [sig       ] ALAB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:46.894170] [INFO ] [LOCAL     ] Saved forecast: ALAB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ALAB.txt
[2026-02-13T20:15:46.894309] [INFO ] [sig       ] [119/3406] Completed ALAB in 0.4s | 2.82 sym/s | Total: 42.2s | ETA: 19.4m
[2026-02-13T20:15:46.894347] [INFO ] [sig       ] [120/3406] Forecasting ALB...
[2026-02-13T20:15:46.894376] [INFO ] [sig       ] Generating forecast for: ALB
[2026-02-13T20:15:46.894406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2026-02-13T20:15:46.905175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALB'.
[2026-02-13T20:15:46.905526] [INFO ] [FORECASTER] Starting predict_future for ALB
[2026-02-13T20:15:46.906436] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2026-02-13T20:15:46.906508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:46.906560] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:46.906613] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:46.906694] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:46.965514] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:46.966400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:46.966486] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:46.966520] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:47.111389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:47.111561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:47.111623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:47.111678] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:47.115533] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: DOWN (p=32.52%)
[2026-02-13T20:15:47.116016] [INFO ] [FORECASTER] Completed predict_future for ALB
[2026-02-13T20:15:47.116162] [INFO ] [sig       ] ALB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:47.258460] [INFO ] [LOCAL     ] Saved forecast: ALB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ALB.txt
[2026-02-13T20:15:47.258638] [INFO ] [sig       ] [120/3406] Completed ALB in 0.4s | 2.82 sym/s | Total: 42.5s | ETA: 19.4m
[2026-02-13T20:15:47.258682] [INFO ] [sig       ] [121/3406] Forecasting ALC...
[2026-02-13T20:15:47.258711] [INFO ] [sig       ] Generating forecast for: ALC
[2026-02-13T20:15:47.258742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2026-02-13T20:15:47.269671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2026-02-13T20:15:47.270023] [INFO ] [FORECASTER] Starting predict_future for ALC
[2026-02-13T20:15:47.270876] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2026-02-13T20:15:47.270930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:47.270963] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:47.270991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:47.271050] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:47.329142] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:47.330096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:47.330187] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:47.330237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:47.453058] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:47.453236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:47.453290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:47.453321] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:47.457178] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: UP (p=56.07%)
[2026-02-13T20:15:47.457489] [INFO ] [FORECASTER] Completed predict_future for ALC
[2026-02-13T20:15:47.457682] [INFO ] [sig       ] ALC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:47.600739] [INFO ] [LOCAL     ] Saved forecast: ALC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALC.txt
[2026-02-13T20:15:47.600897] [INFO ] [sig       ] [121/3406] Completed ALC in 0.3s | 2.82 sym/s | Total: 42.9s | ETA: 19.4m
[2026-02-13T20:15:47.600938] [INFO ] [sig       ] [122/3406] Forecasting ALCO...
[2026-02-13T20:15:47.600972] [INFO ] [sig       ] Generating forecast for: ALCO
[2026-02-13T20:15:47.601002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2026-02-13T20:15:47.612291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2026-02-13T20:15:47.612716] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2026-02-13T20:15:47.613617] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2026-02-13T20:15:47.613671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:47.613705] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:47.613732] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:47.613791] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:47.673471] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:47.674412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:47.674518] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:47.674558] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:47.800311] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:47.800482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:47.800521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:47.800549] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:47.804105] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: UP (p=70.32%)
[2026-02-13T20:15:47.804434] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2026-02-13T20:15:47.804594] [INFO ] [sig       ] ALCO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:47.945196] [INFO ] [LOCAL     ] Saved forecast: ALCO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALCO.txt
[2026-02-13T20:15:47.945340] [INFO ] [sig       ] [122/3406] Completed ALCO in 0.3s | 2.82 sym/s | Total: 43.2s | ETA: 19.4m
[2026-02-13T20:15:47.945381] [INFO ] [sig       ] [123/3406] Forecasting ALDX...
[2026-02-13T20:15:47.945417] [INFO ] [sig       ] Generating forecast for: ALDX
[2026-02-13T20:15:47.945455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2026-02-13T20:15:47.956974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2026-02-13T20:15:47.957342] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2026-02-13T20:15:47.958193] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2026-02-13T20:15:47.958247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:47.958279] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:47.958305] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:47.958372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:48.015496] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:48.016252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:48.016332] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:48.016366] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:48.147980] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:48.148135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:48.148177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:48.148205] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:48.151860] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: UP (p=82.46%)
[2026-02-13T20:15:48.152146] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2026-02-13T20:15:48.152279] [INFO ] [sig       ] ALDX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:48.300543] [INFO ] [LOCAL     ] Saved forecast: ALDX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALDX.txt
[2026-02-13T20:15:48.300908] [INFO ] [sig       ] [123/3406] Completed ALDX in 0.4s | 2.82 sym/s | Total: 43.6s | ETA: 19.4m
[2026-02-13T20:15:48.300947] [INFO ] [sig       ] [124/3406] Forecasting ALEX...
[2026-02-13T20:15:48.300977] [INFO ] [sig       ] Generating forecast for: ALEX
[2026-02-13T20:15:48.301009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2026-02-13T20:15:48.314312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEX'.
[2026-02-13T20:15:48.314817] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2026-02-13T20:15:48.315854] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2026-02-13T20:15:48.315918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:48.315951] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:48.315979] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:48.316036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:48.376166] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:48.377093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:48.377178] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:48.377212] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:48.506116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:48.506278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:48.506319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:48.506348] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:48.510344] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: UP (p=76.65%)
[2026-02-13T20:15:48.510794] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2026-02-13T20:15:48.510968] [INFO ] [sig       ] ALEX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:48.653948] [INFO ] [LOCAL     ] Saved forecast: ALEX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALEX.txt
[2026-02-13T20:15:48.654107] [INFO ] [sig       ] [124/3406] Completed ALEX in 0.4s | 2.82 sym/s | Total: 43.9s | ETA: 19.4m
[2026-02-13T20:15:48.654148] [INFO ] [sig       ] [125/3406] Forecasting ALG...
[2026-02-13T20:15:48.654179] [INFO ] [sig       ] Generating forecast for: ALG
[2026-02-13T20:15:48.654211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2026-02-13T20:15:48.666205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2026-02-13T20:15:48.666638] [INFO ] [FORECASTER] Starting predict_future for ALG
[2026-02-13T20:15:48.667473] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2026-02-13T20:15:48.667635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:48.667676] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:48.667705] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:48.667763] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:48.728625] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:48.729533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:48.729640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:48.729675] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:48.857224] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:48.857384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:48.857424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:48.857453] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:48.861165] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: UP (p=76.56%)
[2026-02-13T20:15:48.861471] [INFO ] [FORECASTER] Completed predict_future for ALG
[2026-02-13T20:15:48.861668] [INFO ] [sig       ] ALG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:49.006395] [INFO ] [LOCAL     ] Saved forecast: ALG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALG.txt
[2026-02-13T20:15:49.006601] [INFO ] [sig       ] [125/3406] Completed ALG in 0.4s | 2.82 sym/s | Total: 44.3s | ETA: 19.4m
[2026-02-13T20:15:49.006654] [INFO ] [sig       ] [126/3406] Forecasting ALGM...
[2026-02-13T20:15:49.006694] [INFO ] [sig       ] Generating forecast for: ALGM
[2026-02-13T20:15:49.006729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2026-02-13T20:15:49.019094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2026-02-13T20:15:49.019503] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2026-02-13T20:15:49.020403] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2026-02-13T20:15:49.020460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:49.020493] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:49.020521] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:49.020602] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:49.083717] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:49.084642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:49.084724] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:49.084763] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:49.205480] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:49.205659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:49.205699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:49.205728] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:49.209308] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: UP (p=88.36%)
[2026-02-13T20:15:49.209628] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2026-02-13T20:15:49.209766] [INFO ] [sig       ] ALGM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:49.348407] [INFO ] [LOCAL     ] Saved forecast: ALGM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALGM.txt
[2026-02-13T20:15:49.348545] [INFO ] [sig       ] [126/3406] Completed ALGM in 0.3s | 2.82 sym/s | Total: 44.6s | ETA: 19.4m
[2026-02-13T20:15:49.348603] [INFO ] [sig       ] [127/3406] Forecasting ALGN...
[2026-02-13T20:15:49.348634] [INFO ] [sig       ] Generating forecast for: ALGN
[2026-02-13T20:15:49.348665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2026-02-13T20:15:49.360762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2026-02-13T20:15:49.361104] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2026-02-13T20:15:49.361917] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2026-02-13T20:15:49.361969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:49.362000] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:49.362027] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:49.362084] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:49.420455] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:49.421143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:49.421223] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:49.421255] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:49.540328] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:49.540484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:49.540528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:49.540555] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:49.544030] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: UP (p=69.76%)
[2026-02-13T20:15:49.544314] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2026-02-13T20:15:49.544446] [INFO ] [sig       ] ALGN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:49.684833] [INFO ] [LOCAL     ] Saved forecast: ALGN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALGN.txt
[2026-02-13T20:15:49.684993] [INFO ] [sig       ] [127/3406] Completed ALGN in 0.3s | 2.82 sym/s | Total: 45.0s | ETA: 19.4m
[2026-02-13T20:15:49.685032] [INFO ] [sig       ] [128/3406] Forecasting ALGS...
[2026-02-13T20:15:49.685061] [INFO ] [sig       ] Generating forecast for: ALGS
[2026-02-13T20:15:49.685092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2026-02-13T20:15:49.696538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2026-02-13T20:15:49.696964] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2026-02-13T20:15:49.697872] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2026-02-13T20:15:49.697926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:49.697957] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:49.697984] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:49.698041] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:49.759924] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:49.760882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:49.760983] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:49.761023] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:49.883209] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:49.883375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:49.883416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:49.883446] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:49.887048] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: UP (p=93.46%)
[2026-02-13T20:15:49.887353] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2026-02-13T20:15:49.887501] [INFO ] [sig       ] ALGS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:50.036303] [INFO ] [LOCAL     ] Saved forecast: ALGS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALGS.txt
[2026-02-13T20:15:50.036472] [INFO ] [sig       ] [128/3406] Completed ALGS in 0.4s | 2.82 sym/s | Total: 45.3s | ETA: 19.3m
[2026-02-13T20:15:50.036512] [INFO ] [sig       ] [129/3406] Forecasting ALHC...
[2026-02-13T20:15:50.036542] [INFO ] [sig       ] Generating forecast for: ALHC
[2026-02-13T20:15:50.036592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2026-02-13T20:15:50.048852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2026-02-13T20:15:50.049251] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2026-02-13T20:15:50.050131] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2026-02-13T20:15:50.050187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:50.050220] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:50.050247] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:50.050305] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:50.107796] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:50.108724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:50.108821] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:50.108856] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:50.230285] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:50.230443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:50.230484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:50.230513] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:50.234352] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2026-02-13T20:15:50.234784] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2026-02-13T20:15:50.234981] [INFO ] [sig       ] ALHC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:50.383603] [INFO ] [LOCAL     ] Saved forecast: ALHC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ALHC.txt
[2026-02-13T20:15:50.383974] [INFO ] [sig       ] [129/3406] Completed ALHC in 0.3s | 2.82 sym/s | Total: 45.7s | ETA: 19.3m
[2026-02-13T20:15:50.384035] [INFO ] [sig       ] [130/3406] Forecasting ALK...
[2026-02-13T20:15:50.384067] [INFO ] [sig       ] Generating forecast for: ALK
[2026-02-13T20:15:50.384101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2026-02-13T20:15:50.395902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2026-02-13T20:15:50.396311] [INFO ] [FORECASTER] Starting predict_future for ALK
[2026-02-13T20:15:50.397162] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2026-02-13T20:15:50.397219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:50.397251] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:50.397279] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:50.397337] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:50.458781] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:50.459668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:50.459757] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:50.459789] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:50.593270] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:50.593426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:50.593466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:50.593494] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:50.597139] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: DOWN (p=24.86%)
[2026-02-13T20:15:50.597564] [INFO ] [FORECASTER] Completed predict_future for ALK
[2026-02-13T20:15:50.597749] [INFO ] [sig       ] ALK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:50.802326] [INFO ] [LOCAL     ] Saved forecast: ALK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ALK.txt
[2026-02-13T20:15:50.802489] [INFO ] [sig       ] [130/3406] Completed ALK in 0.4s | 2.82 sym/s | Total: 46.1s | ETA: 19.4m
[2026-02-13T20:15:50.802530] [INFO ] [sig       ] [131/3406] Forecasting ALKS...
[2026-02-13T20:15:50.802558] [INFO ] [sig       ] Generating forecast for: ALKS
[2026-02-13T20:15:50.802613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2026-02-13T20:15:50.814563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALKS'.
[2026-02-13T20:15:50.814938] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2026-02-13T20:15:50.815877] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2026-02-13T20:15:50.815929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:50.815961] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:50.815987] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:50.816044] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:50.874947] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:50.875821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:50.875904] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:50.875938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:50.994544] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:50.994727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:50.994767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:50.994795] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:50.998513] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: UP (p=97.21%)
[2026-02-13T20:15:50.998830] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2026-02-13T20:15:50.998970] [INFO ] [sig       ] ALKS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:51.144639] [INFO ] [LOCAL     ] Saved forecast: ALKS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALKS.txt
[2026-02-13T20:15:51.144784] [INFO ] [sig       ] [131/3406] Completed ALKS in 0.3s | 2.82 sym/s | Total: 46.4s | ETA: 19.3m
[2026-02-13T20:15:51.144989] [INFO ] [sig       ] [132/3406] Forecasting ALL...
[2026-02-13T20:15:51.145019] [INFO ] [sig       ] Generating forecast for: ALL
[2026-02-13T20:15:51.145048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2026-02-13T20:15:51.156955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2026-02-13T20:15:51.157317] [INFO ] [FORECASTER] Starting predict_future for ALL
[2026-02-13T20:15:51.158224] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2026-02-13T20:15:51.158280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:51.158312] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:51.158338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:51.158395] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:51.216985] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:51.217936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:51.218024] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:51.218058] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:51.338225] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:51.338475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:51.338527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:51.338561] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:51.342489] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=71.56%)
[2026-02-13T20:15:51.342951] [INFO ] [FORECASTER] Completed predict_future for ALL
[2026-02-13T20:15:51.343117] [INFO ] [sig       ] ALL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:51.491981] [INFO ] [LOCAL     ] Saved forecast: ALL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALL.txt
[2026-02-13T20:15:51.492179] [INFO ] [sig       ] [132/3406] Completed ALL in 0.3s | 2.82 sym/s | Total: 46.8s | ETA: 19.3m
[2026-02-13T20:15:51.492242] [INFO ] [sig       ] [133/3406] Forecasting ALLE...
[2026-02-13T20:15:51.492289] [INFO ] [sig       ] Generating forecast for: ALLE
[2026-02-13T20:15:51.492335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2026-02-13T20:15:51.504701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLE'.
[2026-02-13T20:15:51.505120] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2026-02-13T20:15:51.505982] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2026-02-13T20:15:51.506037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:51.506069] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:51.506096] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:51.506154] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:51.581902] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:51.582825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:51.582914] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:51.582948] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:51.722005] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:51.722161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:51.722201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:51.722228] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:51.725873] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: UP (p=80.42%)
[2026-02-13T20:15:51.726213] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2026-02-13T20:15:51.726391] [INFO ] [sig       ] ALLE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:51.886015] [INFO ] [LOCAL     ] Saved forecast: ALLE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALLE.txt
[2026-02-13T20:15:51.886168] [INFO ] [sig       ] [133/3406] Completed ALLE in 0.4s | 2.82 sym/s | Total: 47.2s | ETA: 19.3m
[2026-02-13T20:15:51.886208] [INFO ] [sig       ] [134/3406] Forecasting ALLO...
[2026-02-13T20:15:51.886238] [INFO ] [sig       ] Generating forecast for: ALLO
[2026-02-13T20:15:51.886268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2026-02-13T20:15:51.898457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2026-02-13T20:15:51.898850] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2026-02-13T20:15:51.899732] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2026-02-13T20:15:51.899787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:51.899822] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:51.899848] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:51.899906] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:51.956476] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:51.957345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:51.957429] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:51.957462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:52.088006] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:52.088246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:52.088307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:52.088338] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:52.092797] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2026-02-13T20:15:52.093140] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2026-02-13T20:15:52.093323] [INFO ] [sig       ] ALLO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:52.243060] [INFO ] [LOCAL     ] Saved forecast: ALLO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ALLO.txt
[2026-02-13T20:15:52.243285] [INFO ] [sig       ] [134/3406] Completed ALLO in 0.4s | 2.82 sym/s | Total: 47.5s | ETA: 19.3m
[2026-02-13T20:15:52.243354] [INFO ] [sig       ] [135/3406] Forecasting ALLY...
[2026-02-13T20:15:52.243400] [INFO ] [sig       ] Generating forecast for: ALLY
[2026-02-13T20:15:52.243439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2026-02-13T20:15:52.257844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2026-02-13T20:15:52.258242] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2026-02-13T20:15:52.259067] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2026-02-13T20:15:52.259120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:52.259151] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:52.259177] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:52.259234] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:52.316436] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:52.317313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:52.317425] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:52.317460] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:52.442612] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:52.442772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:52.442814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:52.442841] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:52.446371] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=2.32%)
[2026-02-13T20:15:52.446689] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2026-02-13T20:15:52.446834] [INFO ] [sig       ] ALLY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:52.590346] [INFO ] [LOCAL     ] Saved forecast: ALLY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ALLY.txt
[2026-02-13T20:15:52.590487] [INFO ] [sig       ] [135/3406] Completed ALLY in 0.3s | 2.82 sym/s | Total: 47.9s | ETA: 19.3m
[2026-02-13T20:15:52.590587] [INFO ] [sig       ] [136/3406] Forecasting ALMS...
[2026-02-13T20:15:52.590637] [INFO ] [sig       ] Generating forecast for: ALMS
[2026-02-13T20:15:52.590681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2026-02-13T20:15:52.602978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2026-02-13T20:15:52.603349] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2026-02-13T20:15:52.604243] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2026-02-13T20:15:52.604307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:52.604376] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:52.604413] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:52.604472] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:52.665076] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:52.665921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:52.666007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:52.666040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:52.790448] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:52.790637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:52.790688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:52.790716] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:52.794259] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: UP (p=57.53%)
[2026-02-13T20:15:52.794554] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2026-02-13T20:15:52.794713] [INFO ] [sig       ] ALMS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:52.937062] [INFO ] [LOCAL     ] Saved forecast: ALMS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALMS.txt
[2026-02-13T20:15:52.937222] [INFO ] [sig       ] [136/3406] Completed ALMS in 0.3s | 2.82 sym/s | Total: 48.2s | ETA: 19.3m
[2026-02-13T20:15:52.937271] [INFO ] [sig       ] [137/3406] Forecasting ALNY...
[2026-02-13T20:15:52.937308] [INFO ] [sig       ] Generating forecast for: ALNY
[2026-02-13T20:15:52.937340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2026-02-13T20:15:52.949199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALNY'.
[2026-02-13T20:15:52.949555] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2026-02-13T20:15:52.950497] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2026-02-13T20:15:52.950553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:52.950610] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:52.950640] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:52.950697] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:53.010740] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:53.011511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:53.011615] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:53.011652] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:53.134749] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:53.134893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:53.134933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:53.134962] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:53.138492] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2026-02-13T20:15:53.138802] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2026-02-13T20:15:53.138943] [INFO ] [sig       ] ALNY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:53.278270] [INFO ] [LOCAL     ] Saved forecast: ALNY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALNY.txt
[2026-02-13T20:15:53.278414] [INFO ] [sig       ] [137/3406] Completed ALNY in 0.3s | 2.82 sym/s | Total: 48.6s | ETA: 19.3m
[2026-02-13T20:15:53.278453] [INFO ] [sig       ] [138/3406] Forecasting ALRM...
[2026-02-13T20:15:53.278484] [INFO ] [sig       ] Generating forecast for: ALRM
[2026-02-13T20:15:53.278518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2026-02-13T20:15:53.290811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2026-02-13T20:15:53.291216] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2026-02-13T20:15:53.292077] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2026-02-13T20:15:53.292132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:53.292164] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:53.292191] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:53.292253] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:53.351141] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:53.352004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:53.352091] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:53.352125] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:53.479994] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:53.480153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:53.480202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:53.480232] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:53.483894] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: DOWN (p=7.71%)
[2026-02-13T20:15:53.484183] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2026-02-13T20:15:53.484321] [INFO ] [sig       ] ALRM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:53.630893] [INFO ] [LOCAL     ] Saved forecast: ALRM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ALRM.txt
[2026-02-13T20:15:53.631064] [INFO ] [sig       ] [138/3406] Completed ALRM in 0.4s | 2.82 sym/s | Total: 48.9s | ETA: 19.3m
[2026-02-13T20:15:53.631110] [INFO ] [sig       ] [139/3406] Forecasting ALRS...
[2026-02-13T20:15:53.631142] [INFO ] [sig       ] Generating forecast for: ALRS
[2026-02-13T20:15:53.631173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2026-02-13T20:15:53.643346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2026-02-13T20:15:53.643768] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2026-02-13T20:15:53.644625] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2026-02-13T20:15:53.644691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:53.644731] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:53.644798] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:53.644864] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:53.705205] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:53.705957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:53.706040] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:53.706076] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:53.834357] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:53.834516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:53.834555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:53.834603] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:53.838399] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2026-02-13T20:15:53.838718] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2026-02-13T20:15:53.838857] [INFO ] [sig       ] ALRS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:53.979432] [INFO ] [LOCAL     ] Saved forecast: ALRS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALRS.txt
[2026-02-13T20:15:53.979585] [INFO ] [sig       ] [139/3406] Completed ALRS in 0.3s | 2.82 sym/s | Total: 49.3s | ETA: 19.3m
[2026-02-13T20:15:53.979641] [INFO ] [sig       ] [140/3406] Forecasting ALSN...
[2026-02-13T20:15:53.979677] [INFO ] [sig       ] Generating forecast for: ALSN
[2026-02-13T20:15:53.979709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2026-02-13T20:15:53.990704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2026-02-13T20:15:53.991035] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2026-02-13T20:15:53.991845] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2026-02-13T20:15:53.991896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:53.991928] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:53.991955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:53.992011] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:54.049607] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:54.050237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:54.050317] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:54.050350] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:54.180764] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:54.180896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:54.180933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:54.180961] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:54.184360] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=71.72%)
[2026-02-13T20:15:54.184660] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2026-02-13T20:15:54.184791] [INFO ] [sig       ] ALSN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:54.324388] [INFO ] [LOCAL     ] Saved forecast: ALSN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALSN.txt
[2026-02-13T20:15:54.324519] [INFO ] [sig       ] [140/3406] Completed ALSN in 0.3s | 2.82 sym/s | Total: 49.6s | ETA: 19.3m
[2026-02-13T20:15:54.324566] [INFO ] [sig       ] [141/3406] Forecasting ALTG...
[2026-02-13T20:15:54.324625] [INFO ] [sig       ] Generating forecast for: ALTG
[2026-02-13T20:15:54.324663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2026-02-13T20:15:54.335789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTG'.
[2026-02-13T20:15:54.336114] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2026-02-13T20:15:54.336959] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2026-02-13T20:15:54.337012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:54.337043] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:54.337069] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:54.337125] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:54.395449] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:54.396259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:54.396345] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:54.396377] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:54.518355] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:54.518495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:54.518535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:54.518563] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:54.522204] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: DOWN (p=48.87%)
[2026-02-13T20:15:54.522503] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2026-02-13T20:15:54.522685] [INFO ] [sig       ] ALTG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:54.671411] [INFO ] [LOCAL     ] Saved forecast: ALTG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ALTG.txt
[2026-02-13T20:15:54.671591] [INFO ] [sig       ] [141/3406] Completed ALTG in 0.3s | 2.82 sym/s | Total: 50.0s | ETA: 19.3m
[2026-02-13T20:15:54.671632] [INFO ] [sig       ] [142/3406] Forecasting ALTI...
[2026-02-13T20:15:54.671662] [INFO ] [sig       ] Generating forecast for: ALTI
[2026-02-13T20:15:54.671694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2026-02-13T20:15:54.682762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTI'.
[2026-02-13T20:15:54.683138] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2026-02-13T20:15:54.683953] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2026-02-13T20:15:54.684004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:54.684036] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:54.684062] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:54.684118] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:54.741383] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:54.742261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:54.742346] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:54.742381] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:54.867486] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:54.867675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:54.867716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:54.867744] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:54.871992] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: UP (p=50.74%)
[2026-02-13T20:15:54.872291] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2026-02-13T20:15:54.872432] [INFO ] [sig       ] ALTI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:55.022501] [INFO ] [LOCAL     ] Saved forecast: ALTI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALTI.txt
[2026-02-13T20:15:55.022685] [INFO ] [sig       ] [142/3406] Completed ALTI in 0.4s | 2.82 sym/s | Total: 50.3s | ETA: 19.3m
[2026-02-13T20:15:55.022726] [INFO ] [sig       ] [143/3406] Forecasting ALTS...
[2026-02-13T20:15:55.022757] [INFO ] [sig       ] Generating forecast for: ALTS
[2026-02-13T20:15:55.022788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2026-02-13T20:15:55.034741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2026-02-13T20:15:55.035150] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2026-02-13T20:15:55.036243] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2026-02-13T20:15:55.036297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:55.036329] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:55.036356] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:55.036619] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:55.097968] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:55.098710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:55.098794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:55.098829] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:55.225885] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:55.226015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:55.226081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:55.226113] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:55.229734] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: UP (p=76.73%)
[2026-02-13T20:15:55.230034] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2026-02-13T20:15:55.230171] [INFO ] [sig       ] ALTS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:55.375255] [INFO ] [LOCAL     ] Saved forecast: ALTS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALTS.txt
[2026-02-13T20:15:55.375413] [INFO ] [sig       ] [143/3406] Completed ALTS in 0.4s | 2.82 sym/s | Total: 50.7s | ETA: 19.3m
[2026-02-13T20:15:55.375455] [INFO ] [sig       ] [144/3406] Forecasting ALTY...
[2026-02-13T20:15:55.375486] [INFO ] [sig       ] Generating forecast for: ALTY
[2026-02-13T20:15:55.375518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2026-02-13T20:15:55.387884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2026-02-13T20:15:55.388287] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2026-02-13T20:15:55.389164] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2026-02-13T20:15:55.389219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:55.389252] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:55.389280] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:55.389338] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:55.452895] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:55.453778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:55.453861] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:55.453895] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:55.570260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:55.570416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:55.570457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:55.570486] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:55.574138] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=82.24%)
[2026-02-13T20:15:55.574433] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2026-02-13T20:15:55.574586] [INFO ] [sig       ] ALTY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:55.724727] [INFO ] [LOCAL     ] Saved forecast: ALTY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ALTY.txt
[2026-02-13T20:15:55.724940] [INFO ] [sig       ] [144/3406] Completed ALTY in 0.3s | 2.82 sym/s | Total: 51.0s | ETA: 19.3m
[2026-02-13T20:15:55.725000] [INFO ] [sig       ] [145/3406] Forecasting ALVO...
[2026-02-13T20:15:55.725046] [INFO ] [sig       ] Generating forecast for: ALVO
[2026-02-13T20:15:55.725092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2026-02-13T20:15:55.740526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2026-02-13T20:15:55.741080] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2026-02-13T20:15:55.742201] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2026-02-13T20:15:55.742273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:55.742320] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:55.742385] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:55.742477] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:55.813880] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:55.814806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:55.814897] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:55.814933] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:55.935204] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:55.935368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:55.935410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:55.935439] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:55.939097] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: DOWN (p=35.14%)
[2026-02-13T20:15:55.939408] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2026-02-13T20:15:55.939549] [INFO ] [sig       ] ALVO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:56.084468] [INFO ] [LOCAL     ] Saved forecast: ALVO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ALVO.txt
[2026-02-13T20:15:56.084635] [INFO ] [sig       ] [145/3406] Completed ALVO in 0.4s | 2.82 sym/s | Total: 51.4s | ETA: 19.3m
[2026-02-13T20:15:56.084679] [INFO ] [sig       ] [146/3406] Forecasting ALX...
[2026-02-13T20:15:56.084709] [INFO ] [sig       ] Generating forecast for: ALX
[2026-02-13T20:15:56.084739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2026-02-13T20:15:56.097187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2026-02-13T20:15:56.097608] [INFO ] [FORECASTER] Starting predict_future for ALX
[2026-02-13T20:15:56.098421] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2026-02-13T20:15:56.098483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:56.098517] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:56.098543] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:56.098624] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:56.158291] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:56.159136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:56.159222] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:56.159256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:56.273071] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:56.273232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:56.273271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:56.273300] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:56.276832] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2026-02-13T20:15:56.277118] [INFO ] [FORECASTER] Completed predict_future for ALX
[2026-02-13T20:15:56.277252] [INFO ] [sig       ] ALX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:56.420182] [INFO ] [LOCAL     ] Saved forecast: ALX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ALX.txt
[2026-02-13T20:15:56.420334] [INFO ] [sig       ] [146/3406] Completed ALX in 0.3s | 2.82 sym/s | Total: 51.7s | ETA: 19.2m
[2026-02-13T20:15:56.420374] [INFO ] [sig       ] [147/3406] Forecasting ALXO...
[2026-02-13T20:15:56.420405] [INFO ] [sig       ] Generating forecast for: ALXO
[2026-02-13T20:15:56.420435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2026-02-13T20:15:56.435208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALXO'.
[2026-02-13T20:15:56.435808] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2026-02-13T20:15:56.436807] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2026-02-13T20:15:56.436867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:56.436941] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:56.436973] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:56.437042] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:56.500022] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:56.501563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:56.501700] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:56.501737] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:56.638800] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:56.638979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:56.639022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:56.639050] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:56.644482] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=15.00%)
[2026-02-13T20:15:56.644862] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2026-02-13T20:15:56.645016] [INFO ] [sig       ] ALXO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:56.797371] [INFO ] [LOCAL     ] Saved forecast: ALXO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ALXO.txt
[2026-02-13T20:15:56.798081] [INFO ] [sig       ] [147/3406] Completed ALXO in 0.4s | 2.82 sym/s | Total: 52.1s | ETA: 19.2m
[2026-02-13T20:15:56.798158] [INFO ] [sig       ] [148/3406] Forecasting ALZN...
[2026-02-13T20:15:56.798197] [INFO ] [sig       ] Generating forecast for: ALZN
[2026-02-13T20:15:56.798236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2026-02-13T20:15:56.816431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2026-02-13T20:15:56.817161] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2026-02-13T20:15:56.818368] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2026-02-13T20:15:56.818433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:56.818472] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:56.818506] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:56.818619] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:56.881226] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:56.882261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:56.882355] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:56.882389] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:57.010195] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:57.010445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:57.010493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:57.010527] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:57.015623] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: DOWN (p=21.98%)
[2026-02-13T20:15:57.016082] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2026-02-13T20:15:57.016266] [INFO ] [sig       ] ALZN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:57.184727] [INFO ] [LOCAL     ] Saved forecast: ALZN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ALZN.txt
[2026-02-13T20:15:57.185428] [INFO ] [sig       ] [148/3406] Completed ALZN in 0.4s | 2.82 sym/s | Total: 52.5s | ETA: 19.3m
[2026-02-13T20:15:57.185477] [INFO ] [sig       ] [149/3406] Forecasting AM...
[2026-02-13T20:15:57.185512] [INFO ] [sig       ] Generating forecast for: AM
[2026-02-13T20:15:57.185550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2026-02-13T20:15:57.201731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AM'.
[2026-02-13T20:15:57.202375] [INFO ] [FORECASTER] Starting predict_future for AM
[2026-02-13T20:15:57.203388] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2026-02-13T20:15:57.203446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:57.203481] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:57.203510] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:57.203587] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:57.265015] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:57.266239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:57.266401] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:57.266436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:57.401385] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:57.401683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:57.401739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:57.401962] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:57.406909] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: UP (p=54.80%)
[2026-02-13T20:15:57.407293] [INFO ] [FORECASTER] Completed predict_future for AM
[2026-02-13T20:15:57.407460] [INFO ] [sig       ] AM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:57.588136] [INFO ] [LOCAL     ] Saved forecast: AM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AM.txt
[2026-02-13T20:15:57.588331] [INFO ] [sig       ] [149/3406] Completed AM in 0.4s | 2.82 sym/s | Total: 52.9s | ETA: 19.3m
[2026-02-13T20:15:57.588382] [INFO ] [sig       ] [150/3406] Forecasting AMAL...
[2026-02-13T20:15:57.588417] [INFO ] [sig       ] Generating forecast for: AMAL
[2026-02-13T20:15:57.588448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2026-02-13T20:15:57.600935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2026-02-13T20:15:57.601374] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2026-02-13T20:15:57.602310] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2026-02-13T20:15:57.602368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:57.602402] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:57.602430] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:57.602496] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:57.662238] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:57.663449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:57.663588] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:57.663627] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:57.791400] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:57.791565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:57.791626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:57.791655] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:57.795696] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2026-02-13T20:15:57.796194] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2026-02-13T20:15:57.796334] [INFO ] [sig       ] AMAL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:57.953171] [INFO ] [LOCAL     ] Saved forecast: AMAL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AMAL.txt
[2026-02-13T20:15:57.953341] [INFO ] [sig       ] [150/3406] Completed AMAL in 0.4s | 2.82 sym/s | Total: 53.2s | ETA: 19.3m
[2026-02-13T20:15:57.953383] [INFO ] [sig       ] [151/3406] Forecasting AMBA...
[2026-02-13T20:15:57.953426] [INFO ] [sig       ] Generating forecast for: AMBA
[2026-02-13T20:15:57.953459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2026-02-13T20:15:57.965338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2026-02-13T20:15:57.965748] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2026-02-13T20:15:57.966560] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2026-02-13T20:15:57.966632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:57.966676] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:57.966709] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:57.966773] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:58.028669] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:58.029609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:58.029698] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:58.029733] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:58.199759] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:58.199959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:58.200006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:58.200037] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:58.204421] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: UP (p=92.25%)
[2026-02-13T20:15:58.204847] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2026-02-13T20:15:58.205011] [INFO ] [sig       ] AMBA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:58.358511] [INFO ] [LOCAL     ] Saved forecast: AMBA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AMBA.txt
[2026-02-13T20:15:58.358698] [INFO ] [sig       ] [151/3406] Completed AMBA in 0.4s | 2.81 sym/s | Total: 53.6s | ETA: 19.3m
[2026-02-13T20:15:58.358740] [INFO ] [sig       ] [152/3406] Forecasting AMBP...
[2026-02-13T20:15:58.358770] [INFO ] [sig       ] Generating forecast for: AMBP
[2026-02-13T20:15:58.358806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2026-02-13T20:15:58.374051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2026-02-13T20:15:58.374387] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2026-02-13T20:15:58.375260] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2026-02-13T20:15:58.375315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:58.375347] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:58.375373] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:58.375436] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:58.434490] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:58.435454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:58.435543] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:58.435597] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:58.561796] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:58.562147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:58.562188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:58.562220] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:58.566198] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: DOWN (p=3.48%)
[2026-02-13T20:15:58.566496] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2026-02-13T20:15:58.566666] [INFO ] [sig       ] AMBP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:58.713264] [INFO ] [LOCAL     ] Saved forecast: AMBP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMBP.txt
[2026-02-13T20:15:58.713443] [INFO ] [sig       ] [152/3406] Completed AMBP in 0.4s | 2.81 sym/s | Total: 54.0s | ETA: 19.3m
[2026-02-13T20:15:58.713484] [INFO ] [sig       ] [153/3406] Forecasting AMC...
[2026-02-13T20:15:58.713516] [INFO ] [sig       ] Generating forecast for: AMC
[2026-02-13T20:15:58.713545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2026-02-13T20:15:58.725233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2026-02-13T20:15:58.725591] [INFO ] [FORECASTER] Starting predict_future for AMC
[2026-02-13T20:15:58.726390] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2026-02-13T20:15:58.726443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:58.726476] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:58.726503] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:58.726559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:58.786045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:58.786755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:58.786839] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:58.786874] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:58.907876] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:58.908041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:58.908083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:58.908113] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:58.911680] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=26.55%)
[2026-02-13T20:15:58.911977] [INFO ] [FORECASTER] Completed predict_future for AMC
[2026-02-13T20:15:58.912130] [INFO ] [sig       ] AMC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:59.055709] [INFO ] [LOCAL     ] Saved forecast: AMC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMC.txt
[2026-02-13T20:15:59.055903] [INFO ] [sig       ] [153/3406] Completed AMC in 0.3s | 2.82 sym/s | Total: 54.3s | ETA: 19.3m
[2026-02-13T20:15:59.055945] [INFO ] [sig       ] [154/3406] Forecasting AMCX...
[2026-02-13T20:15:59.055978] [INFO ] [sig       ] Generating forecast for: AMCX
[2026-02-13T20:15:59.056008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2026-02-13T20:15:59.069484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2026-02-13T20:15:59.070050] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2026-02-13T20:15:59.071317] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2026-02-13T20:15:59.071401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:59.071452] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:59.071495] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:59.071613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:59.154760] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:59.155969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:59.156085] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:59.156131] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:59.293037] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:59.293195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:59.293236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:59.293296] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:59.296804] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: DOWN (p=25.11%)
[2026-02-13T20:15:59.297085] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2026-02-13T20:15:59.297216] [INFO ] [sig       ] AMCX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:15:59.444141] [INFO ] [LOCAL     ] Saved forecast: AMCX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMCX.txt
[2026-02-13T20:15:59.444276] [INFO ] [sig       ] [154/3406] Completed AMCX in 0.4s | 2.81 sym/s | Total: 54.7s | ETA: 19.3m
[2026-02-13T20:15:59.444318] [INFO ] [sig       ] [155/3406] Forecasting AMD...
[2026-02-13T20:15:59.444349] [INFO ] [sig       ] Generating forecast for: AMD
[2026-02-13T20:15:59.444380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2026-02-13T20:15:59.455759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2026-02-13T20:15:59.456113] [INFO ] [FORECASTER] Starting predict_future for AMD
[2026-02-13T20:15:59.457130] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2026-02-13T20:15:59.457185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:59.457218] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:59.457245] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:59.457301] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:59.523250] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:59.524105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:59.524194] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:59.524227] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:15:59.653875] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:15:59.654030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:15:59.654071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:15:59.654101] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:15:59.657768] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=57.96%)
[2026-02-13T20:15:59.658062] [INFO ] [FORECASTER] Completed predict_future for AMD
[2026-02-13T20:15:59.658197] [INFO ] [sig       ] AMD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:15:59.800592] [INFO ] [LOCAL     ] Saved forecast: AMD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AMD.txt
[2026-02-13T20:15:59.800744] [INFO ] [sig       ] [155/3406] Completed AMD in 0.4s | 2.81 sym/s | Total: 55.1s | ETA: 19.3m
[2026-02-13T20:15:59.800794] [INFO ] [sig       ] [156/3406] Forecasting AMDL...
[2026-02-13T20:15:59.800830] [INFO ] [sig       ] Generating forecast for: AMDL
[2026-02-13T20:15:59.800863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2026-02-13T20:15:59.816867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2026-02-13T20:15:59.817473] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2026-02-13T20:15:59.818526] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2026-02-13T20:15:59.818611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:15:59.818692] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:15:59.818723] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:15:59.818784] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:15:59.880141] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:15:59.881372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:15:59.881478] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:15:59.881800] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:00.013889] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:00.014107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:00.014152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:00.014181] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:00.018417] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=44.69%)
[2026-02-13T20:16:00.018861] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2026-02-13T20:16:00.019044] [INFO ] [sig       ] AMDL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:00.165394] [INFO ] [LOCAL     ] Saved forecast: AMDL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMDL.txt
[2026-02-13T20:16:00.165539] [INFO ] [sig       ] [156/3406] Completed AMDL in 0.4s | 2.81 sym/s | Total: 55.5s | ETA: 19.3m
[2026-02-13T20:16:00.165609] [INFO ] [sig       ] [157/3406] Forecasting AME...
[2026-02-13T20:16:00.165645] [INFO ] [sig       ] Generating forecast for: AME
[2026-02-13T20:16:00.165677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2026-02-13T20:16:00.178166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2026-02-13T20:16:00.178522] [INFO ] [FORECASTER] Starting predict_future for AME
[2026-02-13T20:16:00.179416] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2026-02-13T20:16:00.179471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:00.179504] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:00.179532] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:00.179608] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:00.239345] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:00.240239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:00.240338] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:00.240382] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:00.373133] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:00.373314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:00.373358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:00.373389] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:00.377540] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=12.81%)
[2026-02-13T20:16:00.377906] [INFO ] [FORECASTER] Completed predict_future for AME
[2026-02-13T20:16:00.378056] [INFO ] [sig       ] AME: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:00.524177] [INFO ] [LOCAL     ] Saved forecast: AME	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AME.txt
[2026-02-13T20:16:00.524322] [INFO ] [sig       ] [157/3406] Completed AME in 0.4s | 2.81 sym/s | Total: 55.8s | ETA: 19.2m
[2026-02-13T20:16:00.524362] [INFO ] [sig       ] [158/3406] Forecasting AMG...
[2026-02-13T20:16:00.524390] [INFO ] [sig       ] Generating forecast for: AMG
[2026-02-13T20:16:00.524420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2026-02-13T20:16:00.535992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2026-02-13T20:16:00.536343] [INFO ] [FORECASTER] Starting predict_future for AMG
[2026-02-13T20:16:00.537225] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2026-02-13T20:16:00.537282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:00.537317] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:00.537344] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:00.537427] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:00.597856] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:00.598804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:00.598897] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:00.598931] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:00.730710] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:00.730906] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:00.730958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:00.730989] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:00.735009] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: DOWN (p=5.24%)
[2026-02-13T20:16:00.735302] [INFO ] [FORECASTER] Completed predict_future for AMG
[2026-02-13T20:16:00.735452] [INFO ] [sig       ] AMG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:00.881498] [INFO ] [LOCAL     ] Saved forecast: AMG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMG.txt
[2026-02-13T20:16:00.881747] [INFO ] [sig       ] [158/3406] Completed AMG in 0.4s | 2.81 sym/s | Total: 56.2s | ETA: 19.2m
[2026-02-13T20:16:00.881806] [INFO ] [sig       ] [159/3406] Forecasting AMGN...
[2026-02-13T20:16:00.881843] [INFO ] [sig       ] Generating forecast for: AMGN
[2026-02-13T20:16:00.881878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2026-02-13T20:16:00.894603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2026-02-13T20:16:00.895079] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2026-02-13T20:16:00.895944] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2026-02-13T20:16:00.895999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:00.896032] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:00.896058] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:00.896115] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:00.957736] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:00.958720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:00.958818] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:00.958853] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:01.093037] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:01.093217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:01.093262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:01.093343] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:01.097178] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: UP (p=63.02%)
[2026-02-13T20:16:01.097538] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2026-02-13T20:16:01.097752] [INFO ] [sig       ] AMGN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:01.250997] [INFO ] [LOCAL     ] Saved forecast: AMGN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AMGN.txt
[2026-02-13T20:16:01.251182] [INFO ] [sig       ] [159/3406] Completed AMGN in 0.4s | 2.81 sym/s | Total: 56.5s | ETA: 19.2m
[2026-02-13T20:16:01.251228] [INFO ] [sig       ] [160/3406] Forecasting AMH...
[2026-02-13T20:16:01.251270] [INFO ] [sig       ] Generating forecast for: AMH
[2026-02-13T20:16:01.251305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2026-02-13T20:16:01.265408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2026-02-13T20:16:01.265809] [INFO ] [FORECASTER] Starting predict_future for AMH
[2026-02-13T20:16:01.266890] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2026-02-13T20:16:01.266963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:01.266997] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:01.267024] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:01.267082] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:01.332991] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:01.333969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:01.334060] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:01.334104] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:01.458663] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:01.458827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:01.458868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:01.458898] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:01.462509] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=58.01%)
[2026-02-13T20:16:01.462832] [INFO ] [FORECASTER] Completed predict_future for AMH
[2026-02-13T20:16:01.462972] [INFO ] [sig       ] AMH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:01.609110] [INFO ] [LOCAL     ] Saved forecast: AMH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AMH.txt
[2026-02-13T20:16:01.609242] [INFO ] [sig       ] [160/3406] Completed AMH in 0.4s | 2.81 sym/s | Total: 56.9s | ETA: 19.2m
[2026-02-13T20:16:01.609282] [INFO ] [sig       ] [161/3406] Forecasting AMLX...
[2026-02-13T20:16:01.609311] [INFO ] [sig       ] Generating forecast for: AMLX
[2026-02-13T20:16:01.609340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2026-02-13T20:16:01.621841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2026-02-13T20:16:01.622194] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2026-02-13T20:16:01.623065] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2026-02-13T20:16:01.623120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:01.623154] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:01.623181] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:01.623244] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:01.689043] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:01.689824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:01.689910] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:01.689944] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:01.813115] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:01.813283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:01.813325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:01.813354] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:01.817008] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2026-02-13T20:16:01.817304] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2026-02-13T20:16:01.817446] [INFO ] [sig       ] AMLX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:01.963718] [INFO ] [LOCAL     ] Saved forecast: AMLX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMLX.txt
[2026-02-13T20:16:01.963873] [INFO ] [sig       ] [161/3406] Completed AMLX in 0.4s | 2.81 sym/s | Total: 57.3s | ETA: 19.2m
[2026-02-13T20:16:01.964102] [INFO ] [sig       ] [162/3406] Forecasting AMN...
[2026-02-13T20:16:01.964133] [INFO ] [sig       ] Generating forecast for: AMN
[2026-02-13T20:16:01.964163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2026-02-13T20:16:01.977671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2026-02-13T20:16:01.978079] [INFO ] [FORECASTER] Starting predict_future for AMN
[2026-02-13T20:16:01.978928] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2026-02-13T20:16:01.978980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:01.979011] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:01.979037] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:01.979092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:02.038254] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:02.038968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:02.039240] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:02.039274] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:02.161311] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:02.161476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:02.161516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:02.161543] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:02.165215] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: DOWN (p=23.83%)
[2026-02-13T20:16:02.165506] [INFO ] [FORECASTER] Completed predict_future for AMN
[2026-02-13T20:16:02.165664] [INFO ] [sig       ] AMN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:02.308420] [INFO ] [LOCAL     ] Saved forecast: AMN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMN.txt
[2026-02-13T20:16:02.308558] [INFO ] [sig       ] [162/3406] Completed AMN in 0.3s | 2.81 sym/s | Total: 57.6s | ETA: 19.2m
[2026-02-13T20:16:02.308617] [INFO ] [sig       ] [163/3406] Forecasting AMP...
[2026-02-13T20:16:02.308648] [INFO ] [sig       ] Generating forecast for: AMP
[2026-02-13T20:16:02.308678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2026-02-13T20:16:02.320929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMP'.
[2026-02-13T20:16:02.321271] [INFO ] [FORECASTER] Starting predict_future for AMP
[2026-02-13T20:16:02.322105] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2026-02-13T20:16:02.322158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:02.322189] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:02.322216] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:02.322271] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:02.381049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:02.381712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:02.381807] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:02.381845] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:02.498630] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:02.498752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:02.498788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:02.498817] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:02.502123] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=83.13%)
[2026-02-13T20:16:02.502406] [INFO ] [FORECASTER] Completed predict_future for AMP
[2026-02-13T20:16:02.502537] [INFO ] [sig       ] AMP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:02.654195] [INFO ] [LOCAL     ] Saved forecast: AMP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AMP.txt
[2026-02-13T20:16:02.654391] [INFO ] [sig       ] [163/3406] Completed AMP in 0.3s | 2.81 sym/s | Total: 57.9s | ETA: 19.2m
[2026-02-13T20:16:02.654438] [INFO ] [sig       ] [164/3406] Forecasting AMPG...
[2026-02-13T20:16:02.654467] [INFO ] [sig       ] Generating forecast for: AMPG
[2026-02-13T20:16:02.654496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2026-02-13T20:16:02.666545] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2026-02-13T20:16:02.666974] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2026-02-13T20:16:02.667879] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2026-02-13T20:16:02.667940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:02.667976] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:02.668004] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:02.668062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:02.726067] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:02.727029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:02.727118] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:02.727151] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:02.866505] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:02.866696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:02.866737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:02.866765] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:02.870302] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2026-02-13T20:16:02.870608] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2026-02-13T20:16:02.870744] [INFO ] [sig       ] AMPG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:03.011330] [INFO ] [LOCAL     ] Saved forecast: AMPG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AMPG.txt
[2026-02-13T20:16:03.011462] [INFO ] [sig       ] [164/3406] Completed AMPG in 0.4s | 2.81 sym/s | Total: 58.3s | ETA: 19.2m
[2026-02-13T20:16:03.011501] [INFO ] [sig       ] [165/3406] Forecasting AMPH...
[2026-02-13T20:16:03.011532] [INFO ] [sig       ] Generating forecast for: AMPH
[2026-02-13T20:16:03.011561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2026-02-13T20:16:03.024547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2026-02-13T20:16:03.024909] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2026-02-13T20:16:03.025740] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2026-02-13T20:16:03.025793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:03.025826] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:03.025853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:03.025909] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:03.085452] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:03.086182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:03.086262] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:03.086296] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:03.215102] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:03.215266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:03.215306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:03.215334] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:03.219081] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2026-02-13T20:16:03.219611] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2026-02-13T20:16:03.219746] [INFO ] [sig       ] AMPH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:03.363306] [INFO ] [LOCAL     ] Saved forecast: AMPH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMPH.txt
[2026-02-13T20:16:03.363475] [INFO ] [sig       ] [165/3406] Completed AMPH in 0.4s | 2.81 sym/s | Total: 58.7s | ETA: 19.2m
[2026-02-13T20:16:03.363518] [INFO ] [sig       ] [166/3406] Forecasting AMPL...
[2026-02-13T20:16:03.363547] [INFO ] [sig       ] Generating forecast for: AMPL
[2026-02-13T20:16:03.363594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2026-02-13T20:16:03.376942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2026-02-13T20:16:03.377262] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2026-02-13T20:16:03.378130] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2026-02-13T20:16:03.378183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:03.378214] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:03.378241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:03.378301] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:03.438925] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:03.439903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:03.440021] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:03.440055] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:03.558592] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:03.558755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:03.558795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:03.558823] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:03.562373] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: DOWN (p=34.02%)
[2026-02-13T20:16:03.562690] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2026-02-13T20:16:03.562829] [INFO ] [sig       ] AMPL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:03.704424] [INFO ] [LOCAL     ] Saved forecast: AMPL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMPL.txt
[2026-02-13T20:16:03.704612] [INFO ] [sig       ] [166/3406] Completed AMPL in 0.3s | 2.81 sym/s | Total: 59.0s | ETA: 19.2m
[2026-02-13T20:16:03.704658] [INFO ] [sig       ] [167/3406] Forecasting AMPX...
[2026-02-13T20:16:03.704690] [INFO ] [sig       ] Generating forecast for: AMPX
[2026-02-13T20:16:03.704723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2026-02-13T20:16:03.718174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2026-02-13T20:16:03.718611] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2026-02-13T20:16:03.719415] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2026-02-13T20:16:03.719468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:03.719499] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:03.719526] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:03.719603] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:03.779367] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:03.780373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:03.780485] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:03.780519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:03.906497] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:03.906708] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:03.906753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:03.906785] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:03.910294] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=55.90%)
[2026-02-13T20:16:03.910593] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2026-02-13T20:16:03.910726] [INFO ] [sig       ] AMPX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:04.049273] [INFO ] [LOCAL     ] Saved forecast: AMPX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AMPX.txt
[2026-02-13T20:16:04.049397] [INFO ] [sig       ] [167/3406] Completed AMPX in 0.3s | 2.81 sym/s | Total: 59.3s | ETA: 19.2m
[2026-02-13T20:16:04.049436] [INFO ] [sig       ] [168/3406] Forecasting AMRC...
[2026-02-13T20:16:04.049465] [INFO ] [sig       ] Generating forecast for: AMRC
[2026-02-13T20:16:04.049494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2026-02-13T20:16:04.061804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2026-02-13T20:16:04.062132] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2026-02-13T20:16:04.062954] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2026-02-13T20:16:04.063007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:04.063040] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:04.063067] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:04.063123] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:04.120264] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:04.120909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:04.120990] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:04.121023] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:04.246830] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:04.247004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:04.247053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:04.247083] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:04.250635] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: DOWN (p=18.10%)
[2026-02-13T20:16:04.250956] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2026-02-13T20:16:04.251087] [INFO ] [sig       ] AMRC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:04.390937] [INFO ] [LOCAL     ] Saved forecast: AMRC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMRC.txt
[2026-02-13T20:16:04.391056] [INFO ] [sig       ] [168/3406] Completed AMRC in 0.3s | 2.82 sym/s | Total: 59.7s | ETA: 19.2m
[2026-02-13T20:16:04.391096] [INFO ] [sig       ] [169/3406] Forecasting AMRN...
[2026-02-13T20:16:04.391126] [INFO ] [sig       ] Generating forecast for: AMRN
[2026-02-13T20:16:04.391156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2026-02-13T20:16:04.402293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2026-02-13T20:16:04.402640] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2026-02-13T20:16:04.403428] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2026-02-13T20:16:04.403481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:04.403512] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:04.403538] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:04.403613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:04.461958] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:04.462809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:04.462894] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:04.462927] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:04.594993] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:04.595149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:04.595188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:04.595217] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:04.598925] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: DOWN (p=33.51%)
[2026-02-13T20:16:04.599397] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2026-02-13T20:16:04.599549] [INFO ] [sig       ] AMRN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:04.743339] [INFO ] [LOCAL     ] Saved forecast: AMRN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMRN.txt
[2026-02-13T20:16:04.743501] [INFO ] [sig       ] [169/3406] Completed AMRN in 0.4s | 2.82 sym/s | Total: 1.0m | ETA: 19.2m
[2026-02-13T20:16:04.743542] [INFO ] [sig       ] [170/3406] Forecasting AMRX...
[2026-02-13T20:16:04.743587] [INFO ] [sig       ] Generating forecast for: AMRX
[2026-02-13T20:16:04.743621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2026-02-13T20:16:04.756274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2026-02-13T20:16:04.756636] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2026-02-13T20:16:04.757665] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2026-02-13T20:16:04.757718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:04.757749] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:04.757775] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:04.757831] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:04.814643] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:04.815287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:04.815366] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:04.815398] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:04.939360] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:04.939518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:04.939558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:04.939607] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:04.943060] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: UP (p=79.54%)
[2026-02-13T20:16:04.943339] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2026-02-13T20:16:04.943467] [INFO ] [sig       ] AMRX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:05.086855] [INFO ] [LOCAL     ] Saved forecast: AMRX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AMRX.txt
[2026-02-13T20:16:05.087026] [INFO ] [sig       ] [170/3406] Completed AMRX in 0.3s | 2.82 sym/s | Total: 1.0m | ETA: 19.2m
[2026-02-13T20:16:05.087070] [INFO ] [sig       ] [171/3406] Forecasting AMSC...
[2026-02-13T20:16:05.087099] [INFO ] [sig       ] Generating forecast for: AMSC
[2026-02-13T20:16:05.087130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2026-02-13T20:16:05.099224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2026-02-13T20:16:05.099702] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2026-02-13T20:16:05.100741] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2026-02-13T20:16:05.100811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:05.100845] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:05.100873] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:05.100931] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:05.159018] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:05.159926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:05.160011] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:05.160044] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:05.281812] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:05.281975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:05.282015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:05.282044] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:05.285528] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=9.83%)
[2026-02-13T20:16:05.285845] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2026-02-13T20:16:05.285982] [INFO ] [sig       ] AMSC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:05.429303] [INFO ] [LOCAL     ] Saved forecast: AMSC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMSC.txt
[2026-02-13T20:16:05.429461] [INFO ] [sig       ] [171/3406] Completed AMSC in 0.3s | 2.82 sym/s | Total: 1.0m | ETA: 19.1m
[2026-02-13T20:16:05.429502] [INFO ] [sig       ] [172/3406] Forecasting AMSF...
[2026-02-13T20:16:05.429533] [INFO ] [sig       ] Generating forecast for: AMSF
[2026-02-13T20:16:05.429565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2026-02-13T20:16:05.440535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2026-02-13T20:16:05.440944] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2026-02-13T20:16:05.441789] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2026-02-13T20:16:05.441842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:05.441876] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:05.441903] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:05.441961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:05.498750] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:05.499671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:05.499768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:05.499803] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:05.625809] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:05.625963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:05.626005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:05.626036] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:05.629569] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: DOWN (p=8.70%)
[2026-02-13T20:16:05.629885] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2026-02-13T20:16:05.630044] [INFO ] [sig       ] AMSF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:05.777438] [INFO ] [LOCAL     ] Saved forecast: AMSF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMSF.txt
[2026-02-13T20:16:05.777659] [INFO ] [sig       ] [172/3406] Completed AMSF in 0.3s | 2.82 sym/s | Total: 1.0m | ETA: 19.1m
[2026-02-13T20:16:05.777720] [INFO ] [sig       ] [173/3406] Forecasting AMTB...
[2026-02-13T20:16:05.777760] [INFO ] [sig       ] Generating forecast for: AMTB
[2026-02-13T20:16:05.777791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2026-02-13T20:16:05.790709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2026-02-13T20:16:05.791104] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2026-02-13T20:16:05.792330] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2026-02-13T20:16:05.792384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:05.792470] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:05.792500] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:05.792599] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:05.857977] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:05.859066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:05.859159] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:05.859194] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:05.979352] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:05.979507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:05.979546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:05.979593] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:05.983047] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2026-02-13T20:16:05.983326] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2026-02-13T20:16:05.983457] [INFO ] [sig       ] AMTB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:06.133250] [INFO ] [LOCAL     ] Saved forecast: AMTB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AMTB.txt
[2026-02-13T20:16:06.133414] [INFO ] [sig       ] [173/3406] Completed AMTB in 0.4s | 2.82 sym/s | Total: 1.0m | ETA: 19.1m
[2026-02-13T20:16:06.133455] [INFO ] [sig       ] [174/3406] Forecasting AMTX...
[2026-02-13T20:16:06.133486] [INFO ] [sig       ] Generating forecast for: AMTX
[2026-02-13T20:16:06.133517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2026-02-13T20:16:06.145990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2026-02-13T20:16:06.146385] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2026-02-13T20:16:06.147274] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2026-02-13T20:16:06.147330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:06.147362] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:06.147389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:06.147447] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:06.207725] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:06.208532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:06.208635] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:06.208671] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:06.331562] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:06.331736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:06.331777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:06.331806] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:06.335398] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=41.90%)
[2026-02-13T20:16:06.335711] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2026-02-13T20:16:06.335845] [INFO ] [sig       ] AMTX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:06.482041] [INFO ] [LOCAL     ] Saved forecast: AMTX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMTX.txt
[2026-02-13T20:16:06.482175] [INFO ] [sig       ] [174/3406] Completed AMTX in 0.3s | 2.82 sym/s | Total: 1.0m | ETA: 19.1m
[2026-02-13T20:16:06.482220] [INFO ] [sig       ] [175/3406] Forecasting AMWD...
[2026-02-13T20:16:06.482251] [INFO ] [sig       ] Generating forecast for: AMWD
[2026-02-13T20:16:06.482280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2026-02-13T20:16:06.494677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWD'.
[2026-02-13T20:16:06.495033] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2026-02-13T20:16:06.496017] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2026-02-13T20:16:06.496069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:06.496101] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:06.496129] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:06.496185] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:06.554358] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:06.555100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:06.555181] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:06.555214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:06.677588] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:06.677792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:06.677831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:06.677858] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:06.681554] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: DOWN (p=8.79%)
[2026-02-13T20:16:06.681883] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2026-02-13T20:16:06.682040] [INFO ] [sig       ] AMWD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:06.820131] [INFO ] [LOCAL     ] Saved forecast: AMWD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMWD.txt
[2026-02-13T20:16:06.820260] [INFO ] [sig       ] [175/3406] Completed AMWD in 0.3s | 2.82 sym/s | Total: 1.0m | ETA: 19.1m
[2026-02-13T20:16:06.820306] [INFO ] [sig       ] [176/3406] Forecasting AMWL...
[2026-02-13T20:16:06.820337] [INFO ] [sig       ] Generating forecast for: AMWL
[2026-02-13T20:16:06.820368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2026-02-13T20:16:06.831927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMWL'.
[2026-02-13T20:16:06.832299] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2026-02-13T20:16:06.833138] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2026-02-13T20:16:06.833192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:06.833225] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:06.833253] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:06.833311] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:06.889618] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:06.890304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:06.890387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:06.890420] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:07.012649] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:07.012805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:07.012845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:07.012909] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:07.016353] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=21.56%)
[2026-02-13T20:16:07.016653] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2026-02-13T20:16:07.016823] [INFO ] [sig       ] AMWL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:07.155212] [INFO ] [LOCAL     ] Saved forecast: AMWL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMWL.txt
[2026-02-13T20:16:07.155381] [INFO ] [sig       ] [176/3406] Completed AMWL in 0.3s | 2.82 sym/s | Total: 1.0m | ETA: 19.1m
[2026-02-13T20:16:07.155426] [INFO ] [sig       ] [177/3406] Forecasting AMX...
[2026-02-13T20:16:07.155457] [INFO ] [sig       ] Generating forecast for: AMX
[2026-02-13T20:16:07.155488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2026-02-13T20:16:07.167005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2026-02-13T20:16:07.167424] [INFO ] [FORECASTER] Starting predict_future for AMX
[2026-02-13T20:16:07.168329] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2026-02-13T20:16:07.168384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:07.168416] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:07.168444] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:07.168502] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:07.227287] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:07.228250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:07.228340] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:07.228374] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:07.355869] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:07.356034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:07.356075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:07.356106] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:07.360127] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=33.15%)
[2026-02-13T20:16:07.360600] [INFO ] [FORECASTER] Completed predict_future for AMX
[2026-02-13T20:16:07.360737] [INFO ] [sig       ] AMX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:07.516843] [INFO ] [LOCAL     ] Saved forecast: AMX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMX.txt
[2026-02-13T20:16:07.517033] [INFO ] [sig       ] [177/3406] Completed AMX in 0.4s | 2.82 sym/s | Total: 1.0m | ETA: 19.1m
[2026-02-13T20:16:07.517075] [INFO ] [sig       ] [178/3406] Forecasting AMZD...
[2026-02-13T20:16:07.517105] [INFO ] [sig       ] Generating forecast for: AMZD
[2026-02-13T20:16:07.517137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2026-02-13T20:16:07.529596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2026-02-13T20:16:07.529955] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2026-02-13T20:16:07.531000] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2026-02-13T20:16:07.531052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:07.531083] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:07.531109] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:07.531166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:07.588803] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:07.589985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:07.590277] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:07.590311] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:07.709273] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:07.709436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:07.709492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:07.709522] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:07.713564] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=65.76%)
[2026-02-13T20:16:07.713866] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2026-02-13T20:16:07.713996] [INFO ] [sig       ] AMZD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:07.857661] [INFO ] [LOCAL     ] Saved forecast: AMZD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AMZD.txt
[2026-02-13T20:16:07.857825] [INFO ] [sig       ] [178/3406] Completed AMZD in 0.3s | 2.82 sym/s | Total: 1.1m | ETA: 19.1m
[2026-02-13T20:16:07.857865] [INFO ] [sig       ] [179/3406] Forecasting AMZN...
[2026-02-13T20:16:07.857894] [INFO ] [sig       ] Generating forecast for: AMZN
[2026-02-13T20:16:07.857925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2026-02-13T20:16:07.869780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2026-02-13T20:16:07.870135] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2026-02-13T20:16:07.870945] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2026-02-13T20:16:07.870996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:07.871028] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:07.871055] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:07.871111] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:07.928253] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:07.929154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:07.929238] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:07.929271] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:08.048956] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:08.049115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:08.049153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:08.049182] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:08.052602] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: DOWN (p=1.56%)
[2026-02-13T20:16:08.052879] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2026-02-13T20:16:08.053008] [INFO ] [sig       ] AMZN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:08.195587] [INFO ] [LOCAL     ] Saved forecast: AMZN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AMZN.txt
[2026-02-13T20:16:08.195745] [INFO ] [sig       ] [179/3406] Completed AMZN in 0.3s | 2.82 sym/s | Total: 1.1m | ETA: 19.1m
[2026-02-13T20:16:08.195787] [INFO ] [sig       ] [180/3406] Forecasting AMZZ...
[2026-02-13T20:16:08.195817] [INFO ] [sig       ] Generating forecast for: AMZZ
[2026-02-13T20:16:08.195847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2026-02-13T20:16:08.208873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZZ'.
[2026-02-13T20:16:08.209342] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2026-02-13T20:16:08.210345] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2026-02-13T20:16:08.210403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:08.210438] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:08.210466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:08.210528] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:08.271558] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:08.272567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:08.272676] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:08.272712] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:08.399011] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:08.399188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:08.399228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:08.399261] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:08.403161] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: UP (p=79.19%)
[2026-02-13T20:16:08.403505] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2026-02-13T20:16:08.403682] [INFO ] [sig       ] AMZZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:08.551368] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AMZZ.txt
[2026-02-13T20:16:08.551543] [INFO ] [sig       ] [180/3406] Completed AMZZ in 0.4s | 2.82 sym/s | Total: 1.1m | ETA: 19.1m
[2026-02-13T20:16:08.551612] [INFO ] [sig       ] [181/3406] Forecasting AN...
[2026-02-13T20:16:08.551646] [INFO ] [sig       ] Generating forecast for: AN
[2026-02-13T20:16:08.551680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2026-02-13T20:16:08.564615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2026-02-13T20:16:08.565061] [INFO ] [FORECASTER] Starting predict_future for AN
[2026-02-13T20:16:08.565948] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2026-02-13T20:16:08.566008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:08.566042] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:08.566070] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:08.566128] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:08.628135] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:08.629099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:08.629198] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:08.629232] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:08.766275] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:08.766448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:08.766490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:08.766520] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:08.770793] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: DOWN (p=46.54%)
[2026-02-13T20:16:08.771133] [INFO ] [FORECASTER] Completed predict_future for AN
[2026-02-13T20:16:08.771281] [INFO ] [sig       ] AN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:08.955346] [INFO ] [LOCAL     ] Saved forecast: AN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AN.txt
[2026-02-13T20:16:08.955615] [INFO ] [sig       ] [181/3406] Completed AN in 0.4s | 2.82 sym/s | Total: 1.1m | ETA: 19.1m
[2026-02-13T20:16:08.955685] [INFO ] [sig       ] [182/3406] Forecasting ANAB...
[2026-02-13T20:16:08.955738] [INFO ] [sig       ] Generating forecast for: ANAB
[2026-02-13T20:16:08.955795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2026-02-13T20:16:08.971906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANAB'.
[2026-02-13T20:16:08.972444] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2026-02-13T20:16:08.973749] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2026-02-13T20:16:08.973820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:08.973893] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:08.973946] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:08.974041] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:09.059126] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:09.060416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:09.060545] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:09.060623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:09.233193] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:09.233398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:09.233460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:09.233505] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:09.239083] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2026-02-13T20:16:09.239617] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2026-02-13T20:16:09.239865] [INFO ] [sig       ] ANAB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:09.472912] [INFO ] [LOCAL     ] Saved forecast: ANAB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ANAB.txt
[2026-02-13T20:16:09.473192] [INFO ] [sig       ] [182/3406] Completed ANAB in 0.5s | 2.81 sym/s | Total: 1.1m | ETA: 19.1m
[2026-02-13T20:16:09.473271] [INFO ] [sig       ] [183/3406] Forecasting ANDE...
[2026-02-13T20:16:09.473324] [INFO ] [sig       ] Generating forecast for: ANDE
[2026-02-13T20:16:09.473377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2026-02-13T20:16:09.496652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANDE'.
[2026-02-13T20:16:09.497816] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2026-02-13T20:16:09.499201] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2026-02-13T20:16:09.499275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:09.499324] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:09.499369] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:09.499461] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:09.593723] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:09.595258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:09.595449] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:09.595507] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:09.778162] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:09.778369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:09.778429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:09.778473] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:09.784308] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: UP (p=67.36%)
[2026-02-13T20:16:09.784844] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2026-02-13T20:16:09.785066] [INFO ] [sig       ] ANDE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:10.017898] [INFO ] [LOCAL     ] Saved forecast: ANDE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ANDE.txt
[2026-02-13T20:16:10.018242] [INFO ] [sig       ] [183/3406] Completed ANDE in 0.5s | 2.80 sym/s | Total: 1.1m | ETA: 19.2m
[2026-02-13T20:16:10.018302] [INFO ] [sig       ] [184/3406] Forecasting ANF...
[2026-02-13T20:16:10.018350] [INFO ] [sig       ] Generating forecast for: ANF
[2026-02-13T20:16:10.018392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2026-02-13T20:16:10.037499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANF'.
[2026-02-13T20:16:10.038139] [INFO ] [FORECASTER] Starting predict_future for ANF
[2026-02-13T20:16:10.039451] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2026-02-13T20:16:10.039535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:10.039595] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:10.039637] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:10.039721] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:10.117733] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:10.119096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:10.119286] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:10.119346] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:10.260958] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:10.261176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:10.261236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:10.261268] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:10.265414] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: UP (p=87.82%)
[2026-02-13T20:16:10.265800] [INFO ] [FORECASTER] Completed predict_future for ANF
[2026-02-13T20:16:10.265962] [INFO ] [sig       ] ANF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:10.422554] [INFO ] [LOCAL     ] Saved forecast: ANF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ANF.txt
[2026-02-13T20:16:10.422747] [INFO ] [sig       ] [184/3406] Completed ANF in 0.4s | 2.80 sym/s | Total: 1.1m | ETA: 19.2m
[2026-02-13T20:16:10.422813] [INFO ] [sig       ] [185/3406] Forecasting ANGI...
[2026-02-13T20:16:10.422857] [INFO ] [sig       ] Generating forecast for: ANGI
[2026-02-13T20:16:10.422917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2026-02-13T20:16:10.435594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGI'.
[2026-02-13T20:16:10.435984] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2026-02-13T20:16:10.436848] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2026-02-13T20:16:10.436902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:10.436934] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:10.436961] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:10.437022] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:10.494791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:10.495520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:10.495632] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:10.495669] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:10.617935] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:10.618076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:10.618116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:10.618145] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:10.621704] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: DOWN (p=7.67%)
[2026-02-13T20:16:10.621995] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2026-02-13T20:16:10.622127] [INFO ] [sig       ] ANGI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:10.761405] [INFO ] [LOCAL     ] Saved forecast: ANGI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ANGI.txt
[2026-02-13T20:16:10.761530] [INFO ] [sig       ] [185/3406] Completed ANGI in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 19.2m
[2026-02-13T20:16:10.761587] [INFO ] [sig       ] [186/3406] Forecasting ANGL...
[2026-02-13T20:16:10.761626] [INFO ] [sig       ] Generating forecast for: ANGL
[2026-02-13T20:16:10.761657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2026-02-13T20:16:10.773731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2026-02-13T20:16:10.774087] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2026-02-13T20:16:10.775111] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2026-02-13T20:16:10.775165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:10.775198] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:10.775225] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:10.775284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:10.836296] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:10.837088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:10.837174] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:10.837208] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:10.960676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:10.960826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:10.960873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:10.960901] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:10.964340] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=0.52%)
[2026-02-13T20:16:10.964635] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2026-02-13T20:16:10.964764] [INFO ] [sig       ] ANGL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:11.104504] [INFO ] [LOCAL     ] Saved forecast: ANGL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ANGL.txt
[2026-02-13T20:16:11.104664] [INFO ] [sig       ] [186/3406] Completed ANGL in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 19.2m
[2026-02-13T20:16:11.104716] [INFO ] [sig       ] [187/3406] Forecasting ANGO...
[2026-02-13T20:16:11.104747] [INFO ] [sig       ] Generating forecast for: ANGO
[2026-02-13T20:16:11.104776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2026-02-13T20:16:11.116408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGO'.
[2026-02-13T20:16:11.116962] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2026-02-13T20:16:11.117812] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2026-02-13T20:16:11.118052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:11.118084] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:11.118110] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:11.118166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:11.175503] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:11.176282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:11.176365] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:11.176398] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:11.300208] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:11.300564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:11.300624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:11.300652] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:11.304282] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=98.79%)
[2026-02-13T20:16:11.304561] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2026-02-13T20:16:11.304709] [INFO ] [sig       ] ANGO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:11.442827] [INFO ] [LOCAL     ] Saved forecast: ANGO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ANGO.txt
[2026-02-13T20:16:11.442970] [INFO ] [sig       ] [187/3406] Completed ANGO in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 19.1m
[2026-02-13T20:16:11.443010] [INFO ] [sig       ] [188/3406] Forecasting ANIK...
[2026-02-13T20:16:11.443039] [INFO ] [sig       ] Generating forecast for: ANIK
[2026-02-13T20:16:11.443069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2026-02-13T20:16:11.458332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2026-02-13T20:16:11.458698] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2026-02-13T20:16:11.459497] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2026-02-13T20:16:11.459549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:11.459606] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:11.459637] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:11.459694] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:11.517010] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:11.518029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:11.518114] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:11.518147] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:11.641807] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:11.641971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:11.642014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:11.642043] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:11.646112] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: UP (p=76.69%)
[2026-02-13T20:16:11.646604] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2026-02-13T20:16:11.646746] [INFO ] [sig       ] ANIK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:11.785957] [INFO ] [LOCAL     ] Saved forecast: ANIK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ANIK.txt
[2026-02-13T20:16:11.786094] [INFO ] [sig       ] [188/3406] Completed ANIK in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 19.1m
[2026-02-13T20:16:11.786134] [INFO ] [sig       ] [189/3406] Forecasting ANIP...
[2026-02-13T20:16:11.786163] [INFO ] [sig       ] Generating forecast for: ANIP
[2026-02-13T20:16:11.786193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2026-02-13T20:16:11.798480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2026-02-13T20:16:11.798939] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2026-02-13T20:16:11.799932] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2026-02-13T20:16:11.799992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:11.800030] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:11.800061] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:11.800132] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:11.859086] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:11.860189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:11.860277] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:11.860310] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:11.986093] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:11.986252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:11.986292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:11.986341] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:11.989967] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: DOWN (p=32.05%)
[2026-02-13T20:16:11.990286] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2026-02-13T20:16:11.990430] [INFO ] [sig       ] ANIP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:12.134656] [INFO ] [LOCAL     ] Saved forecast: ANIP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ANIP.txt
[2026-02-13T20:16:12.134821] [INFO ] [sig       ] [189/3406] Completed ANIP in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 19.1m
[2026-02-13T20:16:12.134862] [INFO ] [sig       ] [190/3406] Forecasting ANIX...
[2026-02-13T20:16:12.134893] [INFO ] [sig       ] Generating forecast for: ANIX
[2026-02-13T20:16:12.134925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2026-02-13T20:16:12.146456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2026-02-13T20:16:12.146890] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2026-02-13T20:16:12.147810] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2026-02-13T20:16:12.147866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:12.147930] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:12.147959] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:12.148027] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:12.215158] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:12.216484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:12.216591] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:12.216627] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:12.349498] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:12.349679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:12.349724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:12.349754] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:12.353618] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2026-02-13T20:16:12.353971] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2026-02-13T20:16:12.354125] [INFO ] [sig       ] ANIX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:12.501470] [INFO ] [LOCAL     ] Saved forecast: ANIX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ANIX.txt
[2026-02-13T20:16:12.501659] [INFO ] [sig       ] [190/3406] Completed ANIX in 0.4s | 2.80 sym/s | Total: 1.1m | ETA: 19.1m
[2026-02-13T20:16:12.501703] [INFO ] [sig       ] [191/3406] Forecasting ANNX...
[2026-02-13T20:16:12.501733] [INFO ] [sig       ] Generating forecast for: ANNX
[2026-02-13T20:16:12.501763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2026-02-13T20:16:12.513517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANNX'.
[2026-02-13T20:16:12.513973] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2026-02-13T20:16:12.514898] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2026-02-13T20:16:12.514953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:12.514987] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:12.515015] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:12.515078] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:12.579196] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:12.580164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:12.580259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:12.580311] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:12.722462] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:12.722641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:12.722683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:12.722712] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:12.726830] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: UP (p=85.54%)
[2026-02-13T20:16:12.727152] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2026-02-13T20:16:12.727479] [INFO ] [sig       ] ANNX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:12.879620] [INFO ] [LOCAL     ] Saved forecast: ANNX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ANNX.txt
[2026-02-13T20:16:12.879760] [INFO ] [sig       ] [191/3406] Completed ANNX in 0.4s | 2.80 sym/s | Total: 1.1m | ETA: 19.1m
[2026-02-13T20:16:12.879800] [INFO ] [sig       ] [192/3406] Forecasting ANTX...
[2026-02-13T20:16:12.879830] [INFO ] [sig       ] Generating forecast for: ANTX
[2026-02-13T20:16:12.879862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2026-02-13T20:16:12.892140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANTX'.
[2026-02-13T20:16:12.892812] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2026-02-13T20:16:12.893942] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2026-02-13T20:16:12.893997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:12.894032] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:12.894060] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:12.894118] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:12.955605] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:12.956480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:12.956565] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:12.956621] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:13.071232] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:13.071394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:13.071435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:13.071465] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:13.075043] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: UP (p=51.32%)
[2026-02-13T20:16:13.075328] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2026-02-13T20:16:13.075461] [INFO ] [sig       ] ANTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:13.218995] [INFO ] [LOCAL     ] Saved forecast: ANTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ANTX.txt
[2026-02-13T20:16:13.219186] [INFO ] [sig       ] [192/3406] Completed ANTX in 0.3s | 2.80 sym/s | Total: 1.1m | ETA: 19.1m
[2026-02-13T20:16:13.219228] [INFO ] [sig       ] [193/3406] Forecasting ANVS...
[2026-02-13T20:16:13.219259] [INFO ] [sig       ] Generating forecast for: ANVS
[2026-02-13T20:16:13.219294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2026-02-13T20:16:13.230935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2026-02-13T20:16:13.231316] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2026-02-13T20:16:13.232134] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2026-02-13T20:16:13.232188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:13.232219] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:13.232258] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:13.232315] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:13.294533] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:13.295644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:13.295737] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:13.295773] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:13.422853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:13.423014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:13.423054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:13.423119] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:13.427306] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=87.29%)
[2026-02-13T20:16:13.427666] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2026-02-13T20:16:13.427814] [INFO ] [sig       ] ANVS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:13.584842] [INFO ] [LOCAL     ] Saved forecast: ANVS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ANVS.txt
[2026-02-13T20:16:13.585007] [INFO ] [sig       ] [193/3406] Completed ANVS in 0.4s | 2.80 sym/s | Total: 1.1m | ETA: 19.1m
[2026-02-13T20:16:13.585047] [INFO ] [sig       ] [194/3406] Forecasting AOD...
[2026-02-13T20:16:13.585078] [INFO ] [sig       ] Generating forecast for: AOD
[2026-02-13T20:16:13.585107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2026-02-13T20:16:13.596433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOD'.
[2026-02-13T20:16:13.596805] [INFO ] [FORECASTER] Starting predict_future for AOD
[2026-02-13T20:16:13.597661] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2026-02-13T20:16:13.597715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:13.597749] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:13.597777] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:13.597836] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:13.656189] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:13.657021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:13.657104] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:13.657138] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:13.780758] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:13.780928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:13.780969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:13.780999] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:13.784753] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=35.85%)
[2026-02-13T20:16:13.785073] [INFO ] [FORECASTER] Completed predict_future for AOD
[2026-02-13T20:16:13.785218] [INFO ] [sig       ] AOD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:13.942367] [INFO ] [LOCAL     ] Saved forecast: AOD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AOD.txt
[2026-02-13T20:16:13.942527] [INFO ] [sig       ] [194/3406] Completed AOD in 0.4s | 2.80 sym/s | Total: 1.2m | ETA: 19.1m
[2026-02-13T20:16:13.942585] [INFO ] [sig       ] [195/3406] Forecasting AOHY...
[2026-02-13T20:16:13.942620] [INFO ] [sig       ] Generating forecast for: AOHY
[2026-02-13T20:16:13.942650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2026-02-13T20:16:13.954671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2026-02-13T20:16:13.955102] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2026-02-13T20:16:13.956023] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2026-02-13T20:16:13.956076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:13.956108] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:13.956133] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:13.956192] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:14.016849] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:14.017777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:14.017873] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:14.017907] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:14.134566] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:14.134752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:14.134805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:14.134837] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:14.138495] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: DOWN (p=43.61%)
[2026-02-13T20:16:14.138800] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2026-02-13T20:16:14.138936] [INFO ] [sig       ] AOHY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:14.278777] [INFO ] [LOCAL     ] Saved forecast: AOHY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AOHY.txt
[2026-02-13T20:16:14.278927] [INFO ] [sig       ] [195/3406] Completed AOHY in 0.3s | 2.80 sym/s | Total: 1.2m | ETA: 19.1m
[2026-02-13T20:16:14.278965] [INFO ] [sig       ] [196/3406] Forecasting AON...
[2026-02-13T20:16:14.278996] [INFO ] [sig       ] Generating forecast for: AON
[2026-02-13T20:16:14.279035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2026-02-13T20:16:14.290476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2026-02-13T20:16:14.290905] [INFO ] [FORECASTER] Starting predict_future for AON
[2026-02-13T20:16:14.291755] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2026-02-13T20:16:14.291810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:14.291845] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:14.291872] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:14.291930] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:14.348310] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:14.349112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:14.349196] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:14.349229] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:14.479087] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:14.479235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:14.479278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:14.479307] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:14.483552] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: UP (p=95.56%)
[2026-02-13T20:16:14.483858] [INFO ] [FORECASTER] Completed predict_future for AON
[2026-02-13T20:16:14.483992] [INFO ] [sig       ] AON: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:14.625443] [INFO ] [LOCAL     ] Saved forecast: AON	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AON.txt
[2026-02-13T20:16:14.625611] [INFO ] [sig       ] [196/3406] Completed AON in 0.3s | 2.80 sym/s | Total: 1.2m | ETA: 19.1m
[2026-02-13T20:16:14.625653] [INFO ] [sig       ] [197/3406] Forecasting AOS...
[2026-02-13T20:16:14.625682] [INFO ] [sig       ] Generating forecast for: AOS
[2026-02-13T20:16:14.625712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2026-02-13T20:16:14.637882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2026-02-13T20:16:14.638235] [INFO ] [FORECASTER] Starting predict_future for AOS
[2026-02-13T20:16:14.639060] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2026-02-13T20:16:14.639113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:14.639145] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:14.639171] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:14.639227] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:14.696783] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:14.697627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:14.697726] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:14.697763] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:14.828073] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:14.828234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:14.828275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:14.828306] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:14.831838] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: DOWN (p=26.21%)
[2026-02-13T20:16:14.832154] [INFO ] [FORECASTER] Completed predict_future for AOS
[2026-02-13T20:16:14.832297] [INFO ] [sig       ] AOS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:14.973133] [INFO ] [LOCAL     ] Saved forecast: AOS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AOS.txt
[2026-02-13T20:16:14.973281] [INFO ] [sig       ] [197/3406] Completed AOS in 0.3s | 2.80 sym/s | Total: 1.2m | ETA: 19.1m
[2026-02-13T20:16:14.973320] [INFO ] [sig       ] [198/3406] Forecasting AOSL...
[2026-02-13T20:16:14.973349] [INFO ] [sig       ] Generating forecast for: AOSL
[2026-02-13T20:16:14.973377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2026-02-13T20:16:14.984983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2026-02-13T20:16:14.985325] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2026-02-13T20:16:14.986138] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2026-02-13T20:16:14.986191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:14.986222] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:14.986248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:14.986303] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:15.042265] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:15.042934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:15.043013] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:15.043045] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:15.158823] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:15.158977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:15.159019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:15.159046] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:15.162493] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: DOWN (p=32.93%)
[2026-02-13T20:16:15.162791] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2026-02-13T20:16:15.162922] [INFO ] [sig       ] AOSL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:15.300781] [INFO ] [LOCAL     ] Saved forecast: AOSL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AOSL.txt
[2026-02-13T20:16:15.300923] [INFO ] [sig       ] [198/3406] Completed AOSL in 0.3s | 2.80 sym/s | Total: 1.2m | ETA: 19.1m
[2026-02-13T20:16:15.300963] [INFO ] [sig       ] [199/3406] Forecasting AP...
[2026-02-13T20:16:15.300992] [INFO ] [sig       ] Generating forecast for: AP
[2026-02-13T20:16:15.301023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2026-02-13T20:16:15.311692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AP'.
[2026-02-13T20:16:15.312028] [INFO ] [FORECASTER] Starting predict_future for AP
[2026-02-13T20:16:15.312838] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2026-02-13T20:16:15.312890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:15.312921] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:15.312947] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:15.313004] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:15.369323] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:15.370187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:15.370273] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:15.370307] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:15.494409] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:15.494601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:15.494646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:15.494674] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:15.498406] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2026-02-13T20:16:15.498794] [INFO ] [FORECASTER] Completed predict_future for AP
[2026-02-13T20:16:15.498950] [INFO ] [sig       ] AP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:15.650504] [INFO ] [LOCAL     ] Saved forecast: AP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AP.txt
[2026-02-13T20:16:15.650701] [INFO ] [sig       ] [199/3406] Completed AP in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.1m
[2026-02-13T20:16:15.650742] [INFO ] [sig       ] [200/3406] Forecasting APA...
[2026-02-13T20:16:15.650772] [INFO ] [sig       ] Generating forecast for: APA
[2026-02-13T20:16:15.650803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2026-02-13T20:16:15.662267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APA'.
[2026-02-13T20:16:15.662634] [INFO ] [FORECASTER] Starting predict_future for APA
[2026-02-13T20:16:15.663470] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2026-02-13T20:16:15.663522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:15.663553] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:15.663604] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:15.663664] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:15.722012] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:15.722918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:15.723006] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:15.723072] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:15.853959] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:15.854116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:15.854156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:15.854190] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:15.857840] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: DOWN (p=29.23%)
[2026-02-13T20:16:15.858165] [INFO ] [FORECASTER] Completed predict_future for APA
[2026-02-13T20:16:15.858306] [INFO ] [sig       ] APA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:16.006380] [INFO ] [LOCAL     ] Saved forecast: APA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/APA.txt
[2026-02-13T20:16:16.006543] [INFO ] [sig       ] [200/3406] Completed APA in 0.4s | 2.81 sym/s | Total: 1.2m | ETA: 19.0m
[2026-02-13T20:16:16.006603] [INFO ] [sig       ] [201/3406] Forecasting APAM...
[2026-02-13T20:16:16.006636] [INFO ] [sig       ] Generating forecast for: APAM
[2026-02-13T20:16:16.006670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2026-02-13T20:16:16.018173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APAM'.
[2026-02-13T20:16:16.018546] [INFO ] [FORECASTER] Starting predict_future for APAM
[2026-02-13T20:16:16.019385] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2026-02-13T20:16:16.019438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:16.019470] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:16.019497] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:16.019553] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:16.077794] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:16.078715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:16.078803] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:16.078838] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:16.199565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:16.199755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:16.199801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:16.199832] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:16.203350] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: DOWN (p=9.33%)
[2026-02-13T20:16:16.203659] [INFO ] [FORECASTER] Completed predict_future for APAM
[2026-02-13T20:16:16.203793] [INFO ] [sig       ] APAM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:16.350014] [INFO ] [LOCAL     ] Saved forecast: APAM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/APAM.txt
[2026-02-13T20:16:16.350142] [INFO ] [sig       ] [201/3406] Completed APAM in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.0m
[2026-02-13T20:16:16.350181] [INFO ] [sig       ] [202/3406] Forecasting APD...
[2026-02-13T20:16:16.350210] [INFO ] [sig       ] Generating forecast for: APD
[2026-02-13T20:16:16.350240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2026-02-13T20:16:16.361061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2026-02-13T20:16:16.361432] [INFO ] [FORECASTER] Starting predict_future for APD
[2026-02-13T20:16:16.362235] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2026-02-13T20:16:16.362288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:16.362319] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:16.362346] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:16.362403] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:16.422049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:16.422794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:16.422881] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:16.422916] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:16.544716] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:16.544872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:16.544910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:16.544939] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:16.548533] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: DOWN (p=13.34%)
[2026-02-13T20:16:16.548836] [INFO ] [FORECASTER] Completed predict_future for APD
[2026-02-13T20:16:16.548965] [INFO ] [sig       ] APD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:16.689927] [INFO ] [LOCAL     ] Saved forecast: APD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/APD.txt
[2026-02-13T20:16:16.690065] [INFO ] [sig       ] [202/3406] Completed APD in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.0m
[2026-02-13T20:16:16.690104] [INFO ] [sig       ] [203/3406] Forecasting APEI...
[2026-02-13T20:16:16.690133] [INFO ] [sig       ] Generating forecast for: APEI
[2026-02-13T20:16:16.690163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2026-02-13T20:16:16.701482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2026-02-13T20:16:16.701818] [INFO ] [FORECASTER] Starting predict_future for APEI
[2026-02-13T20:16:16.702660] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2026-02-13T20:16:16.702712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:16.702744] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:16.702771] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:16.702828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:16.759514] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:16.760156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:16.760234] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:16.760266] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:16.877665] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:16.877795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:16.877833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:16.877860] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:16.881235] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2026-02-13T20:16:16.881509] [INFO ] [FORECASTER] Completed predict_future for APEI
[2026-02-13T20:16:16.881653] [INFO ] [sig       ] APEI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:17.019552] [INFO ] [LOCAL     ] Saved forecast: APEI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/APEI.txt
[2026-02-13T20:16:17.019717] [INFO ] [sig       ] [203/3406] Completed APEI in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.0m
[2026-02-13T20:16:17.019756] [INFO ] [sig       ] [204/3406] Forecasting APG...
[2026-02-13T20:16:17.019787] [INFO ] [sig       ] Generating forecast for: APG
[2026-02-13T20:16:17.019817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2026-02-13T20:16:17.030672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2026-02-13T20:16:17.030997] [INFO ] [FORECASTER] Starting predict_future for APG
[2026-02-13T20:16:17.031783] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2026-02-13T20:16:17.031834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:17.031866] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:17.031893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:17.031950] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:17.088373] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:17.089335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:17.089628] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:17.089663] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:17.216737] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:17.216926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:17.216977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:17.217008] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:17.220654] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: UP (p=50.18%)
[2026-02-13T20:16:17.220946] [INFO ] [FORECASTER] Completed predict_future for APG
[2026-02-13T20:16:17.221078] [INFO ] [sig       ] APG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:17.360913] [INFO ] [LOCAL     ] Saved forecast: APG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/APG.txt
[2026-02-13T20:16:17.361080] [INFO ] [sig       ] [204/3406] Completed APG in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.0m
[2026-02-13T20:16:17.361120] [INFO ] [sig       ] [205/3406] Forecasting APGE...
[2026-02-13T20:16:17.361152] [INFO ] [sig       ] Generating forecast for: APGE
[2026-02-13T20:16:17.361184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2026-02-13T20:16:17.372092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2026-02-13T20:16:17.372486] [INFO ] [FORECASTER] Starting predict_future for APGE
[2026-02-13T20:16:17.373304] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2026-02-13T20:16:17.373356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:17.373387] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:17.373414] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:17.373470] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:17.433196] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:17.434079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:17.434162] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:17.434194] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:17.557354] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:17.557516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:17.557554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:17.557613] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:17.561156] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: DOWN (p=21.24%)
[2026-02-13T20:16:17.561658] [INFO ] [FORECASTER] Completed predict_future for APGE
[2026-02-13T20:16:17.561796] [INFO ] [sig       ] APGE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:17.713109] [INFO ] [LOCAL     ] Saved forecast: APGE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/APGE.txt
[2026-02-13T20:16:17.713273] [INFO ] [sig       ] [205/3406] Completed APGE in 0.4s | 2.81 sym/s | Total: 1.2m | ETA: 19.0m
[2026-02-13T20:16:17.713313] [INFO ] [sig       ] [206/3406] Forecasting APH...
[2026-02-13T20:16:17.713345] [INFO ] [sig       ] Generating forecast for: APH
[2026-02-13T20:16:17.713377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2026-02-13T20:16:17.724693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2026-02-13T20:16:17.725040] [INFO ] [FORECASTER] Starting predict_future for APH
[2026-02-13T20:16:17.725862] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2026-02-13T20:16:17.725915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:17.725972] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:17.726004] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:17.726062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:17.786221] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:17.786986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:17.787068] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:17.787100] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:17.917562] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:17.917758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:17.917798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:17.917827] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:17.921286] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=50.32%)
[2026-02-13T20:16:17.921612] [INFO ] [FORECASTER] Completed predict_future for APH
[2026-02-13T20:16:17.921750] [INFO ] [sig       ] APH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:18.065877] [INFO ] [LOCAL     ] Saved forecast: APH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/APH.txt
[2026-02-13T20:16:18.066056] [INFO ] [sig       ] [206/3406] Completed APH in 0.4s | 2.81 sym/s | Total: 1.2m | ETA: 19.0m
[2026-02-13T20:16:18.066097] [INFO ] [sig       ] [207/3406] Forecasting API...
[2026-02-13T20:16:18.066128] [INFO ] [sig       ] Generating forecast for: API
[2026-02-13T20:16:18.066157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2026-02-13T20:16:18.077686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2026-02-13T20:16:18.078099] [INFO ] [FORECASTER] Starting predict_future for API
[2026-02-13T20:16:18.079123] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2026-02-13T20:16:18.079179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:18.079240] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:18.079269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:18.079327] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:18.136186] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:18.137002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:18.137082] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:18.137115] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:18.253807] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:18.253947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:18.253985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:18.254013] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:18.257356] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: DOWN (p=15.71%)
[2026-02-13T20:16:18.257663] [INFO ] [FORECASTER] Completed predict_future for API
[2026-02-13T20:16:18.257791] [INFO ] [sig       ] API: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:18.396202] [INFO ] [LOCAL     ] Saved forecast: API	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/API.txt
[2026-02-13T20:16:18.396358] [INFO ] [sig       ] [207/3406] Completed API in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.0m
[2026-02-13T20:16:18.396400] [INFO ] [sig       ] [208/3406] Forecasting APLD...
[2026-02-13T20:16:18.396430] [INFO ] [sig       ] Generating forecast for: APLD
[2026-02-13T20:16:18.396461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2026-02-13T20:16:18.407729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2026-02-13T20:16:18.408154] [INFO ] [FORECASTER] Starting predict_future for APLD
[2026-02-13T20:16:18.409000] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2026-02-13T20:16:18.409053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:18.409085] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:18.409112] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:18.409169] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:18.468610] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:18.469506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:18.469610] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:18.469648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:18.593827] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:18.593982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:18.594023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:18.594051] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:18.597540] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: UP (p=77.04%)
[2026-02-13T20:16:18.597865] [INFO ] [FORECASTER] Completed predict_future for APLD
[2026-02-13T20:16:18.598000] [INFO ] [sig       ] APLD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:18.742910] [INFO ] [LOCAL     ] Saved forecast: APLD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/APLD.txt
[2026-02-13T20:16:18.743067] [INFO ] [sig       ] [208/3406] Completed APLD in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.0m
[2026-02-13T20:16:18.743107] [INFO ] [sig       ] [209/3406] Forecasting APLE...
[2026-02-13T20:16:18.743138] [INFO ] [sig       ] Generating forecast for: APLE
[2026-02-13T20:16:18.743169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2026-02-13T20:16:18.754963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2026-02-13T20:16:18.755330] [INFO ] [FORECASTER] Starting predict_future for APLE
[2026-02-13T20:16:18.756146] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2026-02-13T20:16:18.756198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:18.756230] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:18.756256] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:18.756313] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:18.817796] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:18.818852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:18.818941] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:18.818975] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:18.934973] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:18.935128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:18.935166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:18.935194] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:18.938708] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=25.08%)
[2026-02-13T20:16:18.939018] [INFO ] [FORECASTER] Completed predict_future for APLE
[2026-02-13T20:16:18.939166] [INFO ] [sig       ] APLE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:19.080236] [INFO ] [LOCAL     ] Saved forecast: APLE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/APLE.txt
[2026-02-13T20:16:19.080414] [INFO ] [sig       ] [209/3406] Completed APLE in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.0m
[2026-02-13T20:16:19.080462] [INFO ] [sig       ] [210/3406] Forecasting APLS...
[2026-02-13T20:16:19.080493] [INFO ] [sig       ] Generating forecast for: APLS
[2026-02-13T20:16:19.080523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2026-02-13T20:16:19.091969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLS'.
[2026-02-13T20:16:19.092337] [INFO ] [FORECASTER] Starting predict_future for APLS
[2026-02-13T20:16:19.093153] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2026-02-13T20:16:19.093205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:19.093240] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:19.093267] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:19.093323] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:19.150162] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:19.151062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:19.151151] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:19.151192] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:19.275073] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:19.275229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:19.275268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:19.275337] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:19.278837] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2026-02-13T20:16:19.279124] [INFO ] [FORECASTER] Completed predict_future for APLS
[2026-02-13T20:16:19.279285] [INFO ] [sig       ] APLS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:19.422428] [INFO ] [LOCAL     ] Saved forecast: APLS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/APLS.txt
[2026-02-13T20:16:19.422609] [INFO ] [sig       ] [210/3406] Completed APLS in 0.3s | 2.81 sym/s | Total: 1.2m | ETA: 19.0m
[2026-02-13T20:16:19.422652] [INFO ] [sig       ] [211/3406] Forecasting APO...
[2026-02-13T20:16:19.422684] [INFO ] [sig       ] Generating forecast for: APO
[2026-02-13T20:16:19.422714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2026-02-13T20:16:19.434233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APO'.
[2026-02-13T20:16:19.434646] [INFO ] [FORECASTER] Starting predict_future for APO
[2026-02-13T20:16:19.435462] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2026-02-13T20:16:19.435517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:19.435550] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:19.435598] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:19.435660] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:19.495644] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:19.496534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:19.496638] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:19.496674] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:19.623813] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:19.623994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:19.624033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:19.624063] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:19.627700] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: UP (p=72.43%)
[2026-02-13T20:16:19.627987] [INFO ] [FORECASTER] Completed predict_future for APO
[2026-02-13T20:16:19.628130] [INFO ] [sig       ] APO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:19.768274] [INFO ] [LOCAL     ] Saved forecast: APO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/APO.txt
[2026-02-13T20:16:19.768435] [INFO ] [sig       ] [211/3406] Completed APO in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 18.9m
[2026-02-13T20:16:19.768474] [INFO ] [sig       ] [212/3406] Forecasting APOG...
[2026-02-13T20:16:19.768504] [INFO ] [sig       ] Generating forecast for: APOG
[2026-02-13T20:16:19.768534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2026-02-13T20:16:19.780643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APOG'.
[2026-02-13T20:16:19.781024] [INFO ] [FORECASTER] Starting predict_future for APOG
[2026-02-13T20:16:19.781823] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2026-02-13T20:16:19.781875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:19.781906] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:19.781932] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:19.781989] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:19.841866] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:19.842802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:19.842888] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:19.842923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:19.966317] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:19.966488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:19.966527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:19.966555] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:19.970623] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2026-02-13T20:16:19.970934] [INFO ] [FORECASTER] Completed predict_future for APOG
[2026-02-13T20:16:19.971068] [INFO ] [sig       ] APOG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:20.114590] [INFO ] [LOCAL     ] Saved forecast: APOG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/APOG.txt
[2026-02-13T20:16:20.114749] [INFO ] [sig       ] [212/3406] Completed APOG in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 18.9m
[2026-02-13T20:16:20.114789] [INFO ] [sig       ] [213/3406] Forecasting APP...
[2026-02-13T20:16:20.114817] [INFO ] [sig       ] Generating forecast for: APP
[2026-02-13T20:16:20.114849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2026-02-13T20:16:20.125860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2026-02-13T20:16:20.126240] [INFO ] [FORECASTER] Starting predict_future for APP
[2026-02-13T20:16:20.127085] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2026-02-13T20:16:20.127138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:20.127172] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:20.127199] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:20.127256] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:20.186562] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:20.187516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:20.187642] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:20.187680] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:20.308186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:20.308355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:20.308394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:20.308438] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:20.311845] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: UP (p=77.04%)
[2026-02-13T20:16:20.312119] [INFO ] [FORECASTER] Completed predict_future for APP
[2026-02-13T20:16:20.312246] [INFO ] [sig       ] APP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:20.456669] [INFO ] [LOCAL     ] Saved forecast: APP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/APP.txt
[2026-02-13T20:16:20.456843] [INFO ] [sig       ] [213/3406] Completed APP in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 18.9m
[2026-02-13T20:16:20.456883] [INFO ] [sig       ] [214/3406] Forecasting APPF...
[2026-02-13T20:16:20.456915] [INFO ] [sig       ] Generating forecast for: APPF
[2026-02-13T20:16:20.456944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2026-02-13T20:16:20.469689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPF'.
[2026-02-13T20:16:20.470087] [INFO ] [FORECASTER] Starting predict_future for APPF
[2026-02-13T20:16:20.470943] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2026-02-13T20:16:20.470997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:20.471030] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:20.471059] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:20.471117] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:20.531929] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:20.532877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:20.532964] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:20.532998] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:20.656469] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:20.656633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:20.656674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:20.656703] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:20.660188] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: UP (p=58.81%)
[2026-02-13T20:16:20.660468] [INFO ] [FORECASTER] Completed predict_future for APPF
[2026-02-13T20:16:20.660617] [INFO ] [sig       ] APPF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:20.802211] [INFO ] [LOCAL     ] Saved forecast: APPF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/APPF.txt
[2026-02-13T20:16:20.802372] [INFO ] [sig       ] [214/3406] Completed APPF in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 18.9m
[2026-02-13T20:16:20.802412] [INFO ] [sig       ] [215/3406] Forecasting APPN...
[2026-02-13T20:16:20.802442] [INFO ] [sig       ] Generating forecast for: APPN
[2026-02-13T20:16:20.802472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2026-02-13T20:16:20.814474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPN'.
[2026-02-13T20:16:20.814880] [INFO ] [FORECASTER] Starting predict_future for APPN
[2026-02-13T20:16:20.815736] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2026-02-13T20:16:20.815791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:20.815824] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:20.815852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:20.815910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:20.876184] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:20.877313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:20.877400] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:20.877450] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:21.001689] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:21.001852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:21.001894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:21.001924] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:21.005446] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: UP (p=91.82%)
[2026-02-13T20:16:21.005752] [INFO ] [FORECASTER] Completed predict_future for APPN
[2026-02-13T20:16:21.005889] [INFO ] [sig       ] APPN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:21.145754] [INFO ] [LOCAL     ] Saved forecast: APPN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/APPN.txt
[2026-02-13T20:16:21.145912] [INFO ] [sig       ] [215/3406] Completed APPN in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 18.9m
[2026-02-13T20:16:21.145961] [INFO ] [sig       ] [216/3406] Forecasting APPS...
[2026-02-13T20:16:21.145992] [INFO ] [sig       ] Generating forecast for: APPS
[2026-02-13T20:16:21.146022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2026-02-13T20:16:21.158388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2026-02-13T20:16:21.158786] [INFO ] [FORECASTER] Starting predict_future for APPS
[2026-02-13T20:16:21.159654] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2026-02-13T20:16:21.159709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:21.159742] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:21.159770] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:21.159828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:21.222363] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:21.223425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:21.223511] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:21.223546] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:21.345316] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:21.345471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:21.345510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:21.345538] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:21.349013] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=9.92%)
[2026-02-13T20:16:21.349315] [INFO ] [FORECASTER] Completed predict_future for APPS
[2026-02-13T20:16:21.349452] [INFO ] [sig       ] APPS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:21.489971] [INFO ] [LOCAL     ] Saved forecast: APPS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/APPS.txt
[2026-02-13T20:16:21.490142] [INFO ] [sig       ] [216/3406] Completed APPS in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 18.9m
[2026-02-13T20:16:21.490187] [INFO ] [sig       ] [217/3406] Forecasting APYX...
[2026-02-13T20:16:21.490220] [INFO ] [sig       ] Generating forecast for: APYX
[2026-02-13T20:16:21.490252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2026-02-13T20:16:21.501952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2026-02-13T20:16:21.502350] [INFO ] [FORECASTER] Starting predict_future for APYX
[2026-02-13T20:16:21.503194] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2026-02-13T20:16:21.503249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:21.503282] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:21.503330] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:21.503391] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:21.564033] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:21.564989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:21.565107] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:21.565143] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:21.683750] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:21.683896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:21.683938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:21.683968] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:21.687699] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=64.64%)
[2026-02-13T20:16:21.688015] [INFO ] [FORECASTER] Completed predict_future for APYX
[2026-02-13T20:16:21.688166] [INFO ] [sig       ] APYX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:21.841173] [INFO ] [LOCAL     ] Saved forecast: APYX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/APYX.txt
[2026-02-13T20:16:21.841349] [INFO ] [sig       ] [217/3406] Completed APYX in 0.4s | 2.81 sym/s | Total: 1.3m | ETA: 18.9m
[2026-02-13T20:16:21.841393] [INFO ] [sig       ] [218/3406] Forecasting AQMS...
[2026-02-13T20:16:21.841424] [INFO ] [sig       ] Generating forecast for: AQMS
[2026-02-13T20:16:21.841455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2026-02-13T20:16:21.853504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2026-02-13T20:16:21.854015] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2026-02-13T20:16:21.855281] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2026-02-13T20:16:21.855345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:21.855387] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:21.855424] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:21.855508] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:21.919114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:21.920031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:21.920129] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:21.920171] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:22.054822] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:22.055025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:22.055078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:22.055120] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:22.060502] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: UP (p=90.31%)
[2026-02-13T20:16:22.061075] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2026-02-13T20:16:22.061287] [INFO ] [sig       ] AQMS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:22.218563] [INFO ] [LOCAL     ] Saved forecast: AQMS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AQMS.txt
[2026-02-13T20:16:22.218755] [INFO ] [sig       ] [218/3406] Completed AQMS in 0.4s | 2.81 sym/s | Total: 1.3m | ETA: 18.9m
[2026-02-13T20:16:22.218802] [INFO ] [sig       ] [219/3406] Forecasting AQN...
[2026-02-13T20:16:22.218832] [INFO ] [sig       ] Generating forecast for: AQN
[2026-02-13T20:16:22.218862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2026-02-13T20:16:22.229884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2026-02-13T20:16:22.230273] [INFO ] [FORECASTER] Starting predict_future for AQN
[2026-02-13T20:16:22.231137] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2026-02-13T20:16:22.231190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:22.231222] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:22.231248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:22.231304] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:22.291069] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:22.292014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:22.292112] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:22.292145] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:22.427853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:22.428016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:22.428058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:22.428087] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:22.431829] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: UP (p=87.84%)
[2026-02-13T20:16:22.432146] [INFO ] [FORECASTER] Completed predict_future for AQN
[2026-02-13T20:16:22.432290] [INFO ] [sig       ] AQN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:22.587154] [INFO ] [LOCAL     ] Saved forecast: AQN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AQN.txt
[2026-02-13T20:16:22.587308] [INFO ] [sig       ] [219/3406] Completed AQN in 0.4s | 2.81 sym/s | Total: 1.3m | ETA: 18.9m
[2026-02-13T20:16:22.587351] [INFO ] [sig       ] [220/3406] Forecasting AQNB...
[2026-02-13T20:16:22.587380] [INFO ] [sig       ] Generating forecast for: AQNB
[2026-02-13T20:16:22.587409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2026-02-13T20:16:22.599504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2026-02-13T20:16:22.599935] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2026-02-13T20:16:22.600766] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2026-02-13T20:16:22.600820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:22.600853] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:22.600881] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:22.600940] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:22.667540] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:22.668458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:22.668542] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:22.668596] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:22.787072] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:22.787239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:22.787281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:22.787310] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:22.790950] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2026-02-13T20:16:22.791228] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2026-02-13T20:16:22.791359] [INFO ] [sig       ] AQNB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:22.940262] [INFO ] [LOCAL     ] Saved forecast: AQNB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AQNB.txt
[2026-02-13T20:16:22.940461] [INFO ] [sig       ] [220/3406] Completed AQNB in 0.4s | 2.81 sym/s | Total: 1.3m | ETA: 18.9m
[2026-02-13T20:16:22.940515] [INFO ] [sig       ] [221/3406] Forecasting ARBB...
[2026-02-13T20:16:22.940555] [INFO ] [sig       ] Generating forecast for: ARBB
[2026-02-13T20:16:22.940629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2026-02-13T20:16:22.952502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2026-02-13T20:16:22.952858] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2026-02-13T20:16:22.953650] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2026-02-13T20:16:22.953703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:22.953735] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:22.953762] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:22.953818] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:23.011281] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:23.011918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:23.011997] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:23.012030] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:23.129714] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:23.129845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:23.129883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:23.129910] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:23.133214] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: UP (p=57.42%)
[2026-02-13T20:16:23.133495] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2026-02-13T20:16:23.133643] [INFO ] [sig       ] ARBB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:23.278252] [INFO ] [LOCAL     ] Saved forecast: ARBB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ARBB.txt
[2026-02-13T20:16:23.278389] [INFO ] [sig       ] [221/3406] Completed ARBB in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 18.9m
[2026-02-13T20:16:23.278428] [INFO ] [sig       ] [222/3406] Forecasting ARBE...
[2026-02-13T20:16:23.278458] [INFO ] [sig       ] Generating forecast for: ARBE
[2026-02-13T20:16:23.278488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2026-02-13T20:16:23.289552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2026-02-13T20:16:23.289919] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2026-02-13T20:16:23.290730] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2026-02-13T20:16:23.290783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:23.290815] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:23.290842] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:23.290897] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:23.347565] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:23.348401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:23.348477] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:23.348508] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:23.474964] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:23.475108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:23.475147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:23.475174] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:23.478561] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=12.61%)
[2026-02-13T20:16:23.478866] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2026-02-13T20:16:23.478995] [INFO ] [sig       ] ARBE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:23.621681] [INFO ] [LOCAL     ] Saved forecast: ARBE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ARBE.txt
[2026-02-13T20:16:23.621843] [INFO ] [sig       ] [222/3406] Completed ARBE in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 18.9m
[2026-02-13T20:16:23.621885] [INFO ] [sig       ] [223/3406] Forecasting ARCB...
[2026-02-13T20:16:23.621914] [INFO ] [sig       ] Generating forecast for: ARCB
[2026-02-13T20:16:23.621944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2026-02-13T20:16:23.632935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2026-02-13T20:16:23.633314] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2026-02-13T20:16:23.634345] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2026-02-13T20:16:23.634397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:23.634429] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:23.634455] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:23.634511] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:23.695403] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:23.696283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:23.696369] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:23.696402] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:23.822647] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:23.822810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:23.822852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:23.822882] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:23.826419] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2026-02-13T20:16:23.826730] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2026-02-13T20:16:23.826862] [INFO ] [sig       ] ARCB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:23.967428] [INFO ] [LOCAL     ] Saved forecast: ARCB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ARCB.txt
[2026-02-13T20:16:23.967624] [INFO ] [sig       ] [223/3406] Completed ARCB in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 18.9m
[2026-02-13T20:16:23.967672] [INFO ] [sig       ] [224/3406] Forecasting ARCC...
[2026-02-13T20:16:23.967702] [INFO ] [sig       ] Generating forecast for: ARCC
[2026-02-13T20:16:23.967732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2026-02-13T20:16:23.978805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2026-02-13T20:16:23.979207] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2026-02-13T20:16:23.980049] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2026-02-13T20:16:23.980104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:23.980166] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:23.980197] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:23.980256] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:24.037528] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:24.038481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:24.038567] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:24.038622] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:24.159501] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:24.159706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:24.159747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:24.159776] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:24.163561] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2026-02-13T20:16:24.163906] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2026-02-13T20:16:24.164050] [INFO ] [sig       ] ARCC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:24.309686] [INFO ] [LOCAL     ] Saved forecast: ARCC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ARCC.txt
[2026-02-13T20:16:24.309848] [INFO ] [sig       ] [224/3406] Completed ARCC in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 18.8m
[2026-02-13T20:16:24.309888] [INFO ] [sig       ] [225/3406] Forecasting ARCO...
[2026-02-13T20:16:24.309917] [INFO ] [sig       ] Generating forecast for: ARCO
[2026-02-13T20:16:24.309947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2026-02-13T20:16:24.321516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2026-02-13T20:16:24.321961] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2026-02-13T20:16:24.322811] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2026-02-13T20:16:24.322866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:24.322899] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:24.322925] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:24.322981] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:24.383897] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:24.384803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:24.384889] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:24.384923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:24.501006] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:24.501169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:24.501208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:24.501236] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:24.504891] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=5.80%)
[2026-02-13T20:16:24.505187] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2026-02-13T20:16:24.505319] [INFO ] [sig       ] ARCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:24.649780] [INFO ] [LOCAL     ] Saved forecast: ARCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ARCO.txt
[2026-02-13T20:16:24.649950] [INFO ] [sig       ] [225/3406] Completed ARCO in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 18.8m
[2026-02-13T20:16:24.649991] [INFO ] [sig       ] [226/3406] Forecasting ARDC...
[2026-02-13T20:16:24.650021] [INFO ] [sig       ] Generating forecast for: ARDC
[2026-02-13T20:16:24.650051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2026-02-13T20:16:24.662028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2026-02-13T20:16:24.662651] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2026-02-13T20:16:24.663517] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2026-02-13T20:16:24.663603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:24.663653] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:24.663682] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:24.663740] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:24.727114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:24.728290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:24.728422] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:24.728457] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:24.863153] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:24.863322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:24.863361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:24.863389] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:24.866902] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: UP (p=59.25%)
[2026-02-13T20:16:24.867187] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2026-02-13T20:16:24.867317] [INFO ] [sig       ] ARDC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:25.016539] [INFO ] [LOCAL     ] Saved forecast: ARDC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ARDC.txt
[2026-02-13T20:16:25.016718] [INFO ] [sig       ] [226/3406] Completed ARDC in 0.4s | 2.81 sym/s | Total: 1.3m | ETA: 18.8m
[2026-02-13T20:16:25.016764] [INFO ] [sig       ] [227/3406] Forecasting ARDX...
[2026-02-13T20:16:25.016794] [INFO ] [sig       ] Generating forecast for: ARDX
[2026-02-13T20:16:25.016827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2026-02-13T20:16:25.027980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2026-02-13T20:16:25.028312] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2026-02-13T20:16:25.029303] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2026-02-13T20:16:25.029357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:25.029388] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:25.029414] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:25.029470] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:25.089025] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:25.090072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:25.090157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:25.090189] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:25.213993] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:25.214153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:25.214193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:25.214270] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:25.217770] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: DOWN (p=43.07%)
[2026-02-13T20:16:25.218052] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2026-02-13T20:16:25.218182] [INFO ] [sig       ] ARDX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:25.357830] [INFO ] [LOCAL     ] Saved forecast: ARDX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ARDX.txt
[2026-02-13T20:16:25.357950] [INFO ] [sig       ] [227/3406] Completed ARDX in 0.3s | 2.81 sym/s | Total: 1.3m | ETA: 18.8m
[2026-02-13T20:16:25.357990] [INFO ] [sig       ] [228/3406] Forecasting ARE...
[2026-02-13T20:16:25.358018] [INFO ] [sig       ] Generating forecast for: ARE
[2026-02-13T20:16:25.358049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2026-02-13T20:16:25.369261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2026-02-13T20:16:25.369563] [INFO ] [FORECASTER] Starting predict_future for ARE
[2026-02-13T20:16:25.370355] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2026-02-13T20:16:25.370407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:25.370439] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:25.370465] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:25.370534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:25.429098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:25.429751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:25.429828] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:25.429859] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:25.550101] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:25.550248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:25.550287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:25.550316] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:25.553710] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2026-02-13T20:16:25.553983] [INFO ] [FORECASTER] Completed predict_future for ARE
[2026-02-13T20:16:25.554109] [INFO ] [sig       ] ARE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:25.709444] [INFO ] [LOCAL     ] Saved forecast: ARE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ARE.txt
[2026-02-13T20:16:25.709648] [INFO ] [sig       ] [228/3406] Completed ARE in 0.4s | 2.81 sym/s | Total: 1.3m | ETA: 18.8m
[2026-02-13T20:16:25.709696] [INFO ] [sig       ] [229/3406] Forecasting AREC...
[2026-02-13T20:16:25.709732] [INFO ] [sig       ] Generating forecast for: AREC
[2026-02-13T20:16:25.709773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2026-02-13T20:16:25.721866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2026-02-13T20:16:25.722251] [INFO ] [FORECASTER] Starting predict_future for AREC
[2026-02-13T20:16:25.723179] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2026-02-13T20:16:25.723238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:25.723271] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:25.723302] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:25.723372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:25.788796] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:25.789767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:25.789860] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:25.789895] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:25.920976] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:25.921135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:25.921175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:25.921203] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:25.924785] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2026-02-13T20:16:25.925059] [INFO ] [FORECASTER] Completed predict_future for AREC
[2026-02-13T20:16:25.925186] [INFO ] [sig       ] AREC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:26.062737] [INFO ] [LOCAL     ] Saved forecast: AREC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AREC.txt
[2026-02-13T20:16:26.062894] [INFO ] [sig       ] [229/3406] Completed AREC in 0.4s | 2.81 sym/s | Total: 1.4m | ETA: 18.8m
[2026-02-13T20:16:26.062935] [INFO ] [sig       ] [230/3406] Forecasting ARES...
[2026-02-13T20:16:26.062964] [INFO ] [sig       ] Generating forecast for: ARES
[2026-02-13T20:16:26.062995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2026-02-13T20:16:26.074533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2026-02-13T20:16:26.074919] [INFO ] [FORECASTER] Starting predict_future for ARES
[2026-02-13T20:16:26.075726] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2026-02-13T20:16:26.075792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:26.075823] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:26.075850] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:26.075905] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:26.132199] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:26.133108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:26.133195] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:26.133229] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:26.264312] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:26.264488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:26.264538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:26.264592] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:26.268681] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: UP (p=70.44%)
[2026-02-13T20:16:26.269078] [INFO ] [FORECASTER] Completed predict_future for ARES
[2026-02-13T20:16:26.269227] [INFO ] [sig       ] ARES: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:26.419774] [INFO ] [LOCAL     ] Saved forecast: ARES	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ARES.txt
[2026-02-13T20:16:26.419966] [INFO ] [sig       ] [230/3406] Completed ARES in 0.4s | 2.81 sym/s | Total: 1.4m | ETA: 18.8m
[2026-02-13T20:16:26.420013] [INFO ] [sig       ] [231/3406] Forecasting ARGX...
[2026-02-13T20:16:26.420045] [INFO ] [sig       ] Generating forecast for: ARGX
[2026-02-13T20:16:26.420077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2026-02-13T20:16:26.431773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2026-02-13T20:16:26.432158] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2026-02-13T20:16:26.433202] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2026-02-13T20:16:26.433255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:26.433288] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:26.433314] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:26.433372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:26.495899] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:26.496900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:26.497014] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:26.497053] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:26.628426] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:26.628614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:26.628668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:26.628698] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:26.632616] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: DOWN (p=34.29%)
[2026-02-13T20:16:26.632939] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2026-02-13T20:16:26.633081] [INFO ] [sig       ] ARGX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:26.788622] [INFO ] [LOCAL     ] Saved forecast: ARGX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ARGX.txt
[2026-02-13T20:16:26.788785] [INFO ] [sig       ] [231/3406] Completed ARGX in 0.4s | 2.81 sym/s | Total: 1.4m | ETA: 18.8m
[2026-02-13T20:16:26.788825] [INFO ] [sig       ] [232/3406] Forecasting ARHS...
[2026-02-13T20:16:26.788856] [INFO ] [sig       ] Generating forecast for: ARHS
[2026-02-13T20:16:26.788885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2026-02-13T20:16:26.801776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2026-02-13T20:16:26.802198] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2026-02-13T20:16:26.803138] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2026-02-13T20:16:26.803201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:26.803240] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:26.803268] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:26.803331] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:26.865609] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:26.866472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:26.866554] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:26.866608] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:26.988100] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:26.988260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:26.988299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:26.988328] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:26.991894] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2026-02-13T20:16:26.992258] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2026-02-13T20:16:26.992404] [INFO ] [sig       ] ARHS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:27.133953] [INFO ] [LOCAL     ] Saved forecast: ARHS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ARHS.txt
[2026-02-13T20:16:27.134113] [INFO ] [sig       ] [232/3406] Completed ARHS in 0.3s | 2.81 sym/s | Total: 1.4m | ETA: 18.8m
[2026-02-13T20:16:27.134152] [INFO ] [sig       ] [233/3406] Forecasting ARI...
[2026-02-13T20:16:27.134183] [INFO ] [sig       ] Generating forecast for: ARI
[2026-02-13T20:16:27.134213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2026-02-13T20:16:27.145737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2026-02-13T20:16:27.146129] [INFO ] [FORECASTER] Starting predict_future for ARI
[2026-02-13T20:16:27.146930] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2026-02-13T20:16:27.146982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:27.147013] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:27.147040] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:27.147097] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:27.204306] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:27.205195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:27.205280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:27.205312] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:27.339507] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:27.339679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:27.339719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:27.339747] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:27.343190] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=21.54%)
[2026-02-13T20:16:27.343470] [INFO ] [FORECASTER] Completed predict_future for ARI
[2026-02-13T20:16:27.343619] [INFO ] [sig       ] ARI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:27.482735] [INFO ] [LOCAL     ] Saved forecast: ARI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ARI.txt
[2026-02-13T20:16:27.482885] [INFO ] [sig       ] [233/3406] Completed ARI in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 18.8m
[2026-02-13T20:16:27.482924] [INFO ] [sig       ] [234/3406] Forecasting ARKO...
[2026-02-13T20:16:27.482953] [INFO ] [sig       ] Generating forecast for: ARKO
[2026-02-13T20:16:27.482985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2026-02-13T20:16:27.494343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2026-02-13T20:16:27.494721] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2026-02-13T20:16:27.495560] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2026-02-13T20:16:27.495645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:27.495679] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:27.495708] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:27.495767] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:27.556006] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:27.556708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:27.556826] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:27.556872] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:27.678952] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:27.679115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:27.679156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:27.679185] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:27.683016] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: UP (p=94.01%)
[2026-02-13T20:16:27.683327] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2026-02-13T20:16:27.683669] [INFO ] [sig       ] ARKO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:27.831907] [INFO ] [LOCAL     ] Saved forecast: ARKO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ARKO.txt
[2026-02-13T20:16:27.832071] [INFO ] [sig       ] [234/3406] Completed ARKO in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 18.8m
[2026-02-13T20:16:27.832125] [INFO ] [sig       ] [235/3406] Forecasting ARLO...
[2026-02-13T20:16:27.832158] [INFO ] [sig       ] Generating forecast for: ARLO
[2026-02-13T20:16:27.832187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2026-02-13T20:16:27.846761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2026-02-13T20:16:27.847108] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2026-02-13T20:16:27.848022] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2026-02-13T20:16:27.848085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:27.848119] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:27.848146] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:27.848204] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:27.908045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:27.909092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:27.909280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:27.909325] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:28.037499] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:28.037687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:28.037729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:28.037759] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:28.041345] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: UP (p=85.03%)
[2026-02-13T20:16:28.041699] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2026-02-13T20:16:28.041834] [INFO ] [sig       ] ARLO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:28.187185] [INFO ] [LOCAL     ] Saved forecast: ARLO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ARLO.txt
[2026-02-13T20:16:28.187315] [INFO ] [sig       ] [235/3406] Completed ARLO in 0.4s | 2.82 sym/s | Total: 1.4m | ETA: 18.8m
[2026-02-13T20:16:28.187362] [INFO ] [sig       ] [236/3406] Forecasting ARLP...
[2026-02-13T20:16:28.187392] [INFO ] [sig       ] Generating forecast for: ARLP
[2026-02-13T20:16:28.187423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2026-02-13T20:16:28.199246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2026-02-13T20:16:28.199649] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2026-02-13T20:16:28.200455] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2026-02-13T20:16:28.200508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:28.200540] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:28.200568] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:28.200660] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:28.259116] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:28.259840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:28.259921] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:28.259956] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:28.381962] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:28.382119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:28.382158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:28.382185] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:28.385621] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2026-02-13T20:16:28.385904] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2026-02-13T20:16:28.386037] [INFO ] [sig       ] ARLP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:28.533740] [INFO ] [LOCAL     ] Saved forecast: ARLP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ARLP.txt
[2026-02-13T20:16:28.533910] [INFO ] [sig       ] [236/3406] Completed ARLP in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 18.8m
[2026-02-13T20:16:28.533954] [INFO ] [sig       ] [237/3406] Forecasting ARM...
[2026-02-13T20:16:28.533985] [INFO ] [sig       ] Generating forecast for: ARM
[2026-02-13T20:16:28.534017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2026-02-13T20:16:28.548910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2026-02-13T20:16:28.549261] [INFO ] [FORECASTER] Starting predict_future for ARM
[2026-02-13T20:16:28.550082] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2026-02-13T20:16:28.550135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:28.550169] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:28.550198] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:28.550256] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:28.608458] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:28.609159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:28.609239] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:28.609274] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:28.729098] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:28.729249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:28.729311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:28.729343] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:28.732934] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: DOWN (p=12.97%)
[2026-02-13T20:16:28.733224] [INFO ] [FORECASTER] Completed predict_future for ARM
[2026-02-13T20:16:28.733358] [INFO ] [sig       ] ARM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:28.874386] [INFO ] [LOCAL     ] Saved forecast: ARM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ARM.txt
[2026-02-13T20:16:28.874536] [INFO ] [sig       ] [237/3406] Completed ARM in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 18.8m
[2026-02-13T20:16:28.874598] [INFO ] [sig       ] [238/3406] Forecasting ARMK...
[2026-02-13T20:16:28.874633] [INFO ] [sig       ] Generating forecast for: ARMK
[2026-02-13T20:16:28.874662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2026-02-13T20:16:28.885756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2026-02-13T20:16:28.886091] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2026-02-13T20:16:28.886907] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2026-02-13T20:16:28.886960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:28.886992] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:28.887019] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:28.887075] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:28.945690] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:28.946368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:28.946454] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:28.946492] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:29.067500] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:29.067675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:29.067718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:29.067747] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:29.071175] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=55.55%)
[2026-02-13T20:16:29.071466] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2026-02-13T20:16:29.071621] [INFO ] [sig       ] ARMK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:29.217277] [INFO ] [LOCAL     ] Saved forecast: ARMK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ARMK.txt
[2026-02-13T20:16:29.217422] [INFO ] [sig       ] [238/3406] Completed ARMK in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 18.7m
[2026-02-13T20:16:29.217461] [INFO ] [sig       ] [239/3406] Forecasting AROC...
[2026-02-13T20:16:29.217490] [INFO ] [sig       ] Generating forecast for: AROC
[2026-02-13T20:16:29.217522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2026-02-13T20:16:29.228978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2026-02-13T20:16:29.229333] [INFO ] [FORECASTER] Starting predict_future for AROC
[2026-02-13T20:16:29.230147] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2026-02-13T20:16:29.230201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:29.230235] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:29.230264] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:29.230321] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:29.289037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:29.289900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:29.289989] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:29.290023] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:29.405503] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:29.405678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:29.405719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:29.405748] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:29.409164] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=61.16%)
[2026-02-13T20:16:29.409451] [INFO ] [FORECASTER] Completed predict_future for AROC
[2026-02-13T20:16:29.409598] [INFO ] [sig       ] AROC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:29.549144] [INFO ] [LOCAL     ] Saved forecast: AROC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AROC.txt
[2026-02-13T20:16:29.549288] [INFO ] [sig       ] [239/3406] Completed AROC in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 18.7m
[2026-02-13T20:16:29.549327] [INFO ] [sig       ] [240/3406] Forecasting ARQ...
[2026-02-13T20:16:29.549358] [INFO ] [sig       ] Generating forecast for: ARQ
[2026-02-13T20:16:29.549389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2026-02-13T20:16:29.560170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2026-02-13T20:16:29.560519] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2026-02-13T20:16:29.561313] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2026-02-13T20:16:29.561365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:29.561397] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:29.561424] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:29.561480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:29.617758] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:29.618475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:29.618555] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:29.618609] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:29.736097] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:29.736255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:29.736294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:29.736322] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:29.739741] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=96.45%)
[2026-02-13T20:16:29.740017] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2026-02-13T20:16:29.740144] [INFO ] [sig       ] ARQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:29.880913] [INFO ] [LOCAL     ] Saved forecast: ARQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ARQ.txt
[2026-02-13T20:16:29.881052] [INFO ] [sig       ] [240/3406] Completed ARQ in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 18.7m
[2026-02-13T20:16:29.881091] [INFO ] [sig       ] [241/3406] Forecasting ARQQ...
[2026-02-13T20:16:29.881121] [INFO ] [sig       ] Generating forecast for: ARQQ
[2026-02-13T20:16:29.881150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQQ.csv'.
[2026-02-13T20:16:29.894982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQQ'.
[2026-02-13T20:16:29.895365] [INFO ] [FORECASTER] Starting predict_future for ARQQ
[2026-02-13T20:16:29.896182] [DEBUG] [LOCAL     ] No optimal features file found for ARQQ: ./output/feature-sets/ARQQ.txt
[2026-02-13T20:16:29.896234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:29.896308] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:29.896338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:29.896394] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:29.954020] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:29.954735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:29.954814] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:29.954846] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:30.074030] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:30.074169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:30.074209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:30.074237] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:30.077562] [DEBUG] [FORECASTER] ARQQ: Forecast T+1@11:T+2@11: UP (p=77.38%)
[2026-02-13T20:16:30.077877] [INFO ] [FORECASTER] Completed predict_future for ARQQ
[2026-02-13T20:16:30.078008] [INFO ] [sig       ] ARQQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:30.216512] [INFO ] [LOCAL     ] Saved forecast: ARQQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ARQQ.txt
[2026-02-13T20:16:30.216655] [INFO ] [sig       ] [241/3406] Completed ARQQ in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 18.7m
[2026-02-13T20:16:30.216696] [INFO ] [sig       ] [242/3406] Forecasting ARRY...
[2026-02-13T20:16:30.216724] [INFO ] [sig       ] Generating forecast for: ARRY
[2026-02-13T20:16:30.216755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2026-02-13T20:16:30.227547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2026-02-13T20:16:30.227930] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2026-02-13T20:16:30.228720] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2026-02-13T20:16:30.228773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:30.228805] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:30.228831] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:30.228887] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:30.285334] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:30.285993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:30.286071] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:30.286103] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:30.406428] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:30.406588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:30.406630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:30.406660] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:30.410043] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: UP (p=67.46%)
[2026-02-13T20:16:30.410322] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2026-02-13T20:16:30.410451] [INFO ] [sig       ] ARRY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:30.548999] [INFO ] [LOCAL     ] Saved forecast: ARRY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ARRY.txt
[2026-02-13T20:16:30.549124] [INFO ] [sig       ] [242/3406] Completed ARRY in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 18.7m
[2026-02-13T20:16:30.549163] [INFO ] [sig       ] [243/3406] Forecasting ARTL...
[2026-02-13T20:16:30.549191] [INFO ] [sig       ] Generating forecast for: ARTL
[2026-02-13T20:16:30.549223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2026-02-13T20:16:30.561069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTL'.
[2026-02-13T20:16:30.561429] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2026-02-13T20:16:30.562221] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2026-02-13T20:16:30.562273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:30.562304] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:30.562330] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:30.562386] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:30.624738] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:30.625519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:30.625627] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:30.625665] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:30.745127] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:30.745283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:30.745322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:30.745375] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:30.748983] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: DOWN (p=38.16%)
[2026-02-13T20:16:30.749273] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2026-02-13T20:16:30.749408] [INFO ] [sig       ] ARTL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:30.895231] [INFO ] [LOCAL     ] Saved forecast: ARTL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ARTL.txt
[2026-02-13T20:16:30.895391] [INFO ] [sig       ] [243/3406] Completed ARTL in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 18.7m
[2026-02-13T20:16:30.895433] [INFO ] [sig       ] [244/3406] Forecasting ARTNA...
[2026-02-13T20:16:30.895463] [INFO ] [sig       ] Generating forecast for: ARTNA
[2026-02-13T20:16:30.895497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2026-02-13T20:16:30.907510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARTNA'.
[2026-02-13T20:16:30.907940] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2026-02-13T20:16:30.908779] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2026-02-13T20:16:30.908836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:30.908879] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:30.908920] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:30.908992] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:30.967790] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:30.968686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:30.968774] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:30.968808] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:31.086800] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:31.086972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:31.087018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:31.087083] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:31.090678] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: DOWN (p=16.33%)
[2026-02-13T20:16:31.090976] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2026-02-13T20:16:31.091110] [INFO ] [sig       ] ARTNA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:31.236063] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ARTNA.txt
[2026-02-13T20:16:31.236220] [INFO ] [sig       ] [244/3406] Completed ARTNA in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 18.7m
[2026-02-13T20:16:31.236265] [INFO ] [sig       ] [245/3406] Forecasting ARVN...
[2026-02-13T20:16:31.236297] [INFO ] [sig       ] Generating forecast for: ARVN
[2026-02-13T20:16:31.236329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2026-02-13T20:16:31.247703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2026-02-13T20:16:31.248083] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2026-02-13T20:16:31.248930] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2026-02-13T20:16:31.248984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:31.249017] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:31.249045] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:31.249103] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:31.307842] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:31.308812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:31.308901] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:31.308936] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:31.430189] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:31.430341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:31.430381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:31.430408] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:31.434086] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=35.36%)
[2026-02-13T20:16:31.434436] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2026-02-13T20:16:31.434607] [INFO ] [sig       ] ARVN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:31.582003] [INFO ] [LOCAL     ] Saved forecast: ARVN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ARVN.txt
[2026-02-13T20:16:31.582166] [INFO ] [sig       ] [245/3406] Completed ARVN in 0.3s | 2.82 sym/s | Total: 1.4m | ETA: 18.7m
[2026-02-13T20:16:31.582208] [INFO ] [sig       ] [246/3406] Forecasting ASA...
[2026-02-13T20:16:31.582244] [INFO ] [sig       ] Generating forecast for: ASA
[2026-02-13T20:16:31.582283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2026-02-13T20:16:31.593528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2026-02-13T20:16:31.593952] [INFO ] [FORECASTER] Starting predict_future for ASA
[2026-02-13T20:16:31.594803] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2026-02-13T20:16:31.594858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:31.594890] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:31.594918] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:31.594975] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:31.658812] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:31.660091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:31.660201] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:31.660239] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:31.786916] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:31.787071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:31.787110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:31.787139] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:31.790569] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: DOWN (p=31.31%)
[2026-02-13T20:16:31.790862] [INFO ] [FORECASTER] Completed predict_future for ASA
[2026-02-13T20:16:31.791004] [INFO ] [sig       ] ASA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:31.930658] [INFO ] [LOCAL     ] Saved forecast: ASA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ASA.txt
[2026-02-13T20:16:31.930783] [INFO ] [sig       ] [246/3406] Completed ASA in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 18.7m
[2026-02-13T20:16:31.930822] [INFO ] [sig       ] [247/3406] Forecasting ASB...
[2026-02-13T20:16:31.930851] [INFO ] [sig       ] Generating forecast for: ASB
[2026-02-13T20:16:31.930881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2026-02-13T20:16:31.942119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2026-02-13T20:16:31.942444] [INFO ] [FORECASTER] Starting predict_future for ASB
[2026-02-13T20:16:31.943245] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2026-02-13T20:16:31.943297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:31.943328] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:31.943354] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:31.943411] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:32.001591] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:32.002218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:32.002296] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:32.002329] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:32.120992] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:32.121143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:32.121181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:32.121208] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:32.124634] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: UP (p=80.03%)
[2026-02-13T20:16:32.124911] [INFO ] [FORECASTER] Completed predict_future for ASB
[2026-02-13T20:16:32.125038] [INFO ] [sig       ] ASB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:32.262474] [INFO ] [LOCAL     ] Saved forecast: ASB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ASB.txt
[2026-02-13T20:16:32.262613] [INFO ] [sig       ] [247/3406] Completed ASB in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 18.7m
[2026-02-13T20:16:32.262655] [INFO ] [sig       ] [248/3406] Forecasting ASBA...
[2026-02-13T20:16:32.262683] [INFO ] [sig       ] Generating forecast for: ASBA
[2026-02-13T20:16:32.262712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2026-02-13T20:16:32.275483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2026-02-13T20:16:32.276022] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2026-02-13T20:16:32.276824] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2026-02-13T20:16:32.276876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:32.276908] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:32.276935] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:32.276992] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:32.335394] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:32.336242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:32.336324] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:32.336356] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:32.448007] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:32.448162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:32.448203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:32.448261] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:32.451640] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2026-02-13T20:16:32.451918] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2026-02-13T20:16:32.452046] [INFO ] [sig       ] ASBA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:32.591718] [INFO ] [LOCAL     ] Saved forecast: ASBA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ASBA.txt
[2026-02-13T20:16:32.591870] [INFO ] [sig       ] [248/3406] Completed ASBA in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 18.7m
[2026-02-13T20:16:32.591911] [INFO ] [sig       ] [249/3406] Forecasting ASC...
[2026-02-13T20:16:32.591941] [INFO ] [sig       ] Generating forecast for: ASC
[2026-02-13T20:16:32.591972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2026-02-13T20:16:32.602974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASC'.
[2026-02-13T20:16:32.603293] [INFO ] [FORECASTER] Starting predict_future for ASC
[2026-02-13T20:16:32.604110] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2026-02-13T20:16:32.604163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:32.604195] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:32.604222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:32.604278] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:32.662035] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:32.662883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:32.662967] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:32.663000] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:32.780601] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:32.780743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:32.780782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:32.780811] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:32.784151] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=76.57%)
[2026-02-13T20:16:32.784430] [INFO ] [FORECASTER] Completed predict_future for ASC
[2026-02-13T20:16:32.784566] [INFO ] [sig       ] ASC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:32.920950] [INFO ] [LOCAL     ] Saved forecast: ASC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ASC.txt
[2026-02-13T20:16:32.921078] [INFO ] [sig       ] [249/3406] Completed ASC in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 18.6m
[2026-02-13T20:16:32.921115] [INFO ] [sig       ] [250/3406] Forecasting ASG...
[2026-02-13T20:16:32.921144] [INFO ] [sig       ] Generating forecast for: ASG
[2026-02-13T20:16:32.921173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2026-02-13T20:16:32.931859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2026-02-13T20:16:32.932172] [INFO ] [FORECASTER] Starting predict_future for ASG
[2026-02-13T20:16:32.932958] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2026-02-13T20:16:32.933010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:32.933042] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:32.933068] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:32.933124] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:32.988496] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:32.989142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:32.989220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:32.989266] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:33.113858] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:33.114015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:33.114054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:33.114082] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:33.117533] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: UP (p=77.44%)
[2026-02-13T20:16:33.117863] [INFO ] [FORECASTER] Completed predict_future for ASG
[2026-02-13T20:16:33.118001] [INFO ] [sig       ] ASG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:33.259545] [INFO ] [LOCAL     ] Saved forecast: ASG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ASG.txt
[2026-02-13T20:16:33.259696] [INFO ] [sig       ] [250/3406] Completed ASG in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 18.6m
[2026-02-13T20:16:33.259911] [INFO ] [sig       ] [251/3406] Forecasting ASGI...
[2026-02-13T20:16:33.259941] [INFO ] [sig       ] Generating forecast for: ASGI
[2026-02-13T20:16:33.259969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2026-02-13T20:16:33.272220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGI'.
[2026-02-13T20:16:33.272561] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2026-02-13T20:16:33.273410] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2026-02-13T20:16:33.273465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:33.273497] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:33.273525] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:33.273606] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:33.330806] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:33.331475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:33.331604] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:33.331641] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:33.456622] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:33.456777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:33.456818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:33.456846] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:33.463659] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: UP (p=84.88%)
[2026-02-13T20:16:33.464116] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2026-02-13T20:16:33.464291] [INFO ] [sig       ] ASGI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:33.607047] [INFO ] [LOCAL     ] Saved forecast: ASGI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ASGI.txt
[2026-02-13T20:16:33.607194] [INFO ] [sig       ] [251/3406] Completed ASGI in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 18.6m
[2026-02-13T20:16:33.607232] [INFO ] [sig       ] [252/3406] Forecasting ASGN...
[2026-02-13T20:16:33.607262] [INFO ] [sig       ] Generating forecast for: ASGN
[2026-02-13T20:16:33.607293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2026-02-13T20:16:33.619301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2026-02-13T20:16:33.619647] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2026-02-13T20:16:33.620427] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2026-02-13T20:16:33.620479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:33.620511] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:33.620551] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:33.620633] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:33.679363] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:33.680045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:33.680125] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:33.680158] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:33.801649] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:33.801792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:33.801833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:33.801863] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:33.805368] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: UP (p=71.64%)
[2026-02-13T20:16:33.805677] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2026-02-13T20:16:33.805808] [INFO ] [sig       ] ASGN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:33.943434] [INFO ] [LOCAL     ] Saved forecast: ASGN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ASGN.txt
[2026-02-13T20:16:33.943598] [INFO ] [sig       ] [252/3406] Completed ASGN in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 18.6m
[2026-02-13T20:16:33.943649] [INFO ] [sig       ] [253/3406] Forecasting ASH...
[2026-02-13T20:16:33.943682] [INFO ] [sig       ] Generating forecast for: ASH
[2026-02-13T20:16:33.943712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2026-02-13T20:16:33.956277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASH'.
[2026-02-13T20:16:33.956631] [INFO ] [FORECASTER] Starting predict_future for ASH
[2026-02-13T20:16:33.957772] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2026-02-13T20:16:33.957827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:33.957859] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:33.957885] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:33.957944] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:34.016031] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:34.016703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:34.016980] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:34.017012] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:34.143532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:34.143707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:34.143749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:34.143778] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:34.147297] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: DOWN (p=26.00%)
[2026-02-13T20:16:34.147630] [INFO ] [FORECASTER] Completed predict_future for ASH
[2026-02-13T20:16:34.147769] [INFO ] [sig       ] ASH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:34.288112] [INFO ] [LOCAL     ] Saved forecast: ASH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ASH.txt
[2026-02-13T20:16:34.288267] [INFO ] [sig       ] [253/3406] Completed ASH in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 18.6m
[2026-02-13T20:16:34.288307] [INFO ] [sig       ] [254/3406] Forecasting ASIX...
[2026-02-13T20:16:34.288339] [INFO ] [sig       ] Generating forecast for: ASIX
[2026-02-13T20:16:34.288370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2026-02-13T20:16:34.301042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2026-02-13T20:16:34.301395] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2026-02-13T20:16:34.302258] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2026-02-13T20:16:34.302312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:34.302346] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:34.302373] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:34.302431] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:34.361509] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:34.362409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:34.362500] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:34.362533] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:34.484804] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:34.484983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:34.485034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:34.485070] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:34.489524] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: UP (p=52.90%)
[2026-02-13T20:16:34.489872] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2026-02-13T20:16:34.490011] [INFO ] [sig       ] ASIX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:34.635184] [INFO ] [LOCAL     ] Saved forecast: ASIX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ASIX.txt
[2026-02-13T20:16:34.635370] [INFO ] [sig       ] [254/3406] Completed ASIX in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 18.6m
[2026-02-13T20:16:34.635414] [INFO ] [sig       ] [255/3406] Forecasting ASLE...
[2026-02-13T20:16:34.635445] [INFO ] [sig       ] Generating forecast for: ASLE
[2026-02-13T20:16:34.635476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2026-02-13T20:16:34.646279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2026-02-13T20:16:34.646642] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2026-02-13T20:16:34.647428] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2026-02-13T20:16:34.647482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:34.647517] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:34.647552] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:34.647685] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:34.705243] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:34.705977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:34.706055] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:34.706087] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:34.822186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:34.822346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:34.822385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:34.822414] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:34.825892] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: DOWN (p=28.43%)
[2026-02-13T20:16:34.826182] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2026-02-13T20:16:34.826315] [INFO ] [sig       ] ASLE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:34.967423] [INFO ] [LOCAL     ] Saved forecast: ASLE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ASLE.txt
[2026-02-13T20:16:34.967618] [INFO ] [sig       ] [255/3406] Completed ASLE in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 18.6m
[2026-02-13T20:16:34.967662] [INFO ] [sig       ] [256/3406] Forecasting ASMB...
[2026-02-13T20:16:34.967692] [INFO ] [sig       ] Generating forecast for: ASMB
[2026-02-13T20:16:34.967729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2026-02-13T20:16:34.980523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASMB'.
[2026-02-13T20:16:34.980925] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2026-02-13T20:16:34.981732] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2026-02-13T20:16:34.981785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:34.981816] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:34.981843] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:34.981898] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:35.041384] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:35.042234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:35.042323] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:35.042359] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:35.175299] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:35.175468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:35.175510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:35.175541] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:35.179529] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=32.09%)
[2026-02-13T20:16:35.179943] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2026-02-13T20:16:35.180094] [INFO ] [sig       ] ASMB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:35.326716] [INFO ] [LOCAL     ] Saved forecast: ASMB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ASMB.txt
[2026-02-13T20:16:35.326878] [INFO ] [sig       ] [256/3406] Completed ASMB in 0.4s | 2.83 sym/s | Total: 1.5m | ETA: 18.6m
[2026-02-13T20:16:35.326920] [INFO ] [sig       ] [257/3406] Forecasting ASML...
[2026-02-13T20:16:35.326950] [INFO ] [sig       ] Generating forecast for: ASML
[2026-02-13T20:16:35.326982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2026-02-13T20:16:35.342307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2026-02-13T20:16:35.342739] [INFO ] [FORECASTER] Starting predict_future for ASML
[2026-02-13T20:16:35.343591] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2026-02-13T20:16:35.343646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:35.343681] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:35.343710] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:35.343769] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:35.403598] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:35.404464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:35.404553] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:35.404607] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:35.539075] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:35.539243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:35.539289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:35.539321] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:35.543364] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: DOWN (p=48.84%)
[2026-02-13T20:16:35.543784] [INFO ] [FORECASTER] Completed predict_future for ASML
[2026-02-13T20:16:35.543938] [INFO ] [sig       ] ASML: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:35.692608] [INFO ] [LOCAL     ] Saved forecast: ASML	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ASML.txt
[2026-02-13T20:16:35.692791] [INFO ] [sig       ] [257/3406] Completed ASML in 0.4s | 2.82 sym/s | Total: 1.5m | ETA: 18.6m
[2026-02-13T20:16:35.692831] [INFO ] [sig       ] [258/3406] Forecasting ASND...
[2026-02-13T20:16:35.692862] [INFO ] [sig       ] Generating forecast for: ASND
[2026-02-13T20:16:35.692891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2026-02-13T20:16:35.704967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASND'.
[2026-02-13T20:16:35.705273] [INFO ] [FORECASTER] Starting predict_future for ASND
[2026-02-13T20:16:35.706085] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2026-02-13T20:16:35.706138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:35.706198] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:35.706226] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:35.706282] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:35.763507] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:35.764118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:35.764194] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:35.764227] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:35.888742] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:35.888846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:35.888881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:35.888907] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:35.892107] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: UP (p=58.94%)
[2026-02-13T20:16:35.892373] [INFO ] [FORECASTER] Completed predict_future for ASND
[2026-02-13T20:16:35.892497] [INFO ] [sig       ] ASND: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:36.031146] [INFO ] [LOCAL     ] Saved forecast: ASND	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ASND.txt
[2026-02-13T20:16:36.031257] [INFO ] [sig       ] [258/3406] Completed ASND in 0.3s | 2.83 sym/s | Total: 1.5m | ETA: 18.6m
[2026-02-13T20:16:36.031296] [INFO ] [sig       ] [259/3406] Forecasting ASO...
[2026-02-13T20:16:36.031326] [INFO ] [sig       ] Generating forecast for: ASO
[2026-02-13T20:16:36.031355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2026-02-13T20:16:36.105445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2026-02-13T20:16:36.105778] [INFO ] [FORECASTER] Starting predict_future for ASO
[2026-02-13T20:16:36.106563] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2026-02-13T20:16:36.106652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:36.106694] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:36.106726] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:36.106784] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:36.163233] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:36.163857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:36.163938] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:36.163972] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:36.286135] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:36.286270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:36.286309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:36.286338] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:36.289741] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: DOWN (p=27.17%)
[2026-02-13T20:16:36.290015] [INFO ] [FORECASTER] Completed predict_future for ASO
[2026-02-13T20:16:36.290141] [INFO ] [sig       ] ASO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:36.429341] [INFO ] [LOCAL     ] Saved forecast: ASO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ASO.txt
[2026-02-13T20:16:36.429452] [INFO ] [sig       ] [259/3406] Completed ASO in 0.4s | 2.82 sym/s | Total: 1.5m | ETA: 18.6m
[2026-02-13T20:16:36.429492] [INFO ] [sig       ] [260/3406] Forecasting ASPI...
[2026-02-13T20:16:36.429522] [INFO ] [sig       ] Generating forecast for: ASPI
[2026-02-13T20:16:36.429557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2026-02-13T20:16:36.440662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2026-02-13T20:16:36.440956] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2026-02-13T20:16:36.441745] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2026-02-13T20:16:36.441796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:36.441828] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:36.441855] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:36.441912] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:36.500468] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:36.501254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:36.501331] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:36.501362] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:36.618225] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:36.618357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:36.618395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:36.618422] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:36.621792] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2026-02-13T20:16:36.622063] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2026-02-13T20:16:36.622189] [INFO ] [sig       ] ASPI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:36.763033] [INFO ] [LOCAL     ] Saved forecast: ASPI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ASPI.txt
[2026-02-13T20:16:36.763139] [INFO ] [sig       ] [260/3406] Completed ASPI in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 18.6m
[2026-02-13T20:16:36.763175] [INFO ] [sig       ] [261/3406] Forecasting ASPN...
[2026-02-13T20:16:36.763203] [INFO ] [sig       ] Generating forecast for: ASPN
[2026-02-13T20:16:36.763233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2026-02-13T20:16:36.774839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2026-02-13T20:16:36.775128] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2026-02-13T20:16:36.775940] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2026-02-13T20:16:36.775992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:36.776023] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:36.776049] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:36.776104] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:36.831771] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:36.832366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:36.832443] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:36.832475] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:36.954888] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:36.955019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:36.955055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:36.955113] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:36.958473] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: DOWN (p=41.91%)
[2026-02-13T20:16:36.958799] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2026-02-13T20:16:36.958925] [INFO ] [sig       ] ASPN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:37.154323] [INFO ] [LOCAL     ] Saved forecast: ASPN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ASPN.txt
[2026-02-13T20:16:37.154460] [INFO ] [sig       ] [261/3406] Completed ASPN in 0.4s | 2.82 sym/s | Total: 1.5m | ETA: 18.6m
[2026-02-13T20:16:37.154500] [INFO ] [sig       ] [262/3406] Forecasting ASPS...
[2026-02-13T20:16:37.154530] [INFO ] [sig       ] Generating forecast for: ASPS
[2026-02-13T20:16:37.154564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2026-02-13T20:16:37.165453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPS'.
[2026-02-13T20:16:37.165779] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2026-02-13T20:16:37.166554] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2026-02-13T20:16:37.166651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:37.166691] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:37.166724] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:37.166780] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:37.223590] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:37.224184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:37.224261] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:37.224294] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:37.342373] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:37.342494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:37.342532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:37.342560] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:37.345864] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: DOWN (p=28.34%)
[2026-02-13T20:16:37.346139] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2026-02-13T20:16:37.346265] [INFO ] [sig       ] ASPS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:37.487270] [INFO ] [LOCAL     ] Saved forecast: ASPS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ASPS.txt
[2026-02-13T20:16:37.487376] [INFO ] [sig       ] [262/3406] Completed ASPS in 0.3s | 2.82 sym/s | Total: 1.5m | ETA: 18.6m
[2026-02-13T20:16:37.487413] [INFO ] [sig       ] [263/3406] Forecasting ASTE...
[2026-02-13T20:16:37.487443] [INFO ] [sig       ] Generating forecast for: ASTE
[2026-02-13T20:16:37.487473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2026-02-13T20:16:37.498669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2026-02-13T20:16:37.498968] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2026-02-13T20:16:37.499756] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2026-02-13T20:16:37.499808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:37.499839] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:37.499866] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:37.499936] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:37.557744] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:37.558355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:37.558433] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:37.558465] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:37.677852] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:37.677958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:37.677994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:37.678022] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:37.681196] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=47.34%)
[2026-02-13T20:16:37.681464] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2026-02-13T20:16:37.681622] [INFO ] [sig       ] ASTE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:37.823947] [INFO ] [LOCAL     ] Saved forecast: ASTE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ASTE.txt
[2026-02-13T20:16:37.824067] [INFO ] [sig       ] [263/3406] Completed ASTE in 0.3s | 2.82 sym/s | Total: 1.6m | ETA: 18.5m
[2026-02-13T20:16:37.824105] [INFO ] [sig       ] [264/3406] Forecasting ASTH...
[2026-02-13T20:16:37.824134] [INFO ] [sig       ] Generating forecast for: ASTH
[2026-02-13T20:16:37.824163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2026-02-13T20:16:37.835225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTH'.
[2026-02-13T20:16:37.835524] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2026-02-13T20:16:37.836308] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2026-02-13T20:16:37.836360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:37.836391] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:37.836417] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:37.836473] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:37.893446] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:37.894066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:37.894144] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:37.894176] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:38.009538] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:38.009679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:38.009724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:38.009758] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:38.012988] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: DOWN (p=17.94%)
[2026-02-13T20:16:38.013255] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2026-02-13T20:16:38.013383] [INFO ] [sig       ] ASTH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:38.150967] [INFO ] [LOCAL     ] Saved forecast: ASTH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ASTH.txt
[2026-02-13T20:16:38.151075] [INFO ] [sig       ] [264/3406] Completed ASTH in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 18.5m
[2026-02-13T20:16:38.151113] [INFO ] [sig       ] [265/3406] Forecasting ASTI...
[2026-02-13T20:16:38.151141] [INFO ] [sig       ] Generating forecast for: ASTI
[2026-02-13T20:16:38.151170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2026-02-13T20:16:38.162228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2026-02-13T20:16:38.162545] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2026-02-13T20:16:38.163333] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2026-02-13T20:16:38.163399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:38.163431] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:38.163458] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:38.163515] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:38.220024] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:38.220639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:38.220716] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:38.220748] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:38.339618] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:38.339747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:38.339787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:38.339816] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:38.343119] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2026-02-13T20:16:38.343393] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2026-02-13T20:16:38.343521] [INFO ] [sig       ] ASTI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:38.483598] [INFO ] [LOCAL     ] Saved forecast: ASTI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ASTI.txt
[2026-02-13T20:16:38.483758] [INFO ] [sig       ] [265/3406] Completed ASTI in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 18.5m
[2026-02-13T20:16:38.483800] [INFO ] [sig       ] [266/3406] Forecasting ASTL...
[2026-02-13T20:16:38.483829] [INFO ] [sig       ] Generating forecast for: ASTL
[2026-02-13T20:16:38.483859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2026-02-13T20:16:38.495388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTL'.
[2026-02-13T20:16:38.495773] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2026-02-13T20:16:38.496550] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2026-02-13T20:16:38.496628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:38.496661] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:38.496687] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:38.496744] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:38.556702] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:38.557630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:38.557716] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:38.557750] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:38.676438] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:38.676621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:38.676663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:38.676692] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:38.680091] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2026-02-13T20:16:38.680370] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2026-02-13T20:16:38.680498] [INFO ] [sig       ] ASTL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:38.820343] [INFO ] [LOCAL     ] Saved forecast: ASTL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ASTL.txt
[2026-02-13T20:16:38.820498] [INFO ] [sig       ] [266/3406] Completed ASTL in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 18.5m
[2026-02-13T20:16:38.820537] [INFO ] [sig       ] [267/3406] Forecasting ASTS...
[2026-02-13T20:16:38.820587] [INFO ] [sig       ] Generating forecast for: ASTS
[2026-02-13T20:16:38.820621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2026-02-13T20:16:38.831558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2026-02-13T20:16:38.831949] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2026-02-13T20:16:38.832743] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2026-02-13T20:16:38.832795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:38.832826] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:38.832853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:38.832909] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:38.889453] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:38.890320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:38.890402] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:38.890436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:39.012251] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:39.012415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:39.012455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:39.012483] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:39.016788] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: UP (p=62.46%)
[2026-02-13T20:16:39.017073] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2026-02-13T20:16:39.017201] [INFO ] [sig       ] ASTS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:39.156428] [INFO ] [LOCAL     ] Saved forecast: ASTS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ASTS.txt
[2026-02-13T20:16:39.156605] [INFO ] [sig       ] [267/3406] Completed ASTS in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 18.5m
[2026-02-13T20:16:39.156646] [INFO ] [sig       ] [268/3406] Forecasting ASX...
[2026-02-13T20:16:39.156676] [INFO ] [sig       ] Generating forecast for: ASX
[2026-02-13T20:16:39.156707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2026-02-13T20:16:39.168605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2026-02-13T20:16:39.168971] [INFO ] [FORECASTER] Starting predict_future for ASX
[2026-02-13T20:16:39.169771] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2026-02-13T20:16:39.169823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:39.169855] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:39.169883] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:39.169939] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:39.227807] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:39.228678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:39.228790] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:39.228824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:39.349096] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:39.349257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:39.349296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:39.349324] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:39.352809] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=82.31%)
[2026-02-13T20:16:39.353092] [INFO ] [FORECASTER] Completed predict_future for ASX
[2026-02-13T20:16:39.353223] [INFO ] [sig       ] ASX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:39.493862] [INFO ] [LOCAL     ] Saved forecast: ASX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ASX.txt
[2026-02-13T20:16:39.494025] [INFO ] [sig       ] [268/3406] Completed ASX in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 18.5m
[2026-02-13T20:16:39.494065] [INFO ] [sig       ] [269/3406] Forecasting ASYS...
[2026-02-13T20:16:39.494097] [INFO ] [sig       ] Generating forecast for: ASYS
[2026-02-13T20:16:39.494127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2026-02-13T20:16:39.505399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2026-02-13T20:16:39.505808] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2026-02-13T20:16:39.506622] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2026-02-13T20:16:39.506674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:39.506706] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:39.506733] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:39.506790] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:39.566207] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:39.567118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:39.567203] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:39.567237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:39.687522] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:39.687752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:39.687794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:39.687822] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:39.691640] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=46.66%)
[2026-02-13T20:16:39.692108] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2026-02-13T20:16:39.692233] [INFO ] [sig       ] ASYS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:39.833223] [INFO ] [LOCAL     ] Saved forecast: ASYS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ASYS.txt
[2026-02-13T20:16:39.833379] [INFO ] [sig       ] [269/3406] Completed ASYS in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 18.5m
[2026-02-13T20:16:39.833419] [INFO ] [sig       ] [270/3406] Forecasting ATAI...
[2026-02-13T20:16:39.833448] [INFO ] [sig       ] Generating forecast for: ATAI
[2026-02-13T20:16:39.833479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2026-02-13T20:16:39.845403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATAI'.
[2026-02-13T20:16:39.845781] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2026-02-13T20:16:39.846549] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2026-02-13T20:16:39.846633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:39.846673] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:39.846706] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:39.846775] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:39.904252] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:39.905148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:39.905232] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:39.905265] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:40.023722] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:40.023882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:40.023921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:40.023949] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:40.027368] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2026-02-13T20:16:40.027710] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2026-02-13T20:16:40.027840] [INFO ] [sig       ] ATAI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:40.167080] [INFO ] [LOCAL     ] Saved forecast: ATAI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ATAI.txt
[2026-02-13T20:16:40.167237] [INFO ] [sig       ] [270/3406] Completed ATAI in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 18.5m
[2026-02-13T20:16:40.167277] [INFO ] [sig       ] [271/3406] Forecasting ATEC...
[2026-02-13T20:16:40.167308] [INFO ] [sig       ] Generating forecast for: ATEC
[2026-02-13T20:16:40.167337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2026-02-13T20:16:40.178917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEC'.
[2026-02-13T20:16:40.179262] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2026-02-13T20:16:40.180066] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2026-02-13T20:16:40.180118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:40.180150] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:40.180177] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:40.180233] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:40.236794] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:40.237741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:40.237828] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:40.237862] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:40.363435] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:40.363613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:40.363654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:40.363683] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:40.367212] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=98.63%)
[2026-02-13T20:16:40.367490] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2026-02-13T20:16:40.367660] [INFO ] [sig       ] ATEC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:40.517648] [INFO ] [LOCAL     ] Saved forecast: ATEC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ATEC.txt
[2026-02-13T20:16:40.517857] [INFO ] [sig       ] [271/3406] Completed ATEC in 0.4s | 2.83 sym/s | Total: 1.6m | ETA: 18.5m
[2026-02-13T20:16:40.517902] [INFO ] [sig       ] [272/3406] Forecasting ATEN...
[2026-02-13T20:16:40.517943] [INFO ] [sig       ] Generating forecast for: ATEN
[2026-02-13T20:16:40.517980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2026-02-13T20:16:40.530481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEN'.
[2026-02-13T20:16:40.530878] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2026-02-13T20:16:40.531819] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2026-02-13T20:16:40.531882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:40.531918] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:40.531944] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:40.532011] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:40.597620] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:40.598377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:40.598463] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:40.598498] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:40.733041] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:40.733217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:40.733259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:40.733288] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:40.736707] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=25.98%)
[2026-02-13T20:16:40.736983] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2026-02-13T20:16:40.737111] [INFO ] [sig       ] ATEN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:40.886665] [INFO ] [LOCAL     ] Saved forecast: ATEN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ATEN.txt
[2026-02-13T20:16:40.886872] [INFO ] [sig       ] [272/3406] Completed ATEN in 0.4s | 2.83 sym/s | Total: 1.6m | ETA: 18.5m
[2026-02-13T20:16:40.886919] [INFO ] [sig       ] [273/3406] Forecasting ATEX...
[2026-02-13T20:16:40.886951] [INFO ] [sig       ] Generating forecast for: ATEX
[2026-02-13T20:16:40.886992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2026-02-13T20:16:40.902748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2026-02-13T20:16:40.903123] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2026-02-13T20:16:40.903963] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2026-02-13T20:16:40.904015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:40.904046] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:40.904073] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:40.904129] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:40.961774] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:40.962686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:40.962776] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:40.962809] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:41.085518] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:41.085700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:41.085742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:41.085771] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:41.089398] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: DOWN (p=12.60%)
[2026-02-13T20:16:41.089735] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2026-02-13T20:16:41.089881] [INFO ] [sig       ] ATEX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:41.231060] [INFO ] [LOCAL     ] Saved forecast: ATEX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ATEX.txt
[2026-02-13T20:16:41.231201] [INFO ] [sig       ] [273/3406] Completed ATEX in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 18.5m
[2026-02-13T20:16:41.231241] [INFO ] [sig       ] [274/3406] Forecasting ATGE...
[2026-02-13T20:16:41.231271] [INFO ] [sig       ] Generating forecast for: ATGE
[2026-02-13T20:16:41.231301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2026-02-13T20:16:41.243143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2026-02-13T20:16:41.243486] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2026-02-13T20:16:41.244347] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2026-02-13T20:16:41.244401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:41.244434] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:41.244462] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:41.244520] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:41.302844] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:41.303524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:41.303626] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:41.303661] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:41.422110] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:41.422255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:41.422294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:41.422324] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:41.425847] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=47.02%)
[2026-02-13T20:16:41.426132] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2026-02-13T20:16:41.426260] [INFO ] [sig       ] ATGE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:41.567849] [INFO ] [LOCAL     ] Saved forecast: ATGE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ATGE.txt
[2026-02-13T20:16:41.567982] [INFO ] [sig       ] [274/3406] Completed ATGE in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 18.5m
[2026-02-13T20:16:41.568023] [INFO ] [sig       ] [275/3406] Forecasting ATHM...
[2026-02-13T20:16:41.568052] [INFO ] [sig       ] Generating forecast for: ATHM
[2026-02-13T20:16:41.568083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2026-02-13T20:16:41.579846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHM'.
[2026-02-13T20:16:41.580201] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2026-02-13T20:16:41.581084] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2026-02-13T20:16:41.581139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:41.581201] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:41.581229] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:41.581287] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:41.639977] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:41.640879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:41.640967] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:41.640999] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:41.767714] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:41.767874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:41.767912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:41.767940] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:41.771363] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: DOWN (p=25.78%)
[2026-02-13T20:16:41.771664] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2026-02-13T20:16:41.771794] [INFO ] [sig       ] ATHM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:41.909956] [INFO ] [LOCAL     ] Saved forecast: ATHM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ATHM.txt
[2026-02-13T20:16:41.910086] [INFO ] [sig       ] [275/3406] Completed ATHM in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 18.4m
[2026-02-13T20:16:41.910128] [INFO ] [sig       ] [276/3406] Forecasting ATI...
[2026-02-13T20:16:41.910156] [INFO ] [sig       ] Generating forecast for: ATI
[2026-02-13T20:16:41.910185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2026-02-13T20:16:41.921513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2026-02-13T20:16:41.921901] [INFO ] [FORECASTER] Starting predict_future for ATI
[2026-02-13T20:16:41.922698] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2026-02-13T20:16:41.922750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:41.922796] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:41.922824] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:41.922880] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:41.978641] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:41.979324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:41.979403] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:41.979436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:42.100483] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:42.100663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:42.100705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:42.100733] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:42.104139] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=15.07%)
[2026-02-13T20:16:42.104415] [INFO ] [FORECASTER] Completed predict_future for ATI
[2026-02-13T20:16:42.104542] [INFO ] [sig       ] ATI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:42.241942] [INFO ] [LOCAL     ] Saved forecast: ATI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ATI.txt
[2026-02-13T20:16:42.242069] [INFO ] [sig       ] [276/3406] Completed ATI in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 18.4m
[2026-02-13T20:16:42.242110] [INFO ] [sig       ] [277/3406] Forecasting ATLC...
[2026-02-13T20:16:42.242140] [INFO ] [sig       ] Generating forecast for: ATLC
[2026-02-13T20:16:42.242169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2026-02-13T20:16:42.253258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2026-02-13T20:16:42.253614] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2026-02-13T20:16:42.254388] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2026-02-13T20:16:42.254440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:42.254472] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:42.254499] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:42.254556] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:42.310307] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:42.311012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:42.311093] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:42.311125] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:42.430108] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:42.430278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:42.430318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:42.430345] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:42.433899] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2026-02-13T20:16:42.434191] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2026-02-13T20:16:42.434320] [INFO ] [sig       ] ATLC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:42.575822] [INFO ] [LOCAL     ] Saved forecast: ATLC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ATLC.txt
[2026-02-13T20:16:42.575955] [INFO ] [sig       ] [277/3406] Completed ATLC in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 18.4m
[2026-02-13T20:16:42.575994] [INFO ] [sig       ] [278/3406] Forecasting ATLCZ...
[2026-02-13T20:16:42.576024] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2026-02-13T20:16:42.576053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2026-02-13T20:16:42.586729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2026-02-13T20:16:42.587050] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2026-02-13T20:16:42.587881] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2026-02-13T20:16:42.587933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:42.587964] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:42.587989] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:42.588052] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:42.643737] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:42.644345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:42.644434] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:42.644467] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:42.755197] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:42.755339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:42.755377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:42.755437] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:42.758835] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2026-02-13T20:16:42.759118] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2026-02-13T20:16:42.759241] [INFO ] [sig       ] ATLCZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:42.896760] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ATLCZ.txt
[2026-02-13T20:16:42.896879] [INFO ] [sig       ] [278/3406] Completed ATLCZ in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 18.4m
[2026-02-13T20:16:42.896917] [INFO ] [sig       ] [279/3406] Forecasting ATLO...
[2026-02-13T20:16:42.896947] [INFO ] [sig       ] Generating forecast for: ATLO
[2026-02-13T20:16:42.896976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2026-02-13T20:16:42.907799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2026-02-13T20:16:42.908127] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2026-02-13T20:16:42.908928] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2026-02-13T20:16:42.908981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:42.909013] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:42.909038] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:42.909094] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:42.965184] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:42.965801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:42.965878] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:42.965911] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:43.076770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:43.076895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:43.076932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:43.076961] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:43.080309] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: DOWN (p=43.09%)
[2026-02-13T20:16:43.080600] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2026-02-13T20:16:43.080729] [INFO ] [sig       ] ATLO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:43.218801] [INFO ] [LOCAL     ] Saved forecast: ATLO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ATLO.txt
[2026-02-13T20:16:43.218931] [INFO ] [sig       ] [279/3406] Completed ATLO in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 18.4m
[2026-02-13T20:16:43.218975] [INFO ] [sig       ] [280/3406] Forecasting ATNI...
[2026-02-13T20:16:43.219005] [INFO ] [sig       ] Generating forecast for: ATNI
[2026-02-13T20:16:43.219034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2026-02-13T20:16:43.230442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2026-02-13T20:16:43.230770] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2026-02-13T20:16:43.231534] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2026-02-13T20:16:43.231604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:43.231637] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:43.231664] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:43.231729] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:43.288366] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:43.289016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:43.289095] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:43.289127] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:43.414700] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:43.414857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:43.414896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:43.414924] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:43.418956] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: UP (p=74.05%)
[2026-02-13T20:16:43.419236] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2026-02-13T20:16:43.419364] [INFO ] [sig       ] ATNI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:43.560092] [INFO ] [LOCAL     ] Saved forecast: ATNI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ATNI.txt
[2026-02-13T20:16:43.560228] [INFO ] [sig       ] [280/3406] Completed ATNI in 0.3s | 2.83 sym/s | Total: 1.6m | ETA: 18.4m
[2026-02-13T20:16:43.560266] [INFO ] [sig       ] [281/3406] Forecasting ATO...
[2026-02-13T20:16:43.560296] [INFO ] [sig       ] Generating forecast for: ATO
[2026-02-13T20:16:43.560326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2026-02-13T20:16:43.572599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2026-02-13T20:16:43.572937] [INFO ] [FORECASTER] Starting predict_future for ATO
[2026-02-13T20:16:43.573752] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2026-02-13T20:16:43.573816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:43.573854] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:43.573886] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:43.573950] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:43.630971] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:43.631851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:43.631931] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:43.631964] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:43.757737] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:43.758073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:43.758117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:43.758145] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:43.761733] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: UP (p=90.04%)
[2026-02-13T20:16:43.762196] [INFO ] [FORECASTER] Completed predict_future for ATO
[2026-02-13T20:16:43.762337] [INFO ] [sig       ] ATO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:43.899308] [INFO ] [LOCAL     ] Saved forecast: ATO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ATO.txt
[2026-02-13T20:16:43.899432] [INFO ] [sig       ] [281/3406] Completed ATO in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 18.4m
[2026-02-13T20:16:43.899468] [INFO ] [sig       ] [282/3406] Forecasting ATOM...
[2026-02-13T20:16:43.899497] [INFO ] [sig       ] Generating forecast for: ATOM
[2026-02-13T20:16:43.899527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2026-02-13T20:16:43.912194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATOM'.
[2026-02-13T20:16:43.912651] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2026-02-13T20:16:43.913535] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2026-02-13T20:16:43.913612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:43.913656] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:43.913685] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:43.913742] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:43.970424] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:43.971403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:43.971493] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:43.971528] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:44.101193] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:44.101379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:44.101421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:44.101452] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:44.105236] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2026-02-13T20:16:44.105543] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2026-02-13T20:16:44.105714] [INFO ] [sig       ] ATOM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:44.248322] [INFO ] [LOCAL     ] Saved forecast: ATOM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ATOM.txt
[2026-02-13T20:16:44.248466] [INFO ] [sig       ] [282/3406] Completed ATOM in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 18.4m
[2026-02-13T20:16:44.248508] [INFO ] [sig       ] [283/3406] Forecasting ATRA...
[2026-02-13T20:16:44.248537] [INFO ] [sig       ] Generating forecast for: ATRA
[2026-02-13T20:16:44.248567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2026-02-13T20:16:44.261092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2026-02-13T20:16:44.261474] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2026-02-13T20:16:44.262349] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2026-02-13T20:16:44.262406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:44.262439] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:44.262466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:44.262530] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:44.326427] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:44.327315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:44.327398] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:44.327432] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:44.449001] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:44.449117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:44.449183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:44.449215] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:44.452493] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: UP (p=70.83%)
[2026-02-13T20:16:44.452789] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2026-02-13T20:16:44.452916] [INFO ] [sig       ] ATRA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:44.593235] [INFO ] [LOCAL     ] Saved forecast: ATRA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ATRA.txt
[2026-02-13T20:16:44.593348] [INFO ] [sig       ] [283/3406] Completed ATRA in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 18.4m
[2026-02-13T20:16:44.593387] [INFO ] [sig       ] [284/3406] Forecasting ATRC...
[2026-02-13T20:16:44.593415] [INFO ] [sig       ] Generating forecast for: ATRC
[2026-02-13T20:16:44.593443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2026-02-13T20:16:44.607661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2026-02-13T20:16:44.608236] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2026-02-13T20:16:44.609269] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2026-02-13T20:16:44.609332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:44.609374] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:44.609409] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:44.609488] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:44.668466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:44.669101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:44.669179] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:44.669213] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:44.786409] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:44.786519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:44.786555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:44.786602] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:44.789920] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: DOWN (p=21.54%)
[2026-02-13T20:16:44.790207] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2026-02-13T20:16:44.790340] [INFO ] [sig       ] ATRC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:44.930239] [INFO ] [LOCAL     ] Saved forecast: ATRC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ATRC.txt
[2026-02-13T20:16:44.930351] [INFO ] [sig       ] [284/3406] Completed ATRC in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 18.4m
[2026-02-13T20:16:44.930388] [INFO ] [sig       ] [285/3406] Forecasting ATRO...
[2026-02-13T20:16:44.930416] [INFO ] [sig       ] Generating forecast for: ATRO
[2026-02-13T20:16:44.930444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2026-02-13T20:16:44.941922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2026-02-13T20:16:44.942231] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2026-02-13T20:16:44.943227] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2026-02-13T20:16:44.943280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:44.943311] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:44.943338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:44.943393] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:45.000895] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:45.001493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:45.001637] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:45.001674] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:45.124293] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:45.124447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:45.124490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:45.124531] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:45.128098] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2026-02-13T20:16:45.128384] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2026-02-13T20:16:45.128514] [INFO ] [sig       ] ATRO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:45.269776] [INFO ] [LOCAL     ] Saved forecast: ATRO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ATRO.txt
[2026-02-13T20:16:45.269892] [INFO ] [sig       ] [285/3406] Completed ATRO in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 18.4m
[2026-02-13T20:16:45.269928] [INFO ] [sig       ] [286/3406] Forecasting AUB...
[2026-02-13T20:16:45.269957] [INFO ] [sig       ] Generating forecast for: AUB
[2026-02-13T20:16:45.269986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2026-02-13T20:16:45.281194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2026-02-13T20:16:45.281511] [INFO ] [FORECASTER] Starting predict_future for AUB
[2026-02-13T20:16:45.282314] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2026-02-13T20:16:45.282366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:45.282398] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:45.282425] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:45.282482] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:45.341713] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:45.342560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:45.342661] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:45.342694] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:45.457881] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:45.458003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:45.458040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:45.458069] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:45.461386] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2026-02-13T20:16:45.461681] [INFO ] [FORECASTER] Completed predict_future for AUB
[2026-02-13T20:16:45.461808] [INFO ] [sig       ] AUB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:45.601536] [INFO ] [LOCAL     ] Saved forecast: AUB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AUB.txt
[2026-02-13T20:16:45.601671] [INFO ] [sig       ] [286/3406] Completed AUB in 0.3s | 2.83 sym/s | Total: 1.7m | ETA: 18.3m
[2026-02-13T20:16:45.601711] [INFO ] [sig       ] [287/3406] Forecasting AUDC...
[2026-02-13T20:16:45.601754] [INFO ] [sig       ] Generating forecast for: AUDC
[2026-02-13T20:16:45.601788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2026-02-13T20:16:45.612994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUDC'.
[2026-02-13T20:16:45.613302] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2026-02-13T20:16:45.614134] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2026-02-13T20:16:45.614186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:45.614230] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:45.614258] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:45.614314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:45.671650] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:45.672258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:45.672339] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:45.672371] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:45.790722] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:45.790826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:45.790862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:45.790890] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:45.794475] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: UP (p=94.30%)
[2026-02-13T20:16:45.794763] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2026-02-13T20:16:45.794896] [INFO ] [sig       ] AUDC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:45.936767] [INFO ] [LOCAL     ] Saved forecast: AUDC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AUDC.txt
[2026-02-13T20:16:45.936879] [INFO ] [sig       ] [287/3406] Completed AUDC in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 18.3m
[2026-02-13T20:16:45.936916] [INFO ] [sig       ] [288/3406] Forecasting AUPH...
[2026-02-13T20:16:45.936945] [INFO ] [sig       ] Generating forecast for: AUPH
[2026-02-13T20:16:45.936974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2026-02-13T20:16:45.948468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUPH'.
[2026-02-13T20:16:45.948809] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2026-02-13T20:16:45.949716] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2026-02-13T20:16:45.949771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:45.949812] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:45.949845] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:45.949915] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:46.008753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:46.009537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:46.009638] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:46.009672] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:46.132666] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:46.132787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:46.132823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:46.132852] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:46.136269] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=22.13%)
[2026-02-13T20:16:46.136539] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2026-02-13T20:16:46.136683] [INFO ] [sig       ] AUPH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:46.285155] [INFO ] [LOCAL     ] Saved forecast: AUPH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AUPH.txt
[2026-02-13T20:16:46.285327] [INFO ] [sig       ] [288/3406] Completed AUPH in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 18.3m
[2026-02-13T20:16:46.285370] [INFO ] [sig       ] [289/3406] Forecasting AURA...
[2026-02-13T20:16:46.285399] [INFO ] [sig       ] Generating forecast for: AURA
[2026-02-13T20:16:46.285431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2026-02-13T20:16:46.296492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2026-02-13T20:16:46.296849] [INFO ] [FORECASTER] Starting predict_future for AURA
[2026-02-13T20:16:46.297869] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2026-02-13T20:16:46.297922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:46.297954] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:46.297980] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:46.298036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:46.361813] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:46.362762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:46.362852] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:46.362886] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:46.488930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:46.489093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:46.489133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:46.489161] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:46.492661] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=90.35%)
[2026-02-13T20:16:46.492958] [INFO ] [FORECASTER] Completed predict_future for AURA
[2026-02-13T20:16:46.493095] [INFO ] [sig       ] AURA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:46.636234] [INFO ] [LOCAL     ] Saved forecast: AURA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AURA.txt
[2026-02-13T20:16:46.636393] [INFO ] [sig       ] [289/3406] Completed AURA in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 18.3m
[2026-02-13T20:16:46.636433] [INFO ] [sig       ] [290/3406] Forecasting AUTL...
[2026-02-13T20:16:46.636463] [INFO ] [sig       ] Generating forecast for: AUTL
[2026-02-13T20:16:46.636493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2026-02-13T20:16:46.648831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2026-02-13T20:16:46.649377] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2026-02-13T20:16:46.650360] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2026-02-13T20:16:46.650412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:46.650443] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:46.650469] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:46.650524] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:46.709910] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:46.710837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:46.710921] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:46.710955] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:46.834331] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:46.834491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:46.834529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:46.834557] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:46.838335] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: UP (p=88.72%)
[2026-02-13T20:16:46.838638] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2026-02-13T20:16:46.838770] [INFO ] [sig       ] AUTL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:46.977085] [INFO ] [LOCAL     ] Saved forecast: AUTL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AUTL.txt
[2026-02-13T20:16:46.977209] [INFO ] [sig       ] [290/3406] Completed AUTL in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 18.3m
[2026-02-13T20:16:46.977248] [INFO ] [sig       ] [291/3406] Forecasting AVA...
[2026-02-13T20:16:46.977282] [INFO ] [sig       ] Generating forecast for: AVA
[2026-02-13T20:16:46.977313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2026-02-13T20:16:46.988474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVA'.
[2026-02-13T20:16:46.988811] [INFO ] [FORECASTER] Starting predict_future for AVA
[2026-02-13T20:16:46.989681] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2026-02-13T20:16:46.989742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:46.989779] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:46.989811] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:46.989880] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:47.046091] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:47.046798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:47.046879] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:47.046912] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:47.163031] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:47.163183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:47.163223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:47.163252] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:47.166686] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=39.78%)
[2026-02-13T20:16:47.166965] [INFO ] [FORECASTER] Completed predict_future for AVA
[2026-02-13T20:16:47.167097] [INFO ] [sig       ] AVA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:47.307229] [INFO ] [LOCAL     ] Saved forecast: AVA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AVA.txt
[2026-02-13T20:16:47.307355] [INFO ] [sig       ] [291/3406] Completed AVA in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 18.3m
[2026-02-13T20:16:47.307395] [INFO ] [sig       ] [292/3406] Forecasting AVAH...
[2026-02-13T20:16:47.307423] [INFO ] [sig       ] Generating forecast for: AVAH
[2026-02-13T20:16:47.307452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2026-02-13T20:16:47.318441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2026-02-13T20:16:47.318816] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2026-02-13T20:16:47.319667] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2026-02-13T20:16:47.319720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:47.319780] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:47.319814] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:47.319883] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:47.377090] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:47.377788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:47.377886] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:47.377927] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:47.503355] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:47.503500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:47.503540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:47.503594] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:47.507422] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: DOWN (p=30.86%)
[2026-02-13T20:16:47.507770] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2026-02-13T20:16:47.507907] [INFO ] [sig       ] AVAH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:47.654715] [INFO ] [LOCAL     ] Saved forecast: AVAH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AVAH.txt
[2026-02-13T20:16:47.654860] [INFO ] [sig       ] [292/3406] Completed AVAH in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 18.3m
[2026-02-13T20:16:47.654899] [INFO ] [sig       ] [293/3406] Forecasting AVAL...
[2026-02-13T20:16:47.654930] [INFO ] [sig       ] Generating forecast for: AVAL
[2026-02-13T20:16:47.654959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2026-02-13T20:16:47.665779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2026-02-13T20:16:47.666115] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2026-02-13T20:16:47.666914] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2026-02-13T20:16:47.666967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:47.666998] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:47.667024] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:47.667080] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:47.725090] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:47.725888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:47.725977] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:47.726022] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:47.848854] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:47.849023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:47.849070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:47.849102] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:47.852783] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=62.80%)
[2026-02-13T20:16:47.853086] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2026-02-13T20:16:47.853227] [INFO ] [sig       ] AVAL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:47.991103] [INFO ] [LOCAL     ] Saved forecast: AVAL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AVAL.txt
[2026-02-13T20:16:47.991246] [INFO ] [sig       ] [293/3406] Completed AVAL in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 18.3m
[2026-02-13T20:16:47.991285] [INFO ] [sig       ] [294/3406] Forecasting AVB...
[2026-02-13T20:16:47.991316] [INFO ] [sig       ] Generating forecast for: AVB
[2026-02-13T20:16:47.991345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2026-02-13T20:16:48.002805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2026-02-13T20:16:48.003152] [INFO ] [FORECASTER] Starting predict_future for AVB
[2026-02-13T20:16:48.003992] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2026-02-13T20:16:48.004045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:48.004077] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:48.004103] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:48.004159] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:48.061292] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:48.062172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:48.062256] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:48.062289] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:48.196218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:48.196384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:48.196430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:48.196488] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:48.200413] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=93.95%)
[2026-02-13T20:16:48.200731] [INFO ] [FORECASTER] Completed predict_future for AVB
[2026-02-13T20:16:48.200874] [INFO ] [sig       ] AVB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:48.344926] [INFO ] [LOCAL     ] Saved forecast: AVB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AVB.txt
[2026-02-13T20:16:48.345055] [INFO ] [sig       ] [294/3406] Completed AVB in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 18.3m
[2026-02-13T20:16:48.345096] [INFO ] [sig       ] [295/3406] Forecasting AVBP...
[2026-02-13T20:16:48.345315] [INFO ] [sig       ] Generating forecast for: AVBP
[2026-02-13T20:16:48.345344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2026-02-13T20:16:48.358057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2026-02-13T20:16:48.358456] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2026-02-13T20:16:48.359496] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2026-02-13T20:16:48.359550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:48.359619] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:48.359671] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:48.359729] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:48.419156] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:48.420265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:48.420352] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:48.420385] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:48.543957] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:48.544123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:48.544163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:48.544234] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:48.547884] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2026-02-13T20:16:48.548184] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2026-02-13T20:16:48.548322] [INFO ] [sig       ] AVBP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:48.693135] [INFO ] [LOCAL     ] Saved forecast: AVBP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AVBP.txt
[2026-02-13T20:16:48.693496] [INFO ] [sig       ] [295/3406] Completed AVBP in 0.3s | 2.84 sym/s | Total: 1.7m | ETA: 18.3m
[2026-02-13T20:16:48.693538] [INFO ] [sig       ] [296/3406] Forecasting AVD...
[2026-02-13T20:16:48.693568] [INFO ] [sig       ] Generating forecast for: AVD
[2026-02-13T20:16:48.693621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2026-02-13T20:16:48.705118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVD'.
[2026-02-13T20:16:48.705494] [INFO ] [FORECASTER] Starting predict_future for AVD
[2026-02-13T20:16:48.706312] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2026-02-13T20:16:48.706365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:48.706396] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:48.706422] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:48.706479] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:48.766248] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:48.767180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:48.767267] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:48.767315] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:48.896486] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:48.896668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:48.896709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:48.896738] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:48.900278] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=17.88%)
[2026-02-13T20:16:48.900563] [INFO ] [FORECASTER] Completed predict_future for AVD
[2026-02-13T20:16:48.900713] [INFO ] [sig       ] AVD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:49.047490] [INFO ] [LOCAL     ] Saved forecast: AVD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AVD.txt
[2026-02-13T20:16:49.047697] [INFO ] [sig       ] [296/3406] Completed AVD in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 18.3m
[2026-02-13T20:16:49.047749] [INFO ] [sig       ] [297/3406] Forecasting AVGO...
[2026-02-13T20:16:49.047783] [INFO ] [sig       ] Generating forecast for: AVGO
[2026-02-13T20:16:49.047814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2026-02-13T20:16:49.060169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGO'.
[2026-02-13T20:16:49.060536] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2026-02-13T20:16:49.061380] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2026-02-13T20:16:49.061434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:49.061467] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:49.061495] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:49.061554] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:49.122900] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:49.123806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:49.123908] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:49.123947] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:49.252762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:49.252920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:49.252962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:49.252992] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:49.257283] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: UP (p=79.65%)
[2026-02-13T20:16:49.257637] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2026-02-13T20:16:49.257796] [INFO ] [sig       ] AVGO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:49.414230] [INFO ] [LOCAL     ] Saved forecast: AVGO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AVGO.txt
[2026-02-13T20:16:49.414410] [INFO ] [sig       ] [297/3406] Completed AVGO in 0.4s | 2.84 sym/s | Total: 1.7m | ETA: 18.3m
[2026-02-13T20:16:49.414458] [INFO ] [sig       ] [298/3406] Forecasting AVGX...
[2026-02-13T20:16:49.414495] [INFO ] [sig       ] Generating forecast for: AVGX
[2026-02-13T20:16:49.414533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2026-02-13T20:16:49.426328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2026-02-13T20:16:49.426753] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2026-02-13T20:16:49.427563] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2026-02-13T20:16:49.427664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:49.427698] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:49.427726] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:49.427802] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:49.490234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:49.491195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:49.491282] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:49.491317] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:49.621062] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:49.621228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:49.621269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:49.621299] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:49.625787] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: UP (p=72.89%)
[2026-02-13T20:16:49.626402] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2026-02-13T20:16:49.626628] [INFO ] [sig       ] AVGX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:49.788697] [INFO ] [LOCAL     ] Saved forecast: AVGX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AVGX.txt
[2026-02-13T20:16:49.788865] [INFO ] [sig       ] [298/3406] Completed AVGX in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 18.3m
[2026-02-13T20:16:49.788907] [INFO ] [sig       ] [299/3406] Forecasting AVK...
[2026-02-13T20:16:49.788939] [INFO ] [sig       ] Generating forecast for: AVK
[2026-02-13T20:16:49.788974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2026-02-13T20:16:49.800429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVK'.
[2026-02-13T20:16:49.800806] [INFO ] [FORECASTER] Starting predict_future for AVK
[2026-02-13T20:16:49.801646] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2026-02-13T20:16:49.801699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:49.801730] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:49.801757] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:49.801814] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:49.860824] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:49.861746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:49.861833] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:49.861868] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:49.983741] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:49.983898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:49.983939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:49.983967] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:49.987404] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=60.77%)
[2026-02-13T20:16:49.987746] [INFO ] [FORECASTER] Completed predict_future for AVK
[2026-02-13T20:16:49.987880] [INFO ] [sig       ] AVK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:50.130098] [INFO ] [LOCAL     ] Saved forecast: AVK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AVK.txt
[2026-02-13T20:16:50.130238] [INFO ] [sig       ] [299/3406] Completed AVK in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 18.3m
[2026-02-13T20:16:50.130278] [INFO ] [sig       ] [300/3406] Forecasting AVNS...
[2026-02-13T20:16:50.130307] [INFO ] [sig       ] Generating forecast for: AVNS
[2026-02-13T20:16:50.130337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2026-02-13T20:16:50.142235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVNS'.
[2026-02-13T20:16:50.142597] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2026-02-13T20:16:50.143400] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2026-02-13T20:16:50.143467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:50.143499] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:50.143526] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:50.143608] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:50.202835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:50.203751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:50.203837] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:50.203872] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:50.326794] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:50.326950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:50.326992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:50.327020] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:50.330528] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: UP (p=69.02%)
[2026-02-13T20:16:50.330832] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2026-02-13T20:16:50.330963] [INFO ] [sig       ] AVNS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:50.472925] [INFO ] [LOCAL     ] Saved forecast: AVNS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AVNS.txt
[2026-02-13T20:16:50.473082] [INFO ] [sig       ] [300/3406] Completed AVNS in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 18.2m
[2026-02-13T20:16:50.473123] [INFO ] [sig       ] [301/3406] Forecasting AVO...
[2026-02-13T20:16:50.473337] [INFO ] [sig       ] Generating forecast for: AVO
[2026-02-13T20:16:50.473367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2026-02-13T20:16:50.485117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2026-02-13T20:16:50.485482] [INFO ] [FORECASTER] Starting predict_future for AVO
[2026-02-13T20:16:50.486396] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2026-02-13T20:16:50.486463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:50.486499] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:50.486525] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:50.486607] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:50.543662] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:50.544523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:50.544631] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:50.544665] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:50.664291] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:50.664449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:50.664489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:50.664516] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:50.667982] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: DOWN (p=14.60%)
[2026-02-13T20:16:50.668262] [INFO ] [FORECASTER] Completed predict_future for AVO
[2026-02-13T20:16:50.668400] [INFO ] [sig       ] AVO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:50.809799] [INFO ] [LOCAL     ] Saved forecast: AVO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AVO.txt
[2026-02-13T20:16:50.809973] [INFO ] [sig       ] [301/3406] Completed AVO in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 18.2m
[2026-02-13T20:16:50.810034] [INFO ] [sig       ] [302/3406] Forecasting AVTX...
[2026-02-13T20:16:50.810068] [INFO ] [sig       ] Generating forecast for: AVTX
[2026-02-13T20:16:50.810099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2026-02-13T20:16:50.821313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2026-02-13T20:16:50.821699] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2026-02-13T20:16:50.822597] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2026-02-13T20:16:50.822656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:50.822690] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:50.822718] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:50.822784] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:50.885047] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:50.885991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:50.886114] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:50.886148] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:51.012674] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:51.012840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:51.012882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:51.012910] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:51.016771] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: UP (p=54.46%)
[2026-02-13T20:16:51.017081] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2026-02-13T20:16:51.017210] [INFO ] [sig       ] AVTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:51.160890] [INFO ] [LOCAL     ] Saved forecast: AVTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AVTX.txt
[2026-02-13T20:16:51.161014] [INFO ] [sig       ] [302/3406] Completed AVTX in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 18.2m
[2026-02-13T20:16:51.161054] [INFO ] [sig       ] [303/3406] Forecasting AVXL...
[2026-02-13T20:16:51.161084] [INFO ] [sig       ] Generating forecast for: AVXL
[2026-02-13T20:16:51.161113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2026-02-13T20:16:51.173427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2026-02-13T20:16:51.173862] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2026-02-13T20:16:51.174702] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2026-02-13T20:16:51.174754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:51.174786] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:51.174812] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:51.174868] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:51.231836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:51.232503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:51.232597] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:51.232632] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:51.358529] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:51.358727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:51.358777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:51.358811] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:51.362723] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: DOWN (p=31.14%)
[2026-02-13T20:16:51.363010] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2026-02-13T20:16:51.363148] [INFO ] [sig       ] AVXL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:51.509729] [INFO ] [LOCAL     ] Saved forecast: AVXL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AVXL.txt
[2026-02-13T20:16:51.509871] [INFO ] [sig       ] [303/3406] Completed AVXL in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 18.2m
[2026-02-13T20:16:51.509910] [INFO ] [sig       ] [304/3406] Forecasting AVY...
[2026-02-13T20:16:51.509941] [INFO ] [sig       ] Generating forecast for: AVY
[2026-02-13T20:16:51.509971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2026-02-13T20:16:51.521753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2026-02-13T20:16:51.522133] [INFO ] [FORECASTER] Starting predict_future for AVY
[2026-02-13T20:16:51.522936] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2026-02-13T20:16:51.522988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:51.523020] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:51.523047] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:51.523103] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:51.580843] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:51.581462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:51.581543] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:51.581595] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:51.706393] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:51.706551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:51.706607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:51.706638] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:51.710430] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=49.55%)
[2026-02-13T20:16:51.710723] [INFO ] [FORECASTER] Completed predict_future for AVY
[2026-02-13T20:16:51.710853] [INFO ] [sig       ] AVY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:51.854012] [INFO ] [LOCAL     ] Saved forecast: AVY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AVY.txt
[2026-02-13T20:16:51.854142] [INFO ] [sig       ] [304/3406] Completed AVY in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 18.2m
[2026-02-13T20:16:51.854182] [INFO ] [sig       ] [305/3406] Forecasting AWF...
[2026-02-13T20:16:51.854211] [INFO ] [sig       ] Generating forecast for: AWF
[2026-02-13T20:16:51.854240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2026-02-13T20:16:51.866691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2026-02-13T20:16:51.867004] [INFO ] [FORECASTER] Starting predict_future for AWF
[2026-02-13T20:16:51.867816] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2026-02-13T20:16:51.867868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:51.867900] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:51.867925] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:51.867985] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:51.928041] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:51.928860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:51.928954] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:51.928995] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:52.056251] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:52.056422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:52.056463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:52.056494] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:52.060484] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: UP (p=80.64%)
[2026-02-13T20:16:52.060931] [INFO ] [FORECASTER] Completed predict_future for AWF
[2026-02-13T20:16:52.061303] [INFO ] [sig       ] AWF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:52.216003] [INFO ] [LOCAL     ] Saved forecast: AWF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AWF.txt
[2026-02-13T20:16:52.216210] [INFO ] [sig       ] [305/3406] Completed AWF in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 18.2m
[2026-02-13T20:16:52.216253] [INFO ] [sig       ] [306/3406] Forecasting AWI...
[2026-02-13T20:16:52.216283] [INFO ] [sig       ] Generating forecast for: AWI
[2026-02-13T20:16:52.216314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2026-02-13T20:16:52.228105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2026-02-13T20:16:52.228533] [INFO ] [FORECASTER] Starting predict_future for AWI
[2026-02-13T20:16:52.229366] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2026-02-13T20:16:52.229419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:52.229452] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:52.229486] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:52.229559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:52.285907] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:52.286864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:52.286951] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:52.286985] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:52.407935] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:52.408094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:52.408138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:52.408166] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:52.411561] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=11.94%)
[2026-02-13T20:16:52.411857] [INFO ] [FORECASTER] Completed predict_future for AWI
[2026-02-13T20:16:52.411990] [INFO ] [sig       ] AWI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:52.561642] [INFO ] [LOCAL     ] Saved forecast: AWI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AWI.txt
[2026-02-13T20:16:52.561810] [INFO ] [sig       ] [306/3406] Completed AWI in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 18.2m
[2026-02-13T20:16:52.561853] [INFO ] [sig       ] [307/3406] Forecasting AWK...
[2026-02-13T20:16:52.561882] [INFO ] [sig       ] Generating forecast for: AWK
[2026-02-13T20:16:52.561912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2026-02-13T20:16:52.574338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2026-02-13T20:16:52.574754] [INFO ] [FORECASTER] Starting predict_future for AWK
[2026-02-13T20:16:52.575775] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2026-02-13T20:16:52.575827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:52.575858] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:52.575884] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:52.575940] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:52.635317] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:52.636232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:52.636322] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:52.636356] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:52.763556] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:52.763742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:52.763799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:52.763830] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:52.767876] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: DOWN (p=31.20%)
[2026-02-13T20:16:52.768236] [INFO ] [FORECASTER] Completed predict_future for AWK
[2026-02-13T20:16:52.768396] [INFO ] [sig       ] AWK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:52.918677] [INFO ] [LOCAL     ] Saved forecast: AWK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AWK.txt
[2026-02-13T20:16:52.918851] [INFO ] [sig       ] [307/3406] Completed AWK in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 18.2m
[2026-02-13T20:16:52.918893] [INFO ] [sig       ] [308/3406] Forecasting AWP...
[2026-02-13T20:16:52.918924] [INFO ] [sig       ] Generating forecast for: AWP
[2026-02-13T20:16:52.918954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2026-02-13T20:16:52.931773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWP'.
[2026-02-13T20:16:52.932201] [INFO ] [FORECASTER] Starting predict_future for AWP
[2026-02-13T20:16:52.933087] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2026-02-13T20:16:52.933144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:52.933192] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:52.933235] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:52.933302] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:53.004018] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:53.004932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:53.005020] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:53.005055] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:53.145397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:53.145561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:53.145625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:53.145657] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:53.149267] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: UP (p=54.22%)
[2026-02-13T20:16:53.149567] [INFO ] [FORECASTER] Completed predict_future for AWP
[2026-02-13T20:16:53.149724] [INFO ] [sig       ] AWP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:53.298873] [INFO ] [LOCAL     ] Saved forecast: AWP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AWP.txt
[2026-02-13T20:16:53.299041] [INFO ] [sig       ] [308/3406] Completed AWP in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 18.2m
[2026-02-13T20:16:53.299082] [INFO ] [sig       ] [309/3406] Forecasting AWRE...
[2026-02-13T20:16:53.299115] [INFO ] [sig       ] Generating forecast for: AWRE
[2026-02-13T20:16:53.299145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWRE' from 'https://tdm.silogroup.org/data/derivative_storage/AWRE.csv'.
[2026-02-13T20:16:53.310405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWRE'.
[2026-02-13T20:16:53.310840] [INFO ] [FORECASTER] Starting predict_future for AWRE
[2026-02-13T20:16:53.311679] [DEBUG] [LOCAL     ] No optimal features file found for AWRE: ./output/feature-sets/AWRE.txt
[2026-02-13T20:16:53.311731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:53.311796] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:53.311825] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:53.311883] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:53.371391] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:53.372356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:53.372444] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:53.372477] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:53.492197] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:53.492373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:53.492625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:53.492664] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:53.496902] [DEBUG] [FORECASTER] AWRE: Forecast T+1@11:T+2@11: DOWN (p=13.74%)
[2026-02-13T20:16:53.497209] [INFO ] [FORECASTER] Completed predict_future for AWRE
[2026-02-13T20:16:53.497351] [INFO ] [sig       ] AWRE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:53.647555] [INFO ] [LOCAL     ] Saved forecast: AWRE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AWRE.txt
[2026-02-13T20:16:53.647758] [INFO ] [sig       ] [309/3406] Completed AWRE in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 18.2m
[2026-02-13T20:16:53.647800] [INFO ] [sig       ] [310/3406] Forecasting AXGN...
[2026-02-13T20:16:53.647829] [INFO ] [sig       ] Generating forecast for: AXGN
[2026-02-13T20:16:53.647859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2026-02-13T20:16:53.660534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2026-02-13T20:16:53.660917] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2026-02-13T20:16:53.661942] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2026-02-13T20:16:53.661995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:53.662029] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:53.662056] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:53.662114] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:53.719108] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:53.720074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:53.720194] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:53.720228] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:53.845887] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:53.846048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:53.846088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:53.846117] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:53.849599] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2026-02-13T20:16:53.849882] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2026-02-13T20:16:53.850017] [INFO ] [sig       ] AXGN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:53.988732] [INFO ] [LOCAL     ] Saved forecast: AXGN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AXGN.txt
[2026-02-13T20:16:53.988896] [INFO ] [sig       ] [310/3406] Completed AXGN in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 18.2m
[2026-02-13T20:16:53.988937] [INFO ] [sig       ] [311/3406] Forecasting AXP...
[2026-02-13T20:16:53.988966] [INFO ] [sig       ] Generating forecast for: AXP
[2026-02-13T20:16:53.988998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2026-02-13T20:16:54.002462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2026-02-13T20:16:54.002856] [INFO ] [FORECASTER] Starting predict_future for AXP
[2026-02-13T20:16:54.003670] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2026-02-13T20:16:54.003722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:54.003770] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:54.003798] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:54.003855] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:54.060022] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:54.060931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:54.061015] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:54.061048] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:54.185335] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:54.185510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:54.185559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:54.185608] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:54.189159] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2026-02-13T20:16:54.189453] [INFO ] [FORECASTER] Completed predict_future for AXP
[2026-02-13T20:16:54.189599] [INFO ] [sig       ] AXP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:54.327747] [INFO ] [LOCAL     ] Saved forecast: AXP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AXP.txt
[2026-02-13T20:16:54.327892] [INFO ] [sig       ] [311/3406] Completed AXP in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 18.2m
[2026-02-13T20:16:54.327931] [INFO ] [sig       ] [312/3406] Forecasting AXS...
[2026-02-13T20:16:54.327965] [INFO ] [sig       ] Generating forecast for: AXS
[2026-02-13T20:16:54.328001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2026-02-13T20:16:54.342038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2026-02-13T20:16:54.342557] [INFO ] [FORECASTER] Starting predict_future for AXS
[2026-02-13T20:16:54.343709] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2026-02-13T20:16:54.343776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:54.343821] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:54.343863] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:54.343949] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:54.410542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:54.411468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:54.411553] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:54.411606] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:54.536733] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:54.536895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:54.536933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:54.537009] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:54.540548] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=93.69%)
[2026-02-13T20:16:54.540849] [INFO ] [FORECASTER] Completed predict_future for AXS
[2026-02-13T20:16:54.540978] [INFO ] [sig       ] AXS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:54.682491] [INFO ] [LOCAL     ] Saved forecast: AXS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AXS.txt
[2026-02-13T20:16:54.682650] [INFO ] [sig       ] [312/3406] Completed AXS in 0.4s | 2.84 sym/s | Total: 1.8m | ETA: 18.2m
[2026-02-13T20:16:54.682692] [INFO ] [sig       ] [313/3406] Forecasting AXSM...
[2026-02-13T20:16:54.682724] [INFO ] [sig       ] Generating forecast for: AXSM
[2026-02-13T20:16:54.682755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2026-02-13T20:16:54.695325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXSM'.
[2026-02-13T20:16:54.695696] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2026-02-13T20:16:54.696502] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2026-02-13T20:16:54.696554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:54.696605] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:54.696633] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:54.696690] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:54.753364] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:54.754112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:54.754375] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:54.754407] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:54.878118] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:54.878289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:54.878522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:54.878550] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:54.882171] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: UP (p=65.29%)
[2026-02-13T20:16:54.882446] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2026-02-13T20:16:54.882591] [INFO ] [sig       ] AXSM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:55.023057] [INFO ] [LOCAL     ] Saved forecast: AXSM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AXSM.txt
[2026-02-13T20:16:55.023213] [INFO ] [sig       ] [313/3406] Completed AXSM in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 18.2m
[2026-02-13T20:16:55.023253] [INFO ] [sig       ] [314/3406] Forecasting AXTA...
[2026-02-13T20:16:55.023282] [INFO ] [sig       ] Generating forecast for: AXTA
[2026-02-13T20:16:55.023311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2026-02-13T20:16:55.034435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTA'.
[2026-02-13T20:16:55.034774] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2026-02-13T20:16:55.035773] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2026-02-13T20:16:55.035824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:55.035855] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:55.035881] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:55.035937] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:55.092788] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:55.093462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:55.093542] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:55.093592] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:55.212906] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:55.213050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:55.213090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:55.213119] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:55.216460] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: DOWN (p=20.23%)
[2026-02-13T20:16:55.216755] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2026-02-13T20:16:55.216880] [INFO ] [sig       ] AXTA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:55.355400] [INFO ] [LOCAL     ] Saved forecast: AXTA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AXTA.txt
[2026-02-13T20:16:55.355528] [INFO ] [sig       ] [314/3406] Completed AXTA in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 18.2m
[2026-02-13T20:16:55.355566] [INFO ] [sig       ] [315/3406] Forecasting AXTI...
[2026-02-13T20:16:55.355632] [INFO ] [sig       ] Generating forecast for: AXTI
[2026-02-13T20:16:55.355664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2026-02-13T20:16:55.367228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2026-02-13T20:16:55.367524] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2026-02-13T20:16:55.368377] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2026-02-13T20:16:55.368429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:55.368459] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:55.368485] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:55.368540] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:55.425428] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:55.426182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:55.426266] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:55.426298] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:55.546663] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:55.546823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:55.546862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:55.546891] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:55.550353] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: DOWN (p=42.89%)
[2026-02-13T20:16:55.550668] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2026-02-13T20:16:55.550800] [INFO ] [sig       ] AXTI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:55.696939] [INFO ] [LOCAL     ] Saved forecast: AXTI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AXTI.txt
[2026-02-13T20:16:55.697113] [INFO ] [sig       ] [315/3406] Completed AXTI in 0.3s | 2.84 sym/s | Total: 1.8m | ETA: 18.2m
[2026-02-13T20:16:55.697154] [INFO ] [sig       ] [316/3406] Forecasting AYI...
[2026-02-13T20:16:55.697186] [INFO ] [sig       ] Generating forecast for: AYI
[2026-02-13T20:16:55.697216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2026-02-13T20:16:55.709734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2026-02-13T20:16:55.710129] [INFO ] [FORECASTER] Starting predict_future for AYI
[2026-02-13T20:16:55.711158] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2026-02-13T20:16:55.711211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:55.711440] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:55.711468] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:55.711525] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:55.769348] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:55.770265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:55.770353] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:55.770388] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:55.893961] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:55.894124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:55.894163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:55.894191] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:55.897652] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=43.18%)
[2026-02-13T20:16:55.897948] [INFO ] [FORECASTER] Completed predict_future for AYI
[2026-02-13T20:16:55.898080] [INFO ] [sig       ] AYI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:56.040541] [INFO ] [LOCAL     ] Saved forecast: AYI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AYI.txt
[2026-02-13T20:16:56.040735] [INFO ] [sig       ] [316/3406] Completed AYI in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 18.1m
[2026-02-13T20:16:56.040780] [INFO ] [sig       ] [317/3406] Forecasting AZ...
[2026-02-13T20:16:56.040809] [INFO ] [sig       ] Generating forecast for: AZ
[2026-02-13T20:16:56.040840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2026-02-13T20:16:56.052462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZ'.
[2026-02-13T20:16:56.052842] [INFO ] [FORECASTER] Starting predict_future for AZ
[2026-02-13T20:16:56.053644] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2026-02-13T20:16:56.053696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:56.053728] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:56.053754] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:56.053810] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:56.113421] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:56.114295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:56.114380] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:56.114414] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:56.234975] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:56.235139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:56.235178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:56.235205] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:56.238660] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: DOWN (p=48.56%)
[2026-02-13T20:16:56.238937] [INFO ] [FORECASTER] Completed predict_future for AZ
[2026-02-13T20:16:56.239067] [INFO ] [sig       ] AZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:56.380999] [INFO ] [LOCAL     ] Saved forecast: AZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AZ.txt
[2026-02-13T20:16:56.381162] [INFO ] [sig       ] [317/3406] Completed AZ in 0.3s | 2.84 sym/s | Total: 1.9m | ETA: 18.1m
[2026-02-13T20:16:56.381203] [INFO ] [sig       ] [318/3406] Forecasting AZN...
[2026-02-13T20:16:56.381231] [INFO ] [sig       ] Generating forecast for: AZN
[2026-02-13T20:16:56.381261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2026-02-13T20:16:56.392890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZN'.
[2026-02-13T20:16:56.393507] [INFO ] [FORECASTER] Starting predict_future for AZN
[2026-02-13T20:16:56.394723] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2026-02-13T20:16:56.394782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:56.394816] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:56.394844] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:56.394903] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:56.452427] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:56.453321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:56.453405] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:56.453438] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:56.581107] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:56.581271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:56.581312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:56.581359] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:56.586529] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: DOWN (p=30.70%)
[2026-02-13T20:16:56.587015] [INFO ] [FORECASTER] Completed predict_future for AZN
[2026-02-13T20:16:56.587215] [INFO ] [sig       ] AZN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:56.796739] [INFO ] [LOCAL     ] Saved forecast: AZN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/AZN.txt
[2026-02-13T20:16:56.796967] [INFO ] [sig       ] [318/3406] Completed AZN in 0.4s | 2.84 sym/s | Total: 1.9m | ETA: 18.1m
[2026-02-13T20:16:56.797041] [INFO ] [sig       ] [319/3406] Forecasting AZO...
[2026-02-13T20:16:56.797093] [INFO ] [sig       ] Generating forecast for: AZO
[2026-02-13T20:16:56.797136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2026-02-13T20:16:56.814417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2026-02-13T20:16:56.814987] [INFO ] [FORECASTER] Starting predict_future for AZO
[2026-02-13T20:16:56.816274] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2026-02-13T20:16:56.816344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:56.816398] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:56.816449] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:56.816545] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:56.892278] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:56.893558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:56.893728] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:56.893821] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:57.058308] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:57.058511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:57.058562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:57.058622] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:57.063522] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: UP (p=73.46%)
[2026-02-13T20:16:57.064079] [INFO ] [FORECASTER] Completed predict_future for AZO
[2026-02-13T20:16:57.064305] [INFO ] [sig       ] AZO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:57.297025] [INFO ] [LOCAL     ] Saved forecast: AZO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AZO.txt
[2026-02-13T20:16:57.297267] [INFO ] [sig       ] [319/3406] Completed AZO in 0.5s | 2.83 sym/s | Total: 1.9m | ETA: 18.2m
[2026-02-13T20:16:57.297331] [INFO ] [sig       ] [320/3406] Forecasting AZZ...
[2026-02-13T20:16:57.297376] [INFO ] [sig       ] Generating forecast for: AZZ
[2026-02-13T20:16:57.297425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2026-02-13T20:16:57.326397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZZ'.
[2026-02-13T20:16:57.326965] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2026-02-13T20:16:57.328077] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2026-02-13T20:16:57.328143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:57.328184] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:57.328218] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:57.328298] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:57.421727] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:57.423037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:57.423172] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:57.423239] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:57.592532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:57.592757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:57.592834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:57.592888] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:57.597705] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2026-02-13T20:16:57.598216] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2026-02-13T20:16:57.598439] [INFO ] [sig       ] AZZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:57.813201] [INFO ] [LOCAL     ] Saved forecast: AZZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/AZZ.txt
[2026-02-13T20:16:57.813384] [INFO ] [sig       ] [320/3406] Completed AZZ in 0.5s | 2.83 sym/s | Total: 1.9m | ETA: 18.2m
[2026-02-13T20:16:57.813426] [INFO ] [sig       ] [321/3406] Forecasting BA...
[2026-02-13T20:16:57.813456] [INFO ] [sig       ] Generating forecast for: BA
[2026-02-13T20:16:57.813487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2026-02-13T20:16:57.828320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BA'.
[2026-02-13T20:16:57.828907] [INFO ] [FORECASTER] Starting predict_future for BA
[2026-02-13T20:16:57.830213] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2026-02-13T20:16:57.830287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:57.830342] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:57.830387] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:57.830475] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:57.912053] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:57.913084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:57.913194] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:57.913230] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:58.049679] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:58.049861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:58.049918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:58.049966] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:58.053671] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2026-02-13T20:16:58.053981] [INFO ] [FORECASTER] Completed predict_future for BA
[2026-02-13T20:16:58.054138] [INFO ] [sig       ] BA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:58.197710] [INFO ] [LOCAL     ] Saved forecast: BA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BA.txt
[2026-02-13T20:16:58.197865] [INFO ] [sig       ] [321/3406] Completed BA in 0.4s | 2.83 sym/s | Total: 1.9m | ETA: 18.2m
[2026-02-13T20:16:58.197906] [INFO ] [sig       ] [322/3406] Forecasting BABA...
[2026-02-13T20:16:58.197934] [INFO ] [sig       ] Generating forecast for: BABA
[2026-02-13T20:16:58.197963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2026-02-13T20:16:58.210092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2026-02-13T20:16:58.210450] [INFO ] [FORECASTER] Starting predict_future for BABA
[2026-02-13T20:16:58.211280] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2026-02-13T20:16:58.211335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:58.211368] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:58.211395] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:58.211482] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:58.270202] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:58.270869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:58.270948] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:58.270982] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:58.396008] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:58.396168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:58.396207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:58.396235] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:58.400033] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2026-02-13T20:16:58.400317] [INFO ] [FORECASTER] Completed predict_future for BABA
[2026-02-13T20:16:58.400447] [INFO ] [sig       ] BABA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:58.541472] [INFO ] [LOCAL     ] Saved forecast: BABA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BABA.txt
[2026-02-13T20:16:58.541645] [INFO ] [sig       ] [322/3406] Completed BABA in 0.3s | 2.83 sym/s | Total: 1.9m | ETA: 18.2m
[2026-02-13T20:16:58.541717] [INFO ] [sig       ] [323/3406] Forecasting BABX...
[2026-02-13T20:16:58.541748] [INFO ] [sig       ] Generating forecast for: BABX
[2026-02-13T20:16:58.541778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2026-02-13T20:16:58.553370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABX'.
[2026-02-13T20:16:58.553780] [INFO ] [FORECASTER] Starting predict_future for BABX
[2026-02-13T20:16:58.554615] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2026-02-13T20:16:58.554675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:58.554709] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:58.554739] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:58.554798] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:58.612879] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:58.613758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:58.613842] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:58.613874] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:58.737210] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:58.737366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:58.737406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:58.737434] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:58.740960] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=14.55%)
[2026-02-13T20:16:58.741239] [INFO ] [FORECASTER] Completed predict_future for BABX
[2026-02-13T20:16:58.741368] [INFO ] [sig       ] BABX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:58.883171] [INFO ] [LOCAL     ] Saved forecast: BABX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BABX.txt
[2026-02-13T20:16:58.883326] [INFO ] [sig       ] [323/3406] Completed BABX in 0.3s | 2.83 sym/s | Total: 1.9m | ETA: 18.2m
[2026-02-13T20:16:58.883367] [INFO ] [sig       ] [324/3406] Forecasting BAC...
[2026-02-13T20:16:58.883397] [INFO ] [sig       ] Generating forecast for: BAC
[2026-02-13T20:16:58.883427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2026-02-13T20:16:58.894689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2026-02-13T20:16:58.895055] [INFO ] [FORECASTER] Starting predict_future for BAC
[2026-02-13T20:16:58.895904] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2026-02-13T20:16:58.895993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:58.896028] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:58.896056] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:58.896120] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:58.953734] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:58.954641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:58.954726] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:58.954760] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:59.077793] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:59.077950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:59.077989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:59.078016] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:59.081421] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: DOWN (p=49.48%)
[2026-02-13T20:16:59.081722] [INFO ] [FORECASTER] Completed predict_future for BAC
[2026-02-13T20:16:59.081852] [INFO ] [sig       ] BAC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:16:59.221754] [INFO ] [LOCAL     ] Saved forecast: BAC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BAC.txt
[2026-02-13T20:16:59.221911] [INFO ] [sig       ] [324/3406] Completed BAC in 0.3s | 2.83 sym/s | Total: 1.9m | ETA: 18.2m
[2026-02-13T20:16:59.221953] [INFO ] [sig       ] [325/3406] Forecasting BAH...
[2026-02-13T20:16:59.221982] [INFO ] [sig       ] Generating forecast for: BAH
[2026-02-13T20:16:59.222012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2026-02-13T20:16:59.233500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2026-02-13T20:16:59.233903] [INFO ] [FORECASTER] Starting predict_future for BAH
[2026-02-13T20:16:59.234827] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2026-02-13T20:16:59.234881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:59.234913] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:59.234941] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:59.234997] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:59.293389] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:59.294299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:59.294381] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:59.294414] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:59.414911] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:59.415069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:59.415107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:59.415140] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:59.418661] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=97.19%)
[2026-02-13T20:16:59.418950] [INFO ] [FORECASTER] Completed predict_future for BAH
[2026-02-13T20:16:59.419085] [INFO ] [sig       ] BAH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:59.562406] [INFO ] [LOCAL     ] Saved forecast: BAH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BAH.txt
[2026-02-13T20:16:59.562560] [INFO ] [sig       ] [325/3406] Completed BAH in 0.3s | 2.83 sym/s | Total: 1.9m | ETA: 18.1m
[2026-02-13T20:16:59.562632] [INFO ] [sig       ] [326/3406] Forecasting BALL...
[2026-02-13T20:16:59.562662] [INFO ] [sig       ] Generating forecast for: BALL
[2026-02-13T20:16:59.562692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2026-02-13T20:16:59.574465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2026-02-13T20:16:59.574895] [INFO ] [FORECASTER] Starting predict_future for BALL
[2026-02-13T20:16:59.575753] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2026-02-13T20:16:59.575806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:59.575838] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:59.575894] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:59.575952] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:59.633890] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:59.634764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:59.634845] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:59.634878] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:16:59.757686] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:16:59.757846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:16:59.757887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:16:59.757917] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:16:59.761388] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: UP (p=52.13%)
[2026-02-13T20:16:59.761701] [INFO ] [FORECASTER] Completed predict_future for BALL
[2026-02-13T20:16:59.761836] [INFO ] [sig       ] BALL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:16:59.901485] [INFO ] [LOCAL     ] Saved forecast: BALL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BALL.txt
[2026-02-13T20:16:59.901689] [INFO ] [sig       ] [326/3406] Completed BALL in 0.3s | 2.83 sym/s | Total: 1.9m | ETA: 18.1m
[2026-02-13T20:16:59.901735] [INFO ] [sig       ] [327/3406] Forecasting BAM...
[2026-02-13T20:16:59.901766] [INFO ] [sig       ] Generating forecast for: BAM
[2026-02-13T20:16:59.901796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2026-02-13T20:16:59.913312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2026-02-13T20:16:59.913689] [INFO ] [FORECASTER] Starting predict_future for BAM
[2026-02-13T20:16:59.914507] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2026-02-13T20:16:59.914558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:16:59.914608] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:16:59.914636] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:16:59.914692] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:16:59.972621] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:16:59.973508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:16:59.973612] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:16:59.973650] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:00.098086] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:00.098249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:00.098289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:00.098319] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:00.101946] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: DOWN (p=12.58%)
[2026-02-13T20:17:00.102242] [INFO ] [FORECASTER] Completed predict_future for BAM
[2026-02-13T20:17:00.102375] [INFO ] [sig       ] BAM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:00.248877] [INFO ] [LOCAL     ] Saved forecast: BAM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BAM.txt
[2026-02-13T20:17:00.249069] [INFO ] [sig       ] [327/3406] Completed BAM in 0.3s | 2.83 sym/s | Total: 1.9m | ETA: 18.1m
[2026-02-13T20:17:00.249133] [INFO ] [sig       ] [328/3406] Forecasting BANC...
[2026-02-13T20:17:00.249180] [INFO ] [sig       ] Generating forecast for: BANC
[2026-02-13T20:17:00.249222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2026-02-13T20:17:00.261373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2026-02-13T20:17:00.261784] [INFO ] [FORECASTER] Starting predict_future for BANC
[2026-02-13T20:17:00.262717] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2026-02-13T20:17:00.262771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:00.262805] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:00.262835] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:00.262894] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:00.327177] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:00.328100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:00.328183] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:00.328216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:00.459830] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:00.459978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:00.460019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:00.460047] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:00.463802] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: DOWN (p=29.96%)
[2026-02-13T20:17:00.464096] [INFO ] [FORECASTER] Completed predict_future for BANC
[2026-02-13T20:17:00.464243] [INFO ] [sig       ] BANC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:00.619905] [INFO ] [LOCAL     ] Saved forecast: BANC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BANC.txt
[2026-02-13T20:17:00.620099] [INFO ] [sig       ] [328/3406] Completed BANC in 0.4s | 2.83 sym/s | Total: 1.9m | ETA: 18.1m
[2026-02-13T20:17:00.620145] [INFO ] [sig       ] [329/3406] Forecasting BAND...
[2026-02-13T20:17:00.620179] [INFO ] [sig       ] Generating forecast for: BAND
[2026-02-13T20:17:00.620213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2026-02-13T20:17:00.636231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2026-02-13T20:17:00.636676] [INFO ] [FORECASTER] Starting predict_future for BAND
[2026-02-13T20:17:00.637750] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2026-02-13T20:17:00.637816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:00.637864] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:00.637904] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:00.637986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:00.719592] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:00.720684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:00.720774] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:00.720808] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:00.851416] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:00.851556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:00.851628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:00.851661] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:00.855890] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2026-02-13T20:17:00.856250] [INFO ] [FORECASTER] Completed predict_future for BAND
[2026-02-13T20:17:00.856618] [INFO ] [sig       ] BAND: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:01.006899] [INFO ] [LOCAL     ] Saved forecast: BAND	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BAND.txt
[2026-02-13T20:17:01.007057] [INFO ] [sig       ] [329/3406] Completed BAND in 0.4s | 2.83 sym/s | Total: 1.9m | ETA: 18.1m
[2026-02-13T20:17:01.007100] [INFO ] [sig       ] [330/3406] Forecasting BANF...
[2026-02-13T20:17:01.007144] [INFO ] [sig       ] Generating forecast for: BANF
[2026-02-13T20:17:01.007183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2026-02-13T20:17:01.019353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2026-02-13T20:17:01.019779] [INFO ] [FORECASTER] Starting predict_future for BANF
[2026-02-13T20:17:01.020630] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2026-02-13T20:17:01.020684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:01.020718] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:01.020746] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:01.020810] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:01.078978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:01.079827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:01.079910] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:01.079946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:01.205243] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:01.205393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:01.205434] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:01.205463] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:01.209067] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: UP (p=57.42%)
[2026-02-13T20:17:01.209359] [INFO ] [FORECASTER] Completed predict_future for BANF
[2026-02-13T20:17:01.209489] [INFO ] [sig       ] BANF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:01.374497] [INFO ] [LOCAL     ] Saved forecast: BANF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BANF.txt
[2026-02-13T20:17:01.374677] [INFO ] [sig       ] [330/3406] Completed BANF in 0.4s | 2.83 sym/s | Total: 1.9m | ETA: 18.1m
[2026-02-13T20:17:01.374720] [INFO ] [sig       ] [331/3406] Forecasting BANX...
[2026-02-13T20:17:01.374752] [INFO ] [sig       ] Generating forecast for: BANX
[2026-02-13T20:17:01.374783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2026-02-13T20:17:01.385586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2026-02-13T20:17:01.385990] [INFO ] [FORECASTER] Starting predict_future for BANX
[2026-02-13T20:17:01.386808] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2026-02-13T20:17:01.386860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:01.386892] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:01.386918] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:01.386973] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:01.447987] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:01.448895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:01.448982] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:01.449014] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:01.577658] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:01.577853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:01.577912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:01.577942] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:01.581797] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: UP (p=85.83%)
[2026-02-13T20:17:01.582184] [INFO ] [FORECASTER] Completed predict_future for BANX
[2026-02-13T20:17:01.582333] [INFO ] [sig       ] BANX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:01.728883] [INFO ] [LOCAL     ] Saved forecast: BANX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BANX.txt
[2026-02-13T20:17:01.729106] [INFO ] [sig       ] [331/3406] Completed BANX in 0.4s | 2.83 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:01.729189] [INFO ] [sig       ] [332/3406] Forecasting BAP...
[2026-02-13T20:17:01.729225] [INFO ] [sig       ] Generating forecast for: BAP
[2026-02-13T20:17:01.729258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2026-02-13T20:17:01.746473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAP'.
[2026-02-13T20:17:01.746922] [INFO ] [FORECASTER] Starting predict_future for BAP
[2026-02-13T20:17:01.747796] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2026-02-13T20:17:01.747850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:01.747881] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:01.747907] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:01.747964] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:01.807790] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:01.808740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:01.808825] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:01.808860] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:01.941063] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:01.941240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:01.941287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:01.941320] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:01.945012] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: DOWN (p=27.56%)
[2026-02-13T20:17:01.945331] [INFO ] [FORECASTER] Completed predict_future for BAP
[2026-02-13T20:17:01.945474] [INFO ] [sig       ] BAP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:02.096364] [INFO ] [LOCAL     ] Saved forecast: BAP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BAP.txt
[2026-02-13T20:17:02.096526] [INFO ] [sig       ] [332/3406] Completed BAP in 0.4s | 2.83 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:02.096567] [INFO ] [sig       ] [333/3406] Forecasting BATRA...
[2026-02-13T20:17:02.096620] [INFO ] [sig       ] Generating forecast for: BATRA
[2026-02-13T20:17:02.096650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2026-02-13T20:17:02.109647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRA'.
[2026-02-13T20:17:02.110072] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2026-02-13T20:17:02.110963] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2026-02-13T20:17:02.111024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:02.111073] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:02.111115] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:02.111202] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:02.175588] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:02.176742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:02.176827] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:02.176859] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:02.301973] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:02.302171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:02.302237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:02.302299] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:02.306268] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: UP (p=67.75%)
[2026-02-13T20:17:02.306608] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2026-02-13T20:17:02.306749] [INFO ] [sig       ] BATRA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:02.471778] [INFO ] [LOCAL     ] Saved forecast: BATRA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BATRA.txt
[2026-02-13T20:17:02.471971] [INFO ] [sig       ] [333/3406] Completed BATRA in 0.4s | 2.83 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:02.472033] [INFO ] [sig       ] [334/3406] Forecasting BATRK...
[2026-02-13T20:17:02.472070] [INFO ] [sig       ] Generating forecast for: BATRK
[2026-02-13T20:17:02.472108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2026-02-13T20:17:02.484530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BATRK'.
[2026-02-13T20:17:02.484961] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2026-02-13T20:17:02.485972] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2026-02-13T20:17:02.486028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:02.486059] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:02.486086] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:02.486145] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:02.552812] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:02.553844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:02.553960] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:02.554000] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:02.689963] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:02.690132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:02.690174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:02.690203] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:02.694216] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=12.84%)
[2026-02-13T20:17:02.694522] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2026-02-13T20:17:02.694689] [INFO ] [sig       ] BATRK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:02.847430] [INFO ] [LOCAL     ] Saved forecast: BATRK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BATRK.txt
[2026-02-13T20:17:02.847642] [INFO ] [sig       ] [334/3406] Completed BATRK in 0.4s | 2.83 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:02.847691] [INFO ] [sig       ] [335/3406] Forecasting BAX...
[2026-02-13T20:17:02.847729] [INFO ] [sig       ] Generating forecast for: BAX
[2026-02-13T20:17:02.847772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2026-02-13T20:17:02.860609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2026-02-13T20:17:02.861080] [INFO ] [FORECASTER] Starting predict_future for BAX
[2026-02-13T20:17:02.861967] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2026-02-13T20:17:02.862023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:02.862073] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:02.862290] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:02.862356] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:02.923712] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:02.924676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:02.924779] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:02.924815] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:03.059406] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:03.059618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:03.059674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:03.059712] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:03.064859] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: DOWN (p=9.95%)
[2026-02-13T20:17:03.065346] [INFO ] [FORECASTER] Completed predict_future for BAX
[2026-02-13T20:17:03.065537] [INFO ] [sig       ] BAX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:03.223755] [INFO ] [LOCAL     ] Saved forecast: BAX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BAX.txt
[2026-02-13T20:17:03.223915] [INFO ] [sig       ] [335/3406] Completed BAX in 0.4s | 2.83 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:03.223958] [INFO ] [sig       ] [336/3406] Forecasting BB...
[2026-02-13T20:17:03.223987] [INFO ] [sig       ] Generating forecast for: BB
[2026-02-13T20:17:03.224017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2026-02-13T20:17:03.236815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2026-02-13T20:17:03.237268] [INFO ] [FORECASTER] Starting predict_future for BB
[2026-02-13T20:17:03.238170] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2026-02-13T20:17:03.238239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:03.238280] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:03.238315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:03.238377] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:03.301005] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:03.302212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:03.302430] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:03.302485] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:03.442766] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:03.442928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:03.442971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:03.443001] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:03.446680] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2026-02-13T20:17:03.446984] [INFO ] [FORECASTER] Completed predict_future for BB
[2026-02-13T20:17:03.447122] [INFO ] [sig       ] BB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:03.597903] [INFO ] [LOCAL     ] Saved forecast: BB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BB.txt
[2026-02-13T20:17:03.598064] [INFO ] [sig       ] [336/3406] Completed BB in 0.4s | 2.83 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:03.598106] [INFO ] [sig       ] [337/3406] Forecasting BBAI...
[2026-02-13T20:17:03.598137] [INFO ] [sig       ] Generating forecast for: BBAI
[2026-02-13T20:17:03.598169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2026-02-13T20:17:03.611467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBAI'.
[2026-02-13T20:17:03.611969] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2026-02-13T20:17:03.612889] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2026-02-13T20:17:03.612952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:03.612986] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:03.613015] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:03.613075] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:03.682948] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:03.683996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:03.684103] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:03.684139] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:03.825744] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:03.825915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:03.825958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:03.825987] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:03.829918] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2026-02-13T20:17:03.830304] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2026-02-13T20:17:03.830463] [INFO ] [sig       ] BBAI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:03.992010] [INFO ] [LOCAL     ] Saved forecast: BBAI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BBAI.txt
[2026-02-13T20:17:03.992180] [INFO ] [sig       ] [337/3406] Completed BBAI in 0.4s | 2.83 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:03.992224] [INFO ] [sig       ] [338/3406] Forecasting BBCP...
[2026-02-13T20:17:03.992257] [INFO ] [sig       ] Generating forecast for: BBCP
[2026-02-13T20:17:03.992291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2026-02-13T20:17:04.005848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBCP'.
[2026-02-13T20:17:04.006305] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2026-02-13T20:17:04.007279] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2026-02-13T20:17:04.007346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:04.007380] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:04.007407] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:04.007467] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:04.071446] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:04.072417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:04.072517] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:04.072552] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:04.206058] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:04.206235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:04.206278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:04.206307] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:04.210873] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: DOWN (p=8.27%)
[2026-02-13T20:17:04.211248] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2026-02-13T20:17:04.211394] [INFO ] [sig       ] BBCP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:04.367172] [INFO ] [LOCAL     ] Saved forecast: BBCP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BBCP.txt
[2026-02-13T20:17:04.367338] [INFO ] [sig       ] [338/3406] Completed BBCP in 0.4s | 2.82 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:04.367398] [INFO ] [sig       ] [339/3406] Forecasting BBD...
[2026-02-13T20:17:04.367430] [INFO ] [sig       ] Generating forecast for: BBD
[2026-02-13T20:17:04.367461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2026-02-13T20:17:04.379982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBD'.
[2026-02-13T20:17:04.380447] [INFO ] [FORECASTER] Starting predict_future for BBD
[2026-02-13T20:17:04.381426] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2026-02-13T20:17:04.381492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:04.381526] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:04.381552] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:04.381664] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:04.442425] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:04.443386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:04.443487] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:04.443522] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:04.580237] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:04.580418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:04.580460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:04.580491] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:04.584514] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: UP (p=55.99%)
[2026-02-13T20:17:04.585112] [INFO ] [FORECASTER] Completed predict_future for BBD
[2026-02-13T20:17:04.585302] [INFO ] [sig       ] BBD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:04.761081] [INFO ] [LOCAL     ] Saved forecast: BBD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BBD.txt
[2026-02-13T20:17:04.761287] [INFO ] [sig       ] [339/3406] Completed BBD in 0.4s | 2.82 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:04.761332] [INFO ] [sig       ] [340/3406] Forecasting BBDO...
[2026-02-13T20:17:04.761368] [INFO ] [sig       ] Generating forecast for: BBDO
[2026-02-13T20:17:04.761399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2026-02-13T20:17:04.773074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBDO'.
[2026-02-13T20:17:04.773491] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2026-02-13T20:17:04.774394] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2026-02-13T20:17:04.774451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:04.774485] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:04.774514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:04.774590] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:04.836400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:04.837348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:04.837441] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:04.837476] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:04.973737] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:04.973924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:04.973983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:04.974025] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:04.980017] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: UP (p=55.16%)
[2026-02-13T20:17:04.980459] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2026-02-13T20:17:04.980677] [INFO ] [sig       ] BBDO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:05.143716] [INFO ] [LOCAL     ] Saved forecast: BBDO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BBDO.txt
[2026-02-13T20:17:05.143912] [INFO ] [sig       ] [340/3406] Completed BBDO in 0.4s | 2.82 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:05.143959] [INFO ] [sig       ] [341/3406] Forecasting BBH...
[2026-02-13T20:17:05.143990] [INFO ] [sig       ] Generating forecast for: BBH
[2026-02-13T20:17:05.144029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2026-02-13T20:17:05.157716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2026-02-13T20:17:05.158180] [INFO ] [FORECASTER] Starting predict_future for BBH
[2026-02-13T20:17:05.159297] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2026-02-13T20:17:05.159360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:05.159393] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:05.159422] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:05.159480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:05.221791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:05.222912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:05.223026] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:05.223073] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:05.343805] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:05.343998] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-13T20:17:05.344053] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:05.344086] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:05.348087] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: DOWN (p=38.05%)
[2026-02-13T20:17:05.348399] [INFO ] [FORECASTER] Completed predict_future for BBH
[2026-02-13T20:17:05.348536] [INFO ] [sig       ] BBH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:05.496872] [INFO ] [LOCAL     ] Saved forecast: BBH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BBH.txt
[2026-02-13T20:17:05.497050] [INFO ] [sig       ] [341/3406] Completed BBH in 0.4s | 2.82 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:05.497096] [INFO ] [sig       ] [342/3406] Forecasting BBIO...
[2026-02-13T20:17:05.497128] [INFO ] [sig       ] Generating forecast for: BBIO
[2026-02-13T20:17:05.497157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2026-02-13T20:17:05.510183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2026-02-13T20:17:05.510765] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2026-02-13T20:17:05.511676] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2026-02-13T20:17:05.511732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:05.511765] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:05.511793] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:05.511850] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:05.580936] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:05.582162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:05.582255] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:05.582289] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:05.716138] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:05.716305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:05.716353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:05.716407] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:05.720184] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: DOWN (p=41.04%)
[2026-02-13T20:17:05.720517] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2026-02-13T20:17:05.720676] [INFO ] [sig       ] BBIO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:05.872597] [INFO ] [LOCAL     ] Saved forecast: BBIO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BBIO.txt
[2026-02-13T20:17:05.872764] [INFO ] [sig       ] [342/3406] Completed BBIO in 0.4s | 2.82 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:05.872806] [INFO ] [sig       ] [343/3406] Forecasting BBLG...
[2026-02-13T20:17:05.872839] [INFO ] [sig       ] Generating forecast for: BBLG
[2026-02-13T20:17:05.872870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2026-02-13T20:17:05.885251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2026-02-13T20:17:05.885686] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2026-02-13T20:17:05.886634] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2026-02-13T20:17:05.886691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:05.886767] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:05.886796] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:05.886854] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:05.951027] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:05.952097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:05.952201] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:05.952251] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:06.084324] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:06.084487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:06.084527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:06.084557] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:06.088225] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: UP (p=85.60%)
[2026-02-13T20:17:06.088520] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2026-02-13T20:17:06.088672] [INFO ] [sig       ] BBLG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:06.249631] [INFO ] [LOCAL     ] Saved forecast: BBLG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BBLG.txt
[2026-02-13T20:17:06.249835] [INFO ] [sig       ] [343/3406] Completed BBLG in 0.4s | 2.82 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:06.249884] [INFO ] [sig       ] [344/3406] Forecasting BBN...
[2026-02-13T20:17:06.249915] [INFO ] [sig       ] Generating forecast for: BBN
[2026-02-13T20:17:06.249960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2026-02-13T20:17:06.276990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBN'.
[2026-02-13T20:17:06.277468] [INFO ] [FORECASTER] Starting predict_future for BBN
[2026-02-13T20:17:06.278398] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2026-02-13T20:17:06.278464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:06.278514] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:06.278546] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:06.278631] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:06.340329] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:06.341325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:06.341464] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:06.341517] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:06.471496] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:06.471671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:06.471714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:06.471746] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:06.475525] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2026-02-13T20:17:06.475894] [INFO ] [FORECASTER] Completed predict_future for BBN
[2026-02-13T20:17:06.476063] [INFO ] [sig       ] BBN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:06.617320] [INFO ] [LOCAL     ] Saved forecast: BBN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BBN.txt
[2026-02-13T20:17:06.617483] [INFO ] [sig       ] [344/3406] Completed BBN in 0.4s | 2.82 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:06.617525] [INFO ] [sig       ] [345/3406] Forecasting BBSI...
[2026-02-13T20:17:06.617555] [INFO ] [sig       ] Generating forecast for: BBSI
[2026-02-13T20:17:06.617628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2026-02-13T20:17:06.629444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBSI'.
[2026-02-13T20:17:06.629829] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2026-02-13T20:17:06.630666] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2026-02-13T20:17:06.630725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:06.630772] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:06.630804] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:06.630863] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:06.690424] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:06.691177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:06.691260] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:06.691295] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:06.815348] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:06.815730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:06.815772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:06.815802] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:06.819242] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: DOWN (p=29.46%)
[2026-02-13T20:17:06.819519] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2026-02-13T20:17:06.819665] [INFO ] [sig       ] BBSI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:06.964389] [INFO ] [LOCAL     ] Saved forecast: BBSI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BBSI.txt
[2026-02-13T20:17:06.964560] [INFO ] [sig       ] [345/3406] Completed BBSI in 0.3s | 2.82 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:06.964621] [INFO ] [sig       ] [346/3406] Forecasting BBUC...
[2026-02-13T20:17:06.964654] [INFO ] [sig       ] Generating forecast for: BBUC
[2026-02-13T20:17:06.964686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2026-02-13T20:17:06.976351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBUC'.
[2026-02-13T20:17:06.976816] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2026-02-13T20:17:06.977698] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2026-02-13T20:17:06.977752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:06.977784] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:06.977836] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:06.977895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:07.036181] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:07.037120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:07.037217] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:07.037253] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:07.156281] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:07.156444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:07.156486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:07.156549] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:07.161388] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2026-02-13T20:17:07.161734] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2026-02-13T20:17:07.161874] [INFO ] [sig       ] BBUC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:07.301926] [INFO ] [LOCAL     ] Saved forecast: BBUC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BBUC.txt
[2026-02-13T20:17:07.302080] [INFO ] [sig       ] [346/3406] Completed BBUC in 0.3s | 2.82 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:07.302122] [INFO ] [sig       ] [347/3406] Forecasting BBVA...
[2026-02-13T20:17:07.302151] [INFO ] [sig       ] Generating forecast for: BBVA
[2026-02-13T20:17:07.302181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2026-02-13T20:17:07.313402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBVA'.
[2026-02-13T20:17:07.313766] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2026-02-13T20:17:07.314543] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2026-02-13T20:17:07.314613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:07.314647] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:07.314673] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:07.314729] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:07.372223] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:07.373288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:07.373374] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:07.373407] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:07.504073] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:07.504206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:07.504246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:07.504276] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:07.507891] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=38.41%)
[2026-02-13T20:17:07.508172] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2026-02-13T20:17:07.508302] [INFO ] [sig       ] BBVA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:07.650281] [INFO ] [LOCAL     ] Saved forecast: BBVA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BBVA.txt
[2026-02-13T20:17:07.650451] [INFO ] [sig       ] [347/3406] Completed BBVA in 0.3s | 2.82 sym/s | Total: 2.0m | ETA: 18.1m
[2026-02-13T20:17:07.650492] [INFO ] [sig       ] [348/3406] Forecasting BBWI...
[2026-02-13T20:17:07.650521] [INFO ] [sig       ] Generating forecast for: BBWI
[2026-02-13T20:17:07.650550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBWI' from 'https://tdm.silogroup.org/data/derivative_storage/BBWI.csv'.
[2026-02-13T20:17:07.661855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBWI'.
[2026-02-13T20:17:07.662225] [INFO ] [FORECASTER] Starting predict_future for BBWI
[2026-02-13T20:17:07.663049] [DEBUG] [LOCAL     ] No optimal features file found for BBWI: ./output/feature-sets/BBWI.txt
[2026-02-13T20:17:07.663104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:07.663134] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:07.663160] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:07.663216] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:07.724098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:07.724994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:07.725078] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:07.725112] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:07.856870] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:07.857067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:07.857116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:07.857156] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:07.861396] [DEBUG] [FORECASTER] BBWI: Forecast T+1@11:T+2@11: UP (p=87.48%)
[2026-02-13T20:17:07.861708] [INFO ] [FORECASTER] Completed predict_future for BBWI
[2026-02-13T20:17:07.861842] [INFO ] [sig       ] BBWI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:08.007519] [INFO ] [LOCAL     ] Saved forecast: BBWI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BBWI.txt
[2026-02-13T20:17:08.007713] [INFO ] [sig       ] [348/3406] Completed BBWI in 0.4s | 2.82 sym/s | Total: 2.1m | ETA: 18.1m
[2026-02-13T20:17:08.007757] [INFO ] [sig       ] [349/3406] Forecasting BBY...
[2026-02-13T20:17:08.007787] [INFO ] [sig       ] Generating forecast for: BBY
[2026-02-13T20:17:08.007819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2026-02-13T20:17:08.020787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBY'.
[2026-02-13T20:17:08.021188] [INFO ] [FORECASTER] Starting predict_future for BBY
[2026-02-13T20:17:08.022079] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2026-02-13T20:17:08.022146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:08.022193] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:08.022235] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:08.022316] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:08.088045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:08.088984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:08.089071] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:08.089105] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:08.225871] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:08.226029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:08.226072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:08.226100] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:08.229820] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2026-02-13T20:17:08.230116] [INFO ] [FORECASTER] Completed predict_future for BBY
[2026-02-13T20:17:08.230254] [INFO ] [sig       ] BBY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:08.380419] [INFO ] [LOCAL     ] Saved forecast: BBY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BBY.txt
[2026-02-13T20:17:08.380650] [INFO ] [sig       ] [349/3406] Completed BBY in 0.4s | 2.82 sym/s | Total: 2.1m | ETA: 18.1m
[2026-02-13T20:17:08.380705] [INFO ] [sig       ] [350/3406] Forecasting BC...
[2026-02-13T20:17:08.380735] [INFO ] [sig       ] Generating forecast for: BC
[2026-02-13T20:17:08.380798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2026-02-13T20:17:08.393741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2026-02-13T20:17:08.394160] [INFO ] [FORECASTER] Starting predict_future for BC
[2026-02-13T20:17:08.395364] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2026-02-13T20:17:08.395418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:08.395450] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:08.395478] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:08.395534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:08.459478] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:08.460816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:08.460913] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:08.460965] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:08.593428] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:08.593606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:08.593648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:08.593677] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:08.597530] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=30.90%)
[2026-02-13T20:17:08.601458] [INFO ] [FORECASTER] Completed predict_future for BC
[2026-02-13T20:17:08.601674] [INFO ] [sig       ] BC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:08.751964] [INFO ] [LOCAL     ] Saved forecast: BC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BC.txt
[2026-02-13T20:17:08.752158] [INFO ] [sig       ] [350/3406] Completed BC in 0.4s | 2.82 sym/s | Total: 2.1m | ETA: 18.1m
[2026-02-13T20:17:08.752220] [INFO ] [sig       ] [351/3406] Forecasting BCAL...
[2026-02-13T20:17:08.752272] [INFO ] [sig       ] Generating forecast for: BCAL
[2026-02-13T20:17:08.752318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2026-02-13T20:17:08.765367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAL'.
[2026-02-13T20:17:08.765789] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2026-02-13T20:17:08.766878] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2026-02-13T20:17:08.766951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:08.767001] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:08.767047] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:08.767143] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:08.834717] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:08.835712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:08.835826] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:08.835873] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:08.964330] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:08.964496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:08.964537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:08.964566] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:08.968113] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=58.73%)
[2026-02-13T20:17:08.968403] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2026-02-13T20:17:08.968538] [INFO ] [sig       ] BCAL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:09.107787] [INFO ] [LOCAL     ] Saved forecast: BCAL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BCAL.txt
[2026-02-13T20:17:09.107952] [INFO ] [sig       ] [351/3406] Completed BCAL in 0.4s | 2.82 sym/s | Total: 2.1m | ETA: 18.0m
[2026-02-13T20:17:09.107993] [INFO ] [sig       ] [352/3406] Forecasting BCAX...
[2026-02-13T20:17:09.108023] [INFO ] [sig       ] Generating forecast for: BCAX
[2026-02-13T20:17:09.108053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2026-02-13T20:17:09.119840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCAX'.
[2026-02-13T20:17:09.120180] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2026-02-13T20:17:09.121180] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2026-02-13T20:17:09.121232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:09.121264] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:09.121290] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:09.121346] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:09.177062] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:09.177916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:09.177998] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:09.178031] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:09.298889] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:09.299048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:09.299087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:09.299115] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:09.302637] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2026-02-13T20:17:09.302918] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2026-02-13T20:17:09.303046] [INFO ] [sig       ] BCAX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:09.448081] [INFO ] [LOCAL     ] Saved forecast: BCAX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BCAX.txt
[2026-02-13T20:17:09.448698] [INFO ] [sig       ] [352/3406] Completed BCAX in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.0m
[2026-02-13T20:17:09.448744] [INFO ] [sig       ] [353/3406] Forecasting BCBP...
[2026-02-13T20:17:09.448774] [INFO ] [sig       ] Generating forecast for: BCBP
[2026-02-13T20:17:09.448803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2026-02-13T20:17:09.462407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2026-02-13T20:17:09.462795] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2026-02-13T20:17:09.463641] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2026-02-13T20:17:09.463696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:09.463728] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:09.463756] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:09.463814] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:09.524969] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:09.525879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:09.526018] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:09.526055] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:09.644016] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:09.644179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:09.644218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:09.644247] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:09.647788] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: UP (p=57.56%)
[2026-02-13T20:17:09.648069] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2026-02-13T20:17:09.648194] [INFO ] [sig       ] BCBP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:09.792457] [INFO ] [LOCAL     ] Saved forecast: BCBP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BCBP.txt
[2026-02-13T20:17:09.792618] [INFO ] [sig       ] [353/3406] Completed BCBP in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.0m
[2026-02-13T20:17:09.792661] [INFO ] [sig       ] [354/3406] Forecasting BCC...
[2026-02-13T20:17:09.792693] [INFO ] [sig       ] Generating forecast for: BCC
[2026-02-13T20:17:09.792723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2026-02-13T20:17:09.804274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2026-02-13T20:17:09.804627] [INFO ] [FORECASTER] Starting predict_future for BCC
[2026-02-13T20:17:09.805471] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2026-02-13T20:17:09.805533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:09.805585] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:09.805619] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:09.805678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:09.863816] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:09.864506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:09.864609] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:09.864648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:09.982830] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:09.982987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:09.983027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:09.983056] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:09.986532] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=24.76%)
[2026-02-13T20:17:09.986828] [INFO ] [FORECASTER] Completed predict_future for BCC
[2026-02-13T20:17:09.986960] [INFO ] [sig       ] BCC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:10.128478] [INFO ] [LOCAL     ] Saved forecast: BCC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BCC.txt
[2026-02-13T20:17:10.128634] [INFO ] [sig       ] [354/3406] Completed BCC in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.0m
[2026-02-13T20:17:10.128677] [INFO ] [sig       ] [355/3406] Forecasting BCDA...
[2026-02-13T20:17:10.128706] [INFO ] [sig       ] Generating forecast for: BCDA
[2026-02-13T20:17:10.128735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2026-02-13T20:17:10.140151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2026-02-13T20:17:10.140538] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2026-02-13T20:17:10.141341] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2026-02-13T20:17:10.141394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:10.141426] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:10.141452] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:10.141508] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:10.197790] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:10.198556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:10.198667] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:10.198701] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:10.318997] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:10.319201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:10.319246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:10.319275] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:10.323040] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: DOWN (p=13.35%)
[2026-02-13T20:17:10.323341] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2026-02-13T20:17:10.323480] [INFO ] [sig       ] BCDA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:10.473806] [INFO ] [LOCAL     ] Saved forecast: BCDA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BCDA.txt
[2026-02-13T20:17:10.473963] [INFO ] [sig       ] [355/3406] Completed BCDA in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.0m
[2026-02-13T20:17:10.474003] [INFO ] [sig       ] [356/3406] Forecasting BCE...
[2026-02-13T20:17:10.474032] [INFO ] [sig       ] Generating forecast for: BCE
[2026-02-13T20:17:10.474072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2026-02-13T20:17:10.485806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2026-02-13T20:17:10.486272] [INFO ] [FORECASTER] Starting predict_future for BCE
[2026-02-13T20:17:10.487204] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2026-02-13T20:17:10.487261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:10.487294] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:10.487322] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:10.487391] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:10.545707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:10.546723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:10.546810] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:10.546843] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:10.669762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:10.669918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:10.669958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:10.669986] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:10.673406] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: UP (p=78.95%)
[2026-02-13T20:17:10.673711] [INFO ] [FORECASTER] Completed predict_future for BCE
[2026-02-13T20:17:10.673841] [INFO ] [sig       ] BCE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:10.814773] [INFO ] [LOCAL     ] Saved forecast: BCE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BCE.txt
[2026-02-13T20:17:10.814957] [INFO ] [sig       ] [356/3406] Completed BCE in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.0m
[2026-02-13T20:17:10.815026] [INFO ] [sig       ] [357/3406] Forecasting BCH...
[2026-02-13T20:17:10.815068] [INFO ] [sig       ] Generating forecast for: BCH
[2026-02-13T20:17:10.815110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2026-02-13T20:17:10.826541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2026-02-13T20:17:10.826922] [INFO ] [FORECASTER] Starting predict_future for BCH
[2026-02-13T20:17:10.827746] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2026-02-13T20:17:10.827798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:10.827831] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:10.827859] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:10.827915] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:10.885197] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:10.885889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:10.885971] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:10.886003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:11.006600] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:11.006757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:11.006798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:11.006827] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:11.010386] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=83.44%)
[2026-02-13T20:17:11.010886] [INFO ] [FORECASTER] Completed predict_future for BCH
[2026-02-13T20:17:11.011016] [INFO ] [sig       ] BCH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:11.153788] [INFO ] [LOCAL     ] Saved forecast: BCH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BCH.txt
[2026-02-13T20:17:11.153925] [INFO ] [sig       ] [357/3406] Completed BCH in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.0m
[2026-02-13T20:17:11.153965] [INFO ] [sig       ] [358/3406] Forecasting BCML...
[2026-02-13T20:17:11.153995] [INFO ] [sig       ] Generating forecast for: BCML
[2026-02-13T20:17:11.154024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2026-02-13T20:17:11.167926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2026-02-13T20:17:11.168281] [INFO ] [FORECASTER] Starting predict_future for BCML
[2026-02-13T20:17:11.169100] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2026-02-13T20:17:11.169155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:11.169186] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:11.169213] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:11.169269] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:11.225241] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:11.225952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:11.226035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:11.226067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:11.332719] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:11.332880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:11.332919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:11.332946] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:11.336370] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: DOWN (p=47.86%)
[2026-02-13T20:17:11.336704] [INFO ] [FORECASTER] Completed predict_future for BCML
[2026-02-13T20:17:11.336838] [INFO ] [sig       ] BCML: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:11.494765] [INFO ] [LOCAL     ] Saved forecast: BCML	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BCML.txt
[2026-02-13T20:17:11.494943] [INFO ] [sig       ] [358/3406] Completed BCML in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.0m
[2026-02-13T20:17:11.494998] [INFO ] [sig       ] [359/3406] Forecasting BCO...
[2026-02-13T20:17:11.495033] [INFO ] [sig       ] Generating forecast for: BCO
[2026-02-13T20:17:11.495065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2026-02-13T20:17:11.507241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCO'.
[2026-02-13T20:17:11.507707] [INFO ] [FORECASTER] Starting predict_future for BCO
[2026-02-13T20:17:11.508604] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2026-02-13T20:17:11.508674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:11.508710] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:11.508737] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:11.508795] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:11.567904] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:11.568892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:11.568985] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:11.569021] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:11.697187] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:11.697357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:11.697399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:11.697429] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:11.701421] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=7.54%)
[2026-02-13T20:17:11.701761] [INFO ] [FORECASTER] Completed predict_future for BCO
[2026-02-13T20:17:11.701909] [INFO ] [sig       ] BCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:11.847116] [INFO ] [LOCAL     ] Saved forecast: BCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BCO.txt
[2026-02-13T20:17:11.847276] [INFO ] [sig       ] [359/3406] Completed BCO in 0.4s | 2.82 sym/s | Total: 2.1m | ETA: 18.0m
[2026-02-13T20:17:11.847317] [INFO ] [sig       ] [360/3406] Forecasting BCPC...
[2026-02-13T20:17:11.847355] [INFO ] [sig       ] Generating forecast for: BCPC
[2026-02-13T20:17:11.847399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2026-02-13T20:17:11.859406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2026-02-13T20:17:11.859821] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2026-02-13T20:17:11.860664] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2026-02-13T20:17:11.860730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:11.860796] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:11.860826] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:11.860885] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:11.930537] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:11.931644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:11.931731] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:11.931764] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:12.048766] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:12.048924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:12.048963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:12.048991] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:12.052421] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: UP (p=68.27%)
[2026-02-13T20:17:12.052725] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2026-02-13T20:17:12.052854] [INFO ] [sig       ] BCPC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:12.191454] [INFO ] [LOCAL     ] Saved forecast: BCPC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BCPC.txt
[2026-02-13T20:17:12.191625] [INFO ] [sig       ] [360/3406] Completed BCPC in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.0m
[2026-02-13T20:17:12.191668] [INFO ] [sig       ] [361/3406] Forecasting BCRX...
[2026-02-13T20:17:12.191699] [INFO ] [sig       ] Generating forecast for: BCRX
[2026-02-13T20:17:12.191730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2026-02-13T20:17:12.202986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCRX'.
[2026-02-13T20:17:12.203339] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2026-02-13T20:17:12.204156] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2026-02-13T20:17:12.204211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:12.204243] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:12.204270] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:12.204325] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:12.260769] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:12.261614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:12.261696] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:12.261728] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:12.381589] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:12.381752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:12.381794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:12.381823] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:12.385276] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: DOWN (p=42.38%)
[2026-02-13T20:17:12.385558] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2026-02-13T20:17:12.385705] [INFO ] [sig       ] BCRX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:12.526097] [INFO ] [LOCAL     ] Saved forecast: BCRX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BCRX.txt
[2026-02-13T20:17:12.526258] [INFO ] [sig       ] [361/3406] Completed BCRX in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.0m
[2026-02-13T20:17:12.526298] [INFO ] [sig       ] [362/3406] Forecasting BCS...
[2026-02-13T20:17:12.526327] [INFO ] [sig       ] Generating forecast for: BCS
[2026-02-13T20:17:12.526358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2026-02-13T20:17:12.538946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2026-02-13T20:17:12.539344] [INFO ] [FORECASTER] Starting predict_future for BCS
[2026-02-13T20:17:12.540344] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2026-02-13T20:17:12.540398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:12.540430] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:12.540457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:12.540514] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:12.599956] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:12.601010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:12.601096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:12.601128] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:12.725363] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:12.725527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:12.725568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:12.725625] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:12.730315] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=96.73%)
[2026-02-13T20:17:12.731025] [INFO ] [FORECASTER] Completed predict_future for BCS
[2026-02-13T20:17:12.731194] [INFO ] [sig       ] BCS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:12.878692] [INFO ] [LOCAL     ] Saved forecast: BCS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BCS.txt
[2026-02-13T20:17:12.878853] [INFO ] [sig       ] [362/3406] Completed BCS in 0.4s | 2.82 sym/s | Total: 2.1m | ETA: 18.0m
[2026-02-13T20:17:12.878901] [INFO ] [sig       ] [363/3406] Forecasting BCSF...
[2026-02-13T20:17:12.878931] [INFO ] [sig       ] Generating forecast for: BCSF
[2026-02-13T20:17:12.878963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2026-02-13T20:17:12.890902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCSF'.
[2026-02-13T20:17:12.891239] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2026-02-13T20:17:12.892084] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2026-02-13T20:17:12.892137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:12.892169] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:12.892195] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:12.892252] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:12.949831] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:12.950687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:12.950772] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:12.950805] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:13.073300] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:13.073485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:13.073531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:13.073619] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:13.077162] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=18.94%)
[2026-02-13T20:17:13.077463] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2026-02-13T20:17:13.077655] [INFO ] [sig       ] BCSF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:13.220977] [INFO ] [LOCAL     ] Saved forecast: BCSF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BCSF.txt
[2026-02-13T20:17:13.221157] [INFO ] [sig       ] [363/3406] Completed BCSF in 0.3s | 2.82 sym/s | Total: 2.1m | ETA: 18.0m
[2026-02-13T20:17:13.221207] [INFO ] [sig       ] [364/3406] Forecasting BCTX...
[2026-02-13T20:17:13.221249] [INFO ] [sig       ] Generating forecast for: BCTX
[2026-02-13T20:17:13.221281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2026-02-13T20:17:13.233896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2026-02-13T20:17:13.234288] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2026-02-13T20:17:13.235106] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2026-02-13T20:17:13.235160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:13.235191] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:13.235217] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:13.235273] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:13.294166] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:13.295044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:13.295133] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:13.295166] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:13.436045] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:13.436226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:13.436278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:13.436319] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:13.440323] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2026-02-13T20:17:13.440717] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2026-02-13T20:17:13.441094] [INFO ] [sig       ] BCTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:13.597648] [INFO ] [LOCAL     ] Saved forecast: BCTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BCTX.txt
[2026-02-13T20:17:13.597872] [INFO ] [sig       ] [364/3406] Completed BCTX in 0.4s | 2.82 sym/s | Total: 2.1m | ETA: 18.0m
[2026-02-13T20:17:13.597928] [INFO ] [sig       ] [365/3406] Forecasting BCX...
[2026-02-13T20:17:13.597968] [INFO ] [sig       ] Generating forecast for: BCX
[2026-02-13T20:17:13.598005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2026-02-13T20:17:13.611939] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2026-02-13T20:17:13.612398] [INFO ] [FORECASTER] Starting predict_future for BCX
[2026-02-13T20:17:13.613423] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2026-02-13T20:17:13.613492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:13.613533] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:13.613569] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:13.613673] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:13.689028] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:13.690201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:13.690311] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:13.690345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:13.816930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:13.817092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:13.817133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:13.817162] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:13.820945] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: UP (p=68.53%)
[2026-02-13T20:17:13.821244] [INFO ] [FORECASTER] Completed predict_future for BCX
[2026-02-13T20:17:13.821377] [INFO ] [sig       ] BCX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:13.961749] [INFO ] [LOCAL     ] Saved forecast: BCX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BCX.txt
[2026-02-13T20:17:13.961910] [INFO ] [sig       ] [365/3406] Completed BCX in 0.4s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:13.961949] [INFO ] [sig       ] [366/3406] Forecasting BCYC...
[2026-02-13T20:17:13.961980] [INFO ] [sig       ] Generating forecast for: BCYC
[2026-02-13T20:17:13.962012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2026-02-13T20:17:13.973350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2026-02-13T20:17:13.973759] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2026-02-13T20:17:13.974565] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2026-02-13T20:17:13.974649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:13.974683] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:13.974710] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:13.974767] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:14.030595] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:14.031493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:14.031664] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:14.031734] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:14.158540] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:14.158725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:14.158802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:14.158832] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:14.162999] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=73.70%)
[2026-02-13T20:17:14.163307] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2026-02-13T20:17:14.163443] [INFO ] [sig       ] BCYC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:14.302988] [INFO ] [LOCAL     ] Saved forecast: BCYC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BCYC.txt
[2026-02-13T20:17:14.303146] [INFO ] [sig       ] [366/3406] Completed BCYC in 0.3s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:14.303185] [INFO ] [sig       ] [367/3406] Forecasting BDC...
[2026-02-13T20:17:14.303216] [INFO ] [sig       ] Generating forecast for: BDC
[2026-02-13T20:17:14.303246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2026-02-13T20:17:14.314781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2026-02-13T20:17:14.315144] [INFO ] [FORECASTER] Starting predict_future for BDC
[2026-02-13T20:17:14.316020] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2026-02-13T20:17:14.316076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:14.316110] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:14.316137] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:14.316195] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:14.373621] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:14.374484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:14.374569] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:14.374623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:14.502483] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:14.502657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:14.502699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:14.502731] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:14.506593] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=68.97%)
[2026-02-13T20:17:14.506873] [INFO ] [FORECASTER] Completed predict_future for BDC
[2026-02-13T20:17:14.507002] [INFO ] [sig       ] BDC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:14.649985] [INFO ] [LOCAL     ] Saved forecast: BDC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BDC.txt
[2026-02-13T20:17:14.650143] [INFO ] [sig       ] [367/3406] Completed BDC in 0.3s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:14.650184] [INFO ] [sig       ] [368/3406] Forecasting BDJ...
[2026-02-13T20:17:14.650213] [INFO ] [sig       ] Generating forecast for: BDJ
[2026-02-13T20:17:14.650243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2026-02-13T20:17:14.661903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2026-02-13T20:17:14.662260] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2026-02-13T20:17:14.663096] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2026-02-13T20:17:14.663151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:14.663185] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:14.663213] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:14.663277] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:14.726163] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:14.727312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:14.727419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:14.727453] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:14.856817] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:14.856966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:14.857008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:14.857037] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:14.860514] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: UP (p=89.81%)
[2026-02-13T20:17:14.860819] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2026-02-13T20:17:14.860949] [INFO ] [sig       ] BDJ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:15.004245] [INFO ] [LOCAL     ] Saved forecast: BDJ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BDJ.txt
[2026-02-13T20:17:15.004392] [INFO ] [sig       ] [368/3406] Completed BDJ in 0.4s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:15.004430] [INFO ] [sig       ] [369/3406] Forecasting BDN...
[2026-02-13T20:17:15.004460] [INFO ] [sig       ] Generating forecast for: BDN
[2026-02-13T20:17:15.004491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2026-02-13T20:17:15.015789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDN'.
[2026-02-13T20:17:15.016159] [INFO ] [FORECASTER] Starting predict_future for BDN
[2026-02-13T20:17:15.016986] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2026-02-13T20:17:15.017040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:15.017074] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:15.017101] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:15.017161] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:15.072938] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:15.073780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:15.073868] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:15.073903] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:15.194432] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:15.194607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:15.194649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:15.194871] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:15.198890] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2026-02-13T20:17:15.199166] [INFO ] [FORECASTER] Completed predict_future for BDN
[2026-02-13T20:17:15.199296] [INFO ] [sig       ] BDN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:15.340958] [INFO ] [LOCAL     ] Saved forecast: BDN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BDN.txt
[2026-02-13T20:17:15.341161] [INFO ] [sig       ] [369/3406] Completed BDN in 0.3s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:15.341222] [INFO ] [sig       ] [370/3406] Forecasting BDRX...
[2026-02-13T20:17:15.341258] [INFO ] [sig       ] Generating forecast for: BDRX
[2026-02-13T20:17:15.341295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2026-02-13T20:17:15.354564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2026-02-13T20:17:15.355090] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2026-02-13T20:17:15.356051] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2026-02-13T20:17:15.356118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:15.356158] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:15.356236] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:15.356323] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:15.434657] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:15.435709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:15.435881] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:15.435941] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:15.570932] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:15.571093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:15.571133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:15.571162] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:15.575292] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=35.52%)
[2026-02-13T20:17:15.575718] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2026-02-13T20:17:15.575872] [INFO ] [sig       ] BDRX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:15.725524] [INFO ] [LOCAL     ] Saved forecast: BDRX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BDRX.txt
[2026-02-13T20:17:15.725698] [INFO ] [sig       ] [370/3406] Completed BDRX in 0.4s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:15.725740] [INFO ] [sig       ] [371/3406] Forecasting BDSX...
[2026-02-13T20:17:15.725769] [INFO ] [sig       ] Generating forecast for: BDSX
[2026-02-13T20:17:15.725799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2026-02-13T20:17:15.739062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2026-02-13T20:17:15.739476] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2026-02-13T20:17:15.740563] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2026-02-13T20:17:15.740654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:15.740704] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:15.740746] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:15.740832] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:15.820224] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:15.821615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:15.821739] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:15.821788] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:15.969613] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:15.969776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:15.969819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:15.969850] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:15.973614] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=59.40%)
[2026-02-13T20:17:15.973975] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2026-02-13T20:17:15.974129] [INFO ] [sig       ] BDSX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:16.151508] [INFO ] [LOCAL     ] Saved forecast: BDSX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BDSX.txt
[2026-02-13T20:17:16.151770] [INFO ] [sig       ] [371/3406] Completed BDSX in 0.4s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:16.152023] [INFO ] [sig       ] [372/3406] Forecasting BDTX...
[2026-02-13T20:17:16.152067] [INFO ] [sig       ] Generating forecast for: BDTX
[2026-02-13T20:17:16.152111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2026-02-13T20:17:16.166628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2026-02-13T20:17:16.167126] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2026-02-13T20:17:16.168385] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2026-02-13T20:17:16.168444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:16.168476] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:16.168502] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:16.168559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:16.233551] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:16.234476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:16.234603] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:16.234648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:16.370358] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:16.370538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:16.370599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:16.370634] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:16.375628] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: UP (p=86.80%)
[2026-02-13T20:17:16.376172] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2026-02-13T20:17:16.376408] [INFO ] [sig       ] BDTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:16.526359] [INFO ] [LOCAL     ] Saved forecast: BDTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BDTX.txt
[2026-02-13T20:17:16.526528] [INFO ] [sig       ] [372/3406] Completed BDTX in 0.4s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:16.526589] [INFO ] [sig       ] [373/3406] Forecasting BDX...
[2026-02-13T20:17:16.526623] [INFO ] [sig       ] Generating forecast for: BDX
[2026-02-13T20:17:16.526653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDX' from 'https://tdm.silogroup.org/data/derivative_storage/BDX.csv'.
[2026-02-13T20:17:16.540642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDX'.
[2026-02-13T20:17:16.541082] [INFO ] [FORECASTER] Starting predict_future for BDX
[2026-02-13T20:17:16.542141] [DEBUG] [LOCAL     ] No optimal features file found for BDX: ./output/feature-sets/BDX.txt
[2026-02-13T20:17:16.542196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:16.542230] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:16.542258] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:16.542315] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:16.603027] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:16.604166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:16.604254] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:16.604288] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:16.735050] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:16.735228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:16.735269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:16.735300] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:16.739154] [DEBUG] [FORECASTER] BDX: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2026-02-13T20:17:16.739600] [INFO ] [FORECASTER] Completed predict_future for BDX
[2026-02-13T20:17:16.739762] [INFO ] [sig       ] BDX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:16.889245] [INFO ] [LOCAL     ] Saved forecast: BDX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BDX.txt
[2026-02-13T20:17:16.889450] [INFO ] [sig       ] [373/3406] Completed BDX in 0.4s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:16.889494] [INFO ] [sig       ] [374/3406] Forecasting BE...
[2026-02-13T20:17:16.889523] [INFO ] [sig       ] Generating forecast for: BE
[2026-02-13T20:17:16.889559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2026-02-13T20:17:16.901350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2026-02-13T20:17:16.901802] [INFO ] [FORECASTER] Starting predict_future for BE
[2026-02-13T20:17:16.902638] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2026-02-13T20:17:16.902692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:16.902726] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:16.902762] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:16.902836] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:16.960983] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:16.962122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:16.962214] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:16.962247] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:17.085691] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:17.085862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:17.085902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:17.085933] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:17.089543] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: UP (p=92.77%)
[2026-02-13T20:17:17.089859] [INFO ] [FORECASTER] Completed predict_future for BE
[2026-02-13T20:17:17.089996] [INFO ] [sig       ] BE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:17.236182] [INFO ] [LOCAL     ] Saved forecast: BE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BE.txt
[2026-02-13T20:17:17.236352] [INFO ] [sig       ] [374/3406] Completed BE in 0.3s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:17.236391] [INFO ] [sig       ] [375/3406] Forecasting BEAM...
[2026-02-13T20:17:17.236421] [INFO ] [sig       ] Generating forecast for: BEAM
[2026-02-13T20:17:17.236452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2026-02-13T20:17:17.249399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2026-02-13T20:17:17.249819] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2026-02-13T20:17:17.250638] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2026-02-13T20:17:17.250690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:17.250722] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:17.250757] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:17.250824] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:17.310843] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:17.311797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:17.311887] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:17.311921] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:17.434911] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:17.435080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:17.435120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:17.435148] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:17.439306] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=8.93%)
[2026-02-13T20:17:17.439855] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2026-02-13T20:17:17.440000] [INFO ] [sig       ] BEAM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:17.606274] [INFO ] [LOCAL     ] Saved forecast: BEAM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BEAM.txt
[2026-02-13T20:17:17.606450] [INFO ] [sig       ] [375/3406] Completed BEAM in 0.4s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:17.606492] [INFO ] [sig       ] [376/3406] Forecasting BEEM...
[2026-02-13T20:17:17.606521] [INFO ] [sig       ] Generating forecast for: BEEM
[2026-02-13T20:17:17.606549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2026-02-13T20:17:17.618285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2026-02-13T20:17:17.618721] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2026-02-13T20:17:17.619628] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2026-02-13T20:17:17.619689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:17.619723] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:17.619750] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:17.619813] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:17.690608] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:17.691513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:17.691629] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:17.691679] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:17.813179] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:17.813337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:17.813379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:17.813410] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:17.816959] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2026-02-13T20:17:17.817248] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2026-02-13T20:17:17.817379] [INFO ] [sig       ] BEEM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:17.964285] [INFO ] [LOCAL     ] Saved forecast: BEEM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BEEM.txt
[2026-02-13T20:17:17.964417] [INFO ] [sig       ] [376/3406] Completed BEEM in 0.4s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:17.964457] [INFO ] [sig       ] [377/3406] Forecasting BEEP...
[2026-02-13T20:17:17.964486] [INFO ] [sig       ] Generating forecast for: BEEP
[2026-02-13T20:17:17.964514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2026-02-13T20:17:17.975626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2026-02-13T20:17:17.976000] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2026-02-13T20:17:17.976824] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2026-02-13T20:17:17.976877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:17.976940] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:17.976969] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:17.977026] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:18.033898] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:18.034720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:18.034802] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:18.034835] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:18.147806] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:18.147962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:18.148003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:18.148032] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:18.151833] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: UP (p=69.30%)
[2026-02-13T20:17:18.152142] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2026-02-13T20:17:18.152281] [INFO ] [sig       ] BEEP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:18.303027] [INFO ] [LOCAL     ] Saved forecast: BEEP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BEEP.txt
[2026-02-13T20:17:18.303190] [INFO ] [sig       ] [377/3406] Completed BEEP in 0.3s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:18.303231] [INFO ] [sig       ] [378/3406] Forecasting BEKE...
[2026-02-13T20:17:18.303262] [INFO ] [sig       ] Generating forecast for: BEKE
[2026-02-13T20:17:18.303292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2026-02-13T20:17:18.315135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2026-02-13T20:17:18.315487] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2026-02-13T20:17:18.316305] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2026-02-13T20:17:18.316357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:18.316390] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:18.316417] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:18.316473] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:18.384290] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:18.385251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:18.385351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:18.385389] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:18.516128] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:18.516294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:18.516340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:18.516380] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:18.520817] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=91.01%)
[2026-02-13T20:17:18.521147] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2026-02-13T20:17:18.521299] [INFO ] [sig       ] BEKE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:18.663828] [INFO ] [LOCAL     ] Saved forecast: BEKE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BEKE.txt
[2026-02-13T20:17:18.663964] [INFO ] [sig       ] [378/3406] Completed BEKE in 0.4s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:18.664002] [INFO ] [sig       ] [379/3406] Forecasting BELFA...
[2026-02-13T20:17:18.664032] [INFO ] [sig       ] Generating forecast for: BELFA
[2026-02-13T20:17:18.664061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2026-02-13T20:17:18.675337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFA'.
[2026-02-13T20:17:18.675700] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2026-02-13T20:17:18.676613] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2026-02-13T20:17:18.676669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:18.676703] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:18.676741] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:18.676804] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:18.738670] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:18.739372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:18.739456] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:18.739488] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:18.846160] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:18.846295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:18.846332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:18.846360] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:18.849752] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=89.77%)
[2026-02-13T20:17:18.850028] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2026-02-13T20:17:18.850153] [INFO ] [sig       ] BELFA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:18.991492] [INFO ] [LOCAL     ] Saved forecast: BELFA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BELFA.txt
[2026-02-13T20:17:18.991626] [INFO ] [sig       ] [379/3406] Completed BELFA in 0.3s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:18.991669] [INFO ] [sig       ] [380/3406] Forecasting BELFB...
[2026-02-13T20:17:18.991698] [INFO ] [sig       ] Generating forecast for: BELFB
[2026-02-13T20:17:18.991728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2026-02-13T20:17:19.003611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2026-02-13T20:17:19.003930] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2026-02-13T20:17:19.004731] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2026-02-13T20:17:19.004782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:19.004814] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:19.004841] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:19.004898] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:19.061927] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:19.062645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:19.062725] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:19.062756] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:19.181606] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:19.181756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:19.181795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:19.181872] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:19.185264] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: DOWN (p=46.98%)
[2026-02-13T20:17:19.185539] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2026-02-13T20:17:19.185689] [INFO ] [sig       ] BELFB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:19.326759] [INFO ] [LOCAL     ] Saved forecast: BELFB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BELFB.txt
[2026-02-13T20:17:19.326878] [INFO ] [sig       ] [380/3406] Completed BELFB in 0.3s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:19.326917] [INFO ] [sig       ] [381/3406] Forecasting BEN...
[2026-02-13T20:17:19.326945] [INFO ] [sig       ] Generating forecast for: BEN
[2026-02-13T20:17:19.326976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2026-02-13T20:17:19.338623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2026-02-13T20:17:19.339040] [INFO ] [FORECASTER] Starting predict_future for BEN
[2026-02-13T20:17:19.339933] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2026-02-13T20:17:19.339989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:19.340021] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:19.340048] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:19.340121] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:19.399432] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:19.400368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:19.400457] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:19.400491] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:19.529263] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:19.529645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:19.529688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:19.529717] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:19.534087] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: UP (p=60.12%)
[2026-02-13T20:17:19.534375] [INFO ] [FORECASTER] Completed predict_future for BEN
[2026-02-13T20:17:19.534505] [INFO ] [sig       ] BEN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:19.677321] [INFO ] [LOCAL     ] Saved forecast: BEN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BEN.txt
[2026-02-13T20:17:19.677472] [INFO ] [sig       ] [381/3406] Completed BEN in 0.4s | 2.82 sym/s | Total: 2.2m | ETA: 17.9m
[2026-02-13T20:17:19.677513] [INFO ] [sig       ] [382/3406] Forecasting BEP...
[2026-02-13T20:17:19.677542] [INFO ] [sig       ] Generating forecast for: BEP
[2026-02-13T20:17:19.677599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2026-02-13T20:17:19.690488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2026-02-13T20:17:19.691181] [INFO ] [FORECASTER] Starting predict_future for BEP
[2026-02-13T20:17:19.692269] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2026-02-13T20:17:19.692325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:19.692358] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:19.692386] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:19.692445] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:19.759749] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:19.760885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:19.760988] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:19.761031] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:19.889908] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:19.890056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:19.890097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:19.890129] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:19.893683] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2026-02-13T20:17:19.893971] [INFO ] [FORECASTER] Completed predict_future for BEP
[2026-02-13T20:17:19.894100] [INFO ] [sig       ] BEP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:20.033046] [INFO ] [LOCAL     ] Saved forecast: BEP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BEP.txt
[2026-02-13T20:17:20.033163] [INFO ] [sig       ] [382/3406] Completed BEP in 0.4s | 2.82 sym/s | Total: 2.3m | ETA: 17.9m
[2026-02-13T20:17:20.033201] [INFO ] [sig       ] [383/3406] Forecasting BEPH...
[2026-02-13T20:17:20.033230] [INFO ] [sig       ] Generating forecast for: BEPH
[2026-02-13T20:17:20.033261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2026-02-13T20:17:20.044509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2026-02-13T20:17:20.044867] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2026-02-13T20:17:20.046059] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2026-02-13T20:17:20.046125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:20.046156] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:20.046182] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:20.046236] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:20.105317] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:20.105968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:20.106049] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:20.106082] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:20.242142] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:20.242311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:20.242356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:20.242389] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:20.246342] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=10.96%)
[2026-02-13T20:17:20.246673] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2026-02-13T20:17:20.246823] [INFO ] [sig       ] BEPH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:20.408936] [INFO ] [LOCAL     ] Saved forecast: BEPH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BEPH.txt
[2026-02-13T20:17:20.409186] [INFO ] [sig       ] [383/3406] Completed BEPH in 0.4s | 2.82 sym/s | Total: 2.3m | ETA: 17.9m
[2026-02-13T20:17:20.409225] [INFO ] [sig       ] [384/3406] Forecasting BEPI...
[2026-02-13T20:17:20.409255] [INFO ] [sig       ] Generating forecast for: BEPI
[2026-02-13T20:17:20.409286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2026-02-13T20:17:20.420596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2026-02-13T20:17:20.420911] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2026-02-13T20:17:20.421725] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2026-02-13T20:17:20.421778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:20.421809] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:20.421836] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:20.421892] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:20.478678] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:20.479518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:20.479619] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:20.479656] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:20.586418] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:20.586588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:20.586628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:20.586657] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:20.590236] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: DOWN (p=15.05%)
[2026-02-13T20:17:20.590516] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2026-02-13T20:17:20.590663] [INFO ] [sig       ] BEPI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:20.731344] [INFO ] [LOCAL     ] Saved forecast: BEPI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BEPI.txt
[2026-02-13T20:17:20.731478] [INFO ] [sig       ] [384/3406] Completed BEPI in 0.3s | 2.82 sym/s | Total: 2.3m | ETA: 17.8m
[2026-02-13T20:17:20.731518] [INFO ] [sig       ] [385/3406] Forecasting BFAM...
[2026-02-13T20:17:20.731548] [INFO ] [sig       ] Generating forecast for: BFAM
[2026-02-13T20:17:20.731602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2026-02-13T20:17:20.742434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFAM'.
[2026-02-13T20:17:20.742767] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2026-02-13T20:17:20.743534] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2026-02-13T20:17:20.743605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:20.743639] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:20.743669] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:20.743725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:20.800691] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:20.801302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:20.801380] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:20.801412] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:20.923191] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:20.923343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:20.923381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:20.923409] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:20.926895] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2026-02-13T20:17:20.927172] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2026-02-13T20:17:20.927302] [INFO ] [sig       ] BFAM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:21.076312] [INFO ] [LOCAL     ] Saved forecast: BFAM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BFAM.txt
[2026-02-13T20:17:21.076456] [INFO ] [sig       ] [385/3406] Completed BFAM in 0.3s | 2.82 sym/s | Total: 2.3m | ETA: 17.8m
[2026-02-13T20:17:21.076499] [INFO ] [sig       ] [386/3406] Forecasting BFC...
[2026-02-13T20:17:21.076530] [INFO ] [sig       ] Generating forecast for: BFC
[2026-02-13T20:17:21.076563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2026-02-13T20:17:21.088078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2026-02-13T20:17:21.088461] [INFO ] [FORECASTER] Starting predict_future for BFC
[2026-02-13T20:17:21.089328] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2026-02-13T20:17:21.089381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:21.089416] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:21.089444] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:21.089503] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:21.150768] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:21.151707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:21.151798] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:21.151833] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:21.277473] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:21.277677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:21.277721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:21.277751] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:21.281444] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=39.02%)
[2026-02-13T20:17:21.281843] [INFO ] [FORECASTER] Completed predict_future for BFC
[2026-02-13T20:17:21.282016] [INFO ] [sig       ] BFC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:21.426335] [INFO ] [LOCAL     ] Saved forecast: BFC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BFC.txt
[2026-02-13T20:17:21.426495] [INFO ] [sig       ] [386/3406] Completed BFC in 0.3s | 2.82 sym/s | Total: 2.3m | ETA: 17.8m
[2026-02-13T20:17:21.426537] [INFO ] [sig       ] [387/3406] Forecasting BFH...
[2026-02-13T20:17:21.426567] [INFO ] [sig       ] Generating forecast for: BFH
[2026-02-13T20:17:21.426618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2026-02-13T20:17:21.438181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2026-02-13T20:17:21.438505] [INFO ] [FORECASTER] Starting predict_future for BFH
[2026-02-13T20:17:21.439338] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2026-02-13T20:17:21.439391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:21.439422] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:21.439450] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:21.439507] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:21.497460] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:21.498455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:21.498615] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:21.498663] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:21.619613] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:21.619771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:21.619813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:21.619842] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:21.623373] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2026-02-13T20:17:21.623682] [INFO ] [FORECASTER] Completed predict_future for BFH
[2026-02-13T20:17:21.623812] [INFO ] [sig       ] BFH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:21.768791] [INFO ] [LOCAL     ] Saved forecast: BFH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BFH.txt
[2026-02-13T20:17:21.768941] [INFO ] [sig       ] [387/3406] Completed BFH in 0.3s | 2.82 sym/s | Total: 2.3m | ETA: 17.8m
[2026-02-13T20:17:21.768982] [INFO ] [sig       ] [388/3406] Forecasting BFLY...
[2026-02-13T20:17:21.769014] [INFO ] [sig       ] Generating forecast for: BFLY
[2026-02-13T20:17:21.769046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2026-02-13T20:17:21.780324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2026-02-13T20:17:21.780725] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2026-02-13T20:17:21.781515] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2026-02-13T20:17:21.781569] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:21.781622] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:21.781650] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:21.781707] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:21.838974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:21.839827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:21.839911] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:21.839946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:21.963806] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:21.963964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:21.964005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:21.964035] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:21.967568] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: UP (p=50.37%)
[2026-02-13T20:17:21.967919] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2026-02-13T20:17:21.968056] [INFO ] [sig       ] BFLY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:22.112481] [INFO ] [LOCAL     ] Saved forecast: BFLY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BFLY.txt
[2026-02-13T20:17:22.112641] [INFO ] [sig       ] [388/3406] Completed BFLY in 0.3s | 2.82 sym/s | Total: 2.3m | ETA: 17.8m
[2026-02-13T20:17:22.112685] [INFO ] [sig       ] [389/3406] Forecasting BFS...
[2026-02-13T20:17:22.112716] [INFO ] [sig       ] Generating forecast for: BFS
[2026-02-13T20:17:22.112747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2026-02-13T20:17:22.124202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2026-02-13T20:17:22.124565] [INFO ] [FORECASTER] Starting predict_future for BFS
[2026-02-13T20:17:22.125397] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2026-02-13T20:17:22.125449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:22.125482] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:22.125509] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:22.125565] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:22.183831] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:22.185093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:22.185177] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:22.185209] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:22.309443] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:22.309618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:22.309659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:22.309686] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:22.313717] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2026-02-13T20:17:22.314001] [INFO ] [FORECASTER] Completed predict_future for BFS
[2026-02-13T20:17:22.314129] [INFO ] [sig       ] BFS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:22.460681] [INFO ] [LOCAL     ] Saved forecast: BFS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BFS.txt
[2026-02-13T20:17:22.460830] [INFO ] [sig       ] [389/3406] Completed BFS in 0.3s | 2.82 sym/s | Total: 2.3m | ETA: 17.8m
[2026-02-13T20:17:22.460871] [INFO ] [sig       ] [390/3406] Forecasting BG...
[2026-02-13T20:17:22.460900] [INFO ] [sig       ] Generating forecast for: BG
[2026-02-13T20:17:22.460930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2026-02-13T20:17:22.471774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BG'.
[2026-02-13T20:17:22.472138] [INFO ] [FORECASTER] Starting predict_future for BG
[2026-02-13T20:17:22.472940] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2026-02-13T20:17:22.472992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:22.473025] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:22.473053] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:22.473110] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:22.530726] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:22.531589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:22.531678] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:22.531711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:22.649917] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:22.650074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:22.650151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:22.650182] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:22.653814] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2026-02-13T20:17:22.654098] [INFO ] [FORECASTER] Completed predict_future for BG
[2026-02-13T20:17:22.654227] [INFO ] [sig       ] BG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:22.804152] [INFO ] [LOCAL     ] Saved forecast: BG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BG.txt
[2026-02-13T20:17:22.804357] [INFO ] [sig       ] [390/3406] Completed BG in 0.3s | 2.82 sym/s | Total: 2.3m | ETA: 17.8m
[2026-02-13T20:17:22.804403] [INFO ] [sig       ] [391/3406] Forecasting BGB...
[2026-02-13T20:17:22.804433] [INFO ] [sig       ] Generating forecast for: BGB
[2026-02-13T20:17:22.804465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2026-02-13T20:17:22.815377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2026-02-13T20:17:22.815767] [INFO ] [FORECASTER] Starting predict_future for BGB
[2026-02-13T20:17:22.816560] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2026-02-13T20:17:22.816633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:22.816665] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:22.816692] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:22.816748] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:22.882812] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:22.883863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:22.883989] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:22.884025] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:23.010113] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:23.010276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:23.010316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:23.010347] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:23.013939] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=55.91%)
[2026-02-13T20:17:23.014249] [INFO ] [FORECASTER] Completed predict_future for BGB
[2026-02-13T20:17:23.014392] [INFO ] [sig       ] BGB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:23.166738] [INFO ] [LOCAL     ] Saved forecast: BGB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BGB.txt
[2026-02-13T20:17:23.166888] [INFO ] [sig       ] [391/3406] Completed BGB in 0.4s | 2.82 sym/s | Total: 2.3m | ETA: 17.8m
[2026-02-13T20:17:23.166928] [INFO ] [sig       ] [392/3406] Forecasting BGC...
[2026-02-13T20:17:23.166958] [INFO ] [sig       ] Generating forecast for: BGC
[2026-02-13T20:17:23.166988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2026-02-13T20:17:23.179454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGC'.
[2026-02-13T20:17:23.180030] [INFO ] [FORECASTER] Starting predict_future for BGC
[2026-02-13T20:17:23.180920] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2026-02-13T20:17:23.180979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:23.181013] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:23.181040] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:23.181098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:23.245718] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:23.246619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:23.246719] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:23.246753] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:23.371262] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:23.371427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:23.371466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:23.371494] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:23.375035] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: DOWN (p=46.49%)
[2026-02-13T20:17:23.375322] [INFO ] [FORECASTER] Completed predict_future for BGC
[2026-02-13T20:17:23.375447] [INFO ] [sig       ] BGC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:23.583291] [INFO ] [LOCAL     ] Saved forecast: BGC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BGC.txt
[2026-02-13T20:17:23.583440] [INFO ] [sig       ] [392/3406] Completed BGC in 0.4s | 2.82 sym/s | Total: 2.3m | ETA: 17.8m
[2026-02-13T20:17:23.583480] [INFO ] [sig       ] [393/3406] Forecasting BGH...
[2026-02-13T20:17:23.583509] [INFO ] [sig       ] Generating forecast for: BGH
[2026-02-13T20:17:23.583539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2026-02-13T20:17:23.594456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2026-02-13T20:17:23.594832] [INFO ] [FORECASTER] Starting predict_future for BGH
[2026-02-13T20:17:23.595653] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2026-02-13T20:17:23.595705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:23.595737] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:23.595765] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:23.595821] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:23.655204] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:23.656083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:23.656170] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:23.656204] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:23.779865] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:23.780025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:23.780064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:23.780106] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:23.783698] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2026-02-13T20:17:23.784187] [INFO ] [FORECASTER] Completed predict_future for BGH
[2026-02-13T20:17:23.784323] [INFO ] [sig       ] BGH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:23.937222] [INFO ] [LOCAL     ] Saved forecast: BGH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BGH.txt
[2026-02-13T20:17:23.937398] [INFO ] [sig       ] [393/3406] Completed BGH in 0.4s | 2.82 sym/s | Total: 2.3m | ETA: 17.8m
[2026-02-13T20:17:23.937440] [INFO ] [sig       ] [394/3406] Forecasting BGLC...
[2026-02-13T20:17:23.937470] [INFO ] [sig       ] Generating forecast for: BGLC
[2026-02-13T20:17:23.937502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2026-02-13T20:17:23.950328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGLC'.
[2026-02-13T20:17:23.950776] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2026-02-13T20:17:23.952168] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2026-02-13T20:17:23.952233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:23.952337] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:23.952369] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:23.952427] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:24.015617] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:24.016477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:24.016567] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:24.016621] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:24.143314] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:24.143479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:24.143519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:24.143548] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:24.147205] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: UP (p=94.65%)
[2026-02-13T20:17:24.147521] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2026-02-13T20:17:24.147695] [INFO ] [sig       ] BGLC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:24.300226] [INFO ] [LOCAL     ] Saved forecast: BGLC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BGLC.txt
[2026-02-13T20:17:24.300383] [INFO ] [sig       ] [394/3406] Completed BGLC in 0.4s | 2.82 sym/s | Total: 2.3m | ETA: 17.8m
[2026-02-13T20:17:24.300425] [INFO ] [sig       ] [395/3406] Forecasting BGRN...
[2026-02-13T20:17:24.300456] [INFO ] [sig       ] Generating forecast for: BGRN
[2026-02-13T20:17:24.300486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2026-02-13T20:17:24.312453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2026-02-13T20:17:24.312875] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2026-02-13T20:17:24.313703] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2026-02-13T20:17:24.313757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:24.313790] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:24.313818] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:24.313875] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:24.375526] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:24.376461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:24.376549] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:24.376603] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:24.509718] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:24.509909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:24.509961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:24.509992] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:24.514043] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=80.29%)
[2026-02-13T20:17:24.514387] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2026-02-13T20:17:24.514564] [INFO ] [sig       ] BGRN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:24.660347] [INFO ] [LOCAL     ] Saved forecast: BGRN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BGRN.txt
[2026-02-13T20:17:24.660566] [INFO ] [sig       ] [395/3406] Completed BGRN in 0.4s | 2.82 sym/s | Total: 2.3m | ETA: 17.8m
[2026-02-13T20:17:24.661481] [INFO ] [sig       ] [396/3406] Forecasting BGS...
[2026-02-13T20:17:24.661513] [INFO ] [sig       ] Generating forecast for: BGS
[2026-02-13T20:17:24.661544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2026-02-13T20:17:24.681757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2026-02-13T20:17:24.682461] [INFO ] [FORECASTER] Starting predict_future for BGS
[2026-02-13T20:17:24.683955] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2026-02-13T20:17:24.684029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:24.684084] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:24.684127] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:24.684220] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:24.755208] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:24.756249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:24.756355] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:24.756391] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:24.886566] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:24.886743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:24.886782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:24.886811] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:24.891056] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2026-02-13T20:17:24.891364] [INFO ] [FORECASTER] Completed predict_future for BGS
[2026-02-13T20:17:24.891506] [INFO ] [sig       ] BGS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:25.039794] [INFO ] [LOCAL     ] Saved forecast: BGS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BGS.txt
[2026-02-13T20:17:25.039959] [INFO ] [sig       ] [396/3406] Completed BGS in 0.4s | 2.82 sym/s | Total: 2.3m | ETA: 17.8m
[2026-02-13T20:17:25.040000] [INFO ] [sig       ] [397/3406] Forecasting BGSF...
[2026-02-13T20:17:25.040218] [INFO ] [sig       ] Generating forecast for: BGSF
[2026-02-13T20:17:25.040248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2026-02-13T20:17:25.052225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2026-02-13T20:17:25.052645] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2026-02-13T20:17:25.053647] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2026-02-13T20:17:25.053701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:25.053734] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:25.053761] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:25.053819] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:25.112299] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:25.113212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:25.113301] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:25.113362] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:25.229619] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:25.229792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:25.229839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:25.229911] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:25.234784] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: UP (p=67.37%)
[2026-02-13T20:17:25.235112] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2026-02-13T20:17:25.235251] [INFO ] [sig       ] BGSF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:25.378294] [INFO ] [LOCAL     ] Saved forecast: BGSF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BGSF.txt
[2026-02-13T20:17:25.378453] [INFO ] [sig       ] [397/3406] Completed BGSF in 0.3s | 2.82 sym/s | Total: 2.3m | ETA: 17.8m
[2026-02-13T20:17:25.378498] [INFO ] [sig       ] [398/3406] Forecasting BGX...
[2026-02-13T20:17:25.378534] [INFO ] [sig       ] Generating forecast for: BGX
[2026-02-13T20:17:25.378566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2026-02-13T20:17:25.390433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2026-02-13T20:17:25.390847] [INFO ] [FORECASTER] Starting predict_future for BGX
[2026-02-13T20:17:25.391716] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2026-02-13T20:17:25.391780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:25.391813] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:25.391840] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:25.391897] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:25.449944] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:25.450897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:25.451008] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:25.451044] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:25.573957] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:25.574124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:25.574165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:25.574193] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:25.577813] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: DOWN (p=18.53%)
[2026-02-13T20:17:25.578146] [INFO ] [FORECASTER] Completed predict_future for BGX
[2026-02-13T20:17:25.578294] [INFO ] [sig       ] BGX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:25.726565] [INFO ] [LOCAL     ] Saved forecast: BGX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BGX.txt
[2026-02-13T20:17:25.726739] [INFO ] [sig       ] [398/3406] Completed BGX in 0.3s | 2.82 sym/s | Total: 2.4m | ETA: 17.8m
[2026-02-13T20:17:25.726784] [INFO ] [sig       ] [399/3406] Forecasting BGY...
[2026-02-13T20:17:25.726814] [INFO ] [sig       ] Generating forecast for: BGY
[2026-02-13T20:17:25.726845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2026-02-13T20:17:25.738309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGY'.
[2026-02-13T20:17:25.738640] [INFO ] [FORECASTER] Starting predict_future for BGY
[2026-02-13T20:17:25.739415] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2026-02-13T20:17:25.739467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:25.739498] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:25.739525] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:25.739606] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:25.798549] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:25.799357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:25.799436] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:25.799468] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:25.927655] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:25.927818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:25.927859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:25.927889] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:25.931451] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=46.92%)
[2026-02-13T20:17:25.931808] [INFO ] [FORECASTER] Completed predict_future for BGY
[2026-02-13T20:17:25.931949] [INFO ] [sig       ] BGY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:26.072153] [INFO ] [LOCAL     ] Saved forecast: BGY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BGY.txt
[2026-02-13T20:17:26.072281] [INFO ] [sig       ] [399/3406] Completed BGY in 0.3s | 2.82 sym/s | Total: 2.4m | ETA: 17.8m
[2026-02-13T20:17:26.072320] [INFO ] [sig       ] [400/3406] Forecasting BHC...
[2026-02-13T20:17:26.072349] [INFO ] [sig       ] Generating forecast for: BHC
[2026-02-13T20:17:26.072378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2026-02-13T20:17:26.083397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2026-02-13T20:17:26.083741] [INFO ] [FORECASTER] Starting predict_future for BHC
[2026-02-13T20:17:26.084545] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2026-02-13T20:17:26.084619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:26.084652] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:26.084682] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:26.084738] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:26.143184] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:26.143839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:26.143917] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:26.143950] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:26.266313] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:26.266464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:26.266504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:26.266531] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:26.269963] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=48.47%)
[2026-02-13T20:17:26.270242] [INFO ] [FORECASTER] Completed predict_future for BHC
[2026-02-13T20:17:26.270371] [INFO ] [sig       ] BHC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:26.413140] [INFO ] [LOCAL     ] Saved forecast: BHC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BHC.txt
[2026-02-13T20:17:26.413305] [INFO ] [sig       ] [400/3406] Completed BHC in 0.3s | 2.82 sym/s | Total: 2.4m | ETA: 17.7m
[2026-02-13T20:17:26.413347] [INFO ] [sig       ] [401/3406] Forecasting BHE...
[2026-02-13T20:17:26.413377] [INFO ] [sig       ] Generating forecast for: BHE
[2026-02-13T20:17:26.413407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2026-02-13T20:17:26.424204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHE'.
[2026-02-13T20:17:26.424639] [INFO ] [FORECASTER] Starting predict_future for BHE
[2026-02-13T20:17:26.425465] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2026-02-13T20:17:26.425517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:26.425550] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:26.425599] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:26.425659] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:26.513285] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:26.514355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:26.514455] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:26.514489] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:26.654237] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:26.654404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:26.654445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:26.654473] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:26.659824] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2026-02-13T20:17:26.660472] [INFO ] [FORECASTER] Completed predict_future for BHE
[2026-02-13T20:17:26.660699] [INFO ] [sig       ] BHE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:26.812566] [INFO ] [LOCAL     ] Saved forecast: BHE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BHE.txt
[2026-02-13T20:17:26.812717] [INFO ] [sig       ] [401/3406] Completed BHE in 0.4s | 2.82 sym/s | Total: 2.4m | ETA: 17.7m
[2026-02-13T20:17:26.812760] [INFO ] [sig       ] [402/3406] Forecasting BHF...
[2026-02-13T20:17:26.812789] [INFO ] [sig       ] Generating forecast for: BHF
[2026-02-13T20:17:26.812818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2026-02-13T20:17:26.823563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHF'.
[2026-02-13T20:17:26.823901] [INFO ] [FORECASTER] Starting predict_future for BHF
[2026-02-13T20:17:26.824702] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2026-02-13T20:17:26.824763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:26.824801] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:26.824833] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:26.824902] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:26.881819] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:26.882710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:26.882795] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:26.882827] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:27.005776] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:27.005943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:27.005982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:27.006010] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:27.009477] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: UP (p=67.54%)
[2026-02-13T20:17:27.009806] [INFO ] [FORECASTER] Completed predict_future for BHF
[2026-02-13T20:17:27.009942] [INFO ] [sig       ] BHF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:27.152676] [INFO ] [LOCAL     ] Saved forecast: BHF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BHF.txt
[2026-02-13T20:17:27.152841] [INFO ] [sig       ] [402/3406] Completed BHF in 0.3s | 2.82 sym/s | Total: 2.4m | ETA: 17.7m
[2026-02-13T20:17:27.152883] [INFO ] [sig       ] [403/3406] Forecasting BHFAL...
[2026-02-13T20:17:27.152912] [INFO ] [sig       ] Generating forecast for: BHFAL
[2026-02-13T20:17:27.152941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2026-02-13T20:17:27.164634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAL'.
[2026-02-13T20:17:27.165006] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2026-02-13T20:17:27.165834] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2026-02-13T20:17:27.165887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:27.165918] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:27.165944] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:27.165999] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:27.221726] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:27.222350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:27.222431] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:27.222462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:27.350289] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:27.350444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:27.350485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:27.350512] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:27.354513] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2026-02-13T20:17:27.354821] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2026-02-13T20:17:27.354969] [INFO ] [sig       ] BHFAL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:27.497186] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BHFAL.txt
[2026-02-13T20:17:27.497324] [INFO ] [sig       ] [403/3406] Completed BHFAL in 0.3s | 2.82 sym/s | Total: 2.4m | ETA: 17.7m
[2026-02-13T20:17:27.497365] [INFO ] [sig       ] [404/3406] Forecasting BHFAM...
[2026-02-13T20:17:27.497395] [INFO ] [sig       ] Generating forecast for: BHFAM
[2026-02-13T20:17:27.497424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2026-02-13T20:17:27.510238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2026-02-13T20:17:27.510595] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2026-02-13T20:17:27.511397] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2026-02-13T20:17:27.511449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:27.511480] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:27.511508] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:27.511564] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:27.569156] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:27.569835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:27.569943] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:27.569977] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:27.688821] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:27.688969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:27.689008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:27.689037] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:27.692588] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2026-02-13T20:17:27.692868] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2026-02-13T20:17:27.692997] [INFO ] [sig       ] BHFAM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:27.864050] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BHFAM.txt
[2026-02-13T20:17:27.864214] [INFO ] [sig       ] [404/3406] Completed BHFAM in 0.4s | 2.82 sym/s | Total: 2.4m | ETA: 17.7m
[2026-02-13T20:17:27.864253] [INFO ] [sig       ] [405/3406] Forecasting BHFAN...
[2026-02-13T20:17:27.864284] [INFO ] [sig       ] Generating forecast for: BHFAN
[2026-02-13T20:17:27.864314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2026-02-13T20:17:27.875953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAN'.
[2026-02-13T20:17:27.876344] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2026-02-13T20:17:27.877359] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2026-02-13T20:17:27.877421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:27.877471] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:27.877519] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:27.877674] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:27.940743] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:27.941710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:27.941809] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:27.941845] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:28.072191] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:28.072352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:28.072392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:28.072421] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:28.076195] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2026-02-13T20:17:28.076471] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2026-02-13T20:17:28.076617] [INFO ] [sig       ] BHFAN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:28.219634] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BHFAN.txt
[2026-02-13T20:17:28.219758] [INFO ] [sig       ] [405/3406] Completed BHFAN in 0.4s | 2.82 sym/s | Total: 2.4m | ETA: 17.7m
[2026-02-13T20:17:28.219796] [INFO ] [sig       ] [406/3406] Forecasting BHFAO...
[2026-02-13T20:17:28.219825] [INFO ] [sig       ] Generating forecast for: BHFAO
[2026-02-13T20:17:28.219854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2026-02-13T20:17:28.231659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2026-02-13T20:17:28.232166] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2026-02-13T20:17:28.232985] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2026-02-13T20:17:28.233037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:28.233069] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:28.233095] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:28.233151] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:28.289965] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:28.290594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:28.290677] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:28.290708] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:28.405014] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:28.405171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:28.405210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:28.405238] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:28.408641] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: UP (p=84.58%)
[2026-02-13T20:17:28.408921] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2026-02-13T20:17:28.409047] [INFO ] [sig       ] BHFAO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:28.546205] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BHFAO.txt
[2026-02-13T20:17:28.546344] [INFO ] [sig       ] [406/3406] Completed BHFAO in 0.3s | 2.82 sym/s | Total: 2.4m | ETA: 17.7m
[2026-02-13T20:17:28.546386] [INFO ] [sig       ] [407/3406] Forecasting BHFAP...
[2026-02-13T20:17:28.546416] [INFO ] [sig       ] Generating forecast for: BHFAP
[2026-02-13T20:17:28.546446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2026-02-13T20:17:28.558067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2026-02-13T20:17:28.558438] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2026-02-13T20:17:28.559250] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2026-02-13T20:17:28.559303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:28.559335] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:28.559362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:28.559418] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:28.618675] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:28.619353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:28.619437] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:28.619470] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:28.745444] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:28.745632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:28.745677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:28.745707] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:28.749325] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: UP (p=80.26%)
[2026-02-13T20:17:28.749651] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2026-02-13T20:17:28.749787] [INFO ] [sig       ] BHFAP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:28.894618] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BHFAP.txt
[2026-02-13T20:17:28.894815] [INFO ] [sig       ] [407/3406] Completed BHFAP in 0.3s | 2.82 sym/s | Total: 2.4m | ETA: 17.7m
[2026-02-13T20:17:28.894858] [INFO ] [sig       ] [408/3406] Forecasting BHK...
[2026-02-13T20:17:28.894890] [INFO ] [sig       ] Generating forecast for: BHK
[2026-02-13T20:17:28.894923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2026-02-13T20:17:28.906258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2026-02-13T20:17:28.906641] [INFO ] [FORECASTER] Starting predict_future for BHK
[2026-02-13T20:17:28.907458] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2026-02-13T20:17:28.907509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:28.907540] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:28.907565] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:28.907659] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:28.967618] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:28.968517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:28.968633] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:28.968669] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:29.090732] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:29.090893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:29.090932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:29.090961] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:29.094565] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: DOWN (p=27.04%)
[2026-02-13T20:17:29.094873] [INFO ] [FORECASTER] Completed predict_future for BHK
[2026-02-13T20:17:29.095006] [INFO ] [sig       ] BHK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:29.240917] [INFO ] [LOCAL     ] Saved forecast: BHK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BHK.txt
[2026-02-13T20:17:29.241050] [INFO ] [sig       ] [408/3406] Completed BHK in 0.3s | 2.82 sym/s | Total: 2.4m | ETA: 17.7m
[2026-02-13T20:17:29.241089] [INFO ] [sig       ] [409/3406] Forecasting BHP...
[2026-02-13T20:17:29.241119] [INFO ] [sig       ] Generating forecast for: BHP
[2026-02-13T20:17:29.241149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2026-02-13T20:17:29.252178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2026-02-13T20:17:29.252514] [INFO ] [FORECASTER] Starting predict_future for BHP
[2026-02-13T20:17:29.253303] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2026-02-13T20:17:29.253356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:29.253388] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:29.253414] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:29.253470] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:29.311689] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:29.312521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:29.312629] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:29.312667] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:29.437087] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:29.437243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:29.437283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:29.437311] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:29.440806] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=82.06%)
[2026-02-13T20:17:29.441094] [INFO ] [FORECASTER] Completed predict_future for BHP
[2026-02-13T20:17:29.441220] [INFO ] [sig       ] BHP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:29.589876] [INFO ] [LOCAL     ] Saved forecast: BHP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BHP.txt
[2026-02-13T20:17:29.590045] [INFO ] [sig       ] [409/3406] Completed BHP in 0.3s | 2.82 sym/s | Total: 2.4m | ETA: 17.7m
[2026-02-13T20:17:29.590099] [INFO ] [sig       ] [410/3406] Forecasting BHRB...
[2026-02-13T20:17:29.590136] [INFO ] [sig       ] Generating forecast for: BHRB
[2026-02-13T20:17:29.590168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2026-02-13T20:17:29.602052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHRB'.
[2026-02-13T20:17:29.602433] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2026-02-13T20:17:29.603285] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2026-02-13T20:17:29.603340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:29.603373] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:29.603401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:29.603458] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:29.661947] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:29.662870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:29.662970] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:29.663007] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:29.785523] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:29.785694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:29.785736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:29.785765] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:29.789318] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: UP (p=98.10%)
[2026-02-13T20:17:29.789638] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2026-02-13T20:17:29.789775] [INFO ] [sig       ] BHRB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:29.936770] [INFO ] [LOCAL     ] Saved forecast: BHRB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BHRB.txt
[2026-02-13T20:17:29.936952] [INFO ] [sig       ] [410/3406] Completed BHRB in 0.3s | 2.82 sym/s | Total: 2.4m | ETA: 17.7m
[2026-02-13T20:17:29.936997] [INFO ] [sig       ] [411/3406] Forecasting BHVN...
[2026-02-13T20:17:29.937028] [INFO ] [sig       ] Generating forecast for: BHVN
[2026-02-13T20:17:29.937057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2026-02-13T20:17:29.948332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2026-02-13T20:17:29.948683] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2026-02-13T20:17:29.949454] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2026-02-13T20:17:29.949533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:29.949566] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:29.949616] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:29.949673] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:30.015059] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:30.016032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:30.016142] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:30.016187] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:30.152322] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:30.152483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:30.152525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:30.152564] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:30.156684] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: DOWN (p=10.60%)
[2026-02-13T20:17:30.157233] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2026-02-13T20:17:30.157402] [INFO ] [sig       ] BHVN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:30.302755] [INFO ] [LOCAL     ] Saved forecast: BHVN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BHVN.txt
[2026-02-13T20:17:30.302930] [INFO ] [sig       ] [411/3406] Completed BHVN in 0.4s | 2.82 sym/s | Total: 2.4m | ETA: 17.7m
[2026-02-13T20:17:30.302980] [INFO ] [sig       ] [412/3406] Forecasting BIB...
[2026-02-13T20:17:30.303010] [INFO ] [sig       ] Generating forecast for: BIB
[2026-02-13T20:17:30.303040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2026-02-13T20:17:30.313553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIB'.
[2026-02-13T20:17:30.313958] [INFO ] [FORECASTER] Starting predict_future for BIB
[2026-02-13T20:17:30.314759] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2026-02-13T20:17:30.314811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:30.314843] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:30.314870] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:30.314927] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:30.373857] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:30.374954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:30.375231] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:30.375266] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:30.485209] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:30.485368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:30.485409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:30.485439] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:30.489153] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2026-02-13T20:17:30.489462] [INFO ] [FORECASTER] Completed predict_future for BIB
[2026-02-13T20:17:30.489615] [INFO ] [sig       ] BIB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:30.640526] [INFO ] [LOCAL     ] Saved forecast: BIB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BIB.txt
[2026-02-13T20:17:30.640703] [INFO ] [sig       ] [412/3406] Completed BIB in 0.3s | 2.82 sym/s | Total: 2.4m | ETA: 17.7m
[2026-02-13T20:17:30.640742] [INFO ] [sig       ] [413/3406] Forecasting BIIB...
[2026-02-13T20:17:30.640772] [INFO ] [sig       ] Generating forecast for: BIIB
[2026-02-13T20:17:30.640803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2026-02-13T20:17:30.652028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIIB'.
[2026-02-13T20:17:30.652412] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2026-02-13T20:17:30.653270] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2026-02-13T20:17:30.653326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:30.653357] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:30.653384] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:30.653440] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:30.713569] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:30.714479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:30.714566] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:30.714623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:30.852548] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:30.852783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:30.852825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:30.852853] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:30.856471] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=4.86%)
[2026-02-13T20:17:30.856822] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2026-02-13T20:17:30.856966] [INFO ] [sig       ] BIIB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:31.004260] [INFO ] [LOCAL     ] Saved forecast: BIIB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BIIB.txt
[2026-02-13T20:17:31.004430] [INFO ] [sig       ] [413/3406] Completed BIIB in 0.4s | 2.82 sym/s | Total: 2.4m | ETA: 17.7m
[2026-02-13T20:17:31.004473] [INFO ] [sig       ] [414/3406] Forecasting BILI...
[2026-02-13T20:17:31.004507] [INFO ] [sig       ] Generating forecast for: BILI
[2026-02-13T20:17:31.004537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2026-02-13T20:17:31.018657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2026-02-13T20:17:31.019078] [INFO ] [FORECASTER] Starting predict_future for BILI
[2026-02-13T20:17:31.019953] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2026-02-13T20:17:31.020008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:31.020042] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:31.020069] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:31.020126] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:31.085479] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:31.086416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:31.086509] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:31.086543] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:31.221013] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:31.221205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:31.221287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:31.221318] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:31.226973] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=12.36%)
[2026-02-13T20:17:31.227517] [INFO ] [FORECASTER] Completed predict_future for BILI
[2026-02-13T20:17:31.227717] [INFO ] [sig       ] BILI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:31.380562] [INFO ] [LOCAL     ] Saved forecast: BILI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BILI.txt
[2026-02-13T20:17:31.380732] [INFO ] [sig       ] [414/3406] Completed BILI in 0.4s | 2.82 sym/s | Total: 2.4m | ETA: 17.7m
[2026-02-13T20:17:31.380772] [INFO ] [sig       ] [415/3406] Forecasting BILL...
[2026-02-13T20:17:31.380803] [INFO ] [sig       ] Generating forecast for: BILL
[2026-02-13T20:17:31.380834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2026-02-13T20:17:31.391805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2026-02-13T20:17:31.392218] [INFO ] [FORECASTER] Starting predict_future for BILL
[2026-02-13T20:17:31.393146] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2026-02-13T20:17:31.393202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:31.393235] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:31.393263] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:31.393320] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:31.452389] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:31.453231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:31.453330] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:31.453386] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:31.586671] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:31.586849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:31.586892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:31.586924] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:31.590719] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: DOWN (p=24.73%)
[2026-02-13T20:17:31.591027] [INFO ] [FORECASTER] Completed predict_future for BILL
[2026-02-13T20:17:31.591184] [INFO ] [sig       ] BILL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:31.732484] [INFO ] [LOCAL     ] Saved forecast: BILL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BILL.txt
[2026-02-13T20:17:31.732652] [INFO ] [sig       ] [415/3406] Completed BILL in 0.4s | 2.82 sym/s | Total: 2.5m | ETA: 17.7m
[2026-02-13T20:17:31.732697] [INFO ] [sig       ] [416/3406] Forecasting BIO...
[2026-02-13T20:17:31.732727] [INFO ] [sig       ] Generating forecast for: BIO
[2026-02-13T20:17:31.732757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2026-02-13T20:17:31.743729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2026-02-13T20:17:31.744081] [INFO ] [FORECASTER] Starting predict_future for BIO
[2026-02-13T20:17:31.744918] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2026-02-13T20:17:31.744975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:31.745007] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:31.745035] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:31.745100] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:31.805121] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:31.805955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:31.806041] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:31.806075] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:31.930841] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:31.931006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:31.931050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:31.931110] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:31.934956] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=56.69%)
[2026-02-13T20:17:31.935308] [INFO ] [FORECASTER] Completed predict_future for BIO
[2026-02-13T20:17:31.935455] [INFO ] [sig       ] BIO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:32.081397] [INFO ] [LOCAL     ] Saved forecast: BIO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BIO.txt
[2026-02-13T20:17:32.081596] [INFO ] [sig       ] [416/3406] Completed BIO in 0.3s | 2.82 sym/s | Total: 2.5m | ETA: 17.7m
[2026-02-13T20:17:32.081656] [INFO ] [sig       ] [417/3406] Forecasting BIP...
[2026-02-13T20:17:32.081700] [INFO ] [sig       ] Generating forecast for: BIP
[2026-02-13T20:17:32.081741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2026-02-13T20:17:32.092643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2026-02-13T20:17:32.093046] [INFO ] [FORECASTER] Starting predict_future for BIP
[2026-02-13T20:17:32.093863] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2026-02-13T20:17:32.093926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:32.093963] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:32.093995] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:32.094063] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:32.152811] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:32.153652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:32.153735] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:32.153770] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:32.279406] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:32.279568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:32.279628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:32.279656] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:32.283188] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=11.40%)
[2026-02-13T20:17:32.283479] [INFO ] [FORECASTER] Completed predict_future for BIP
[2026-02-13T20:17:32.283630] [INFO ] [sig       ] BIP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:32.422499] [INFO ] [LOCAL     ] Saved forecast: BIP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BIP.txt
[2026-02-13T20:17:32.422676] [INFO ] [sig       ] [417/3406] Completed BIP in 0.3s | 2.82 sym/s | Total: 2.5m | ETA: 17.6m
[2026-02-13T20:17:32.422722] [INFO ] [sig       ] [418/3406] Forecasting BIPH...
[2026-02-13T20:17:32.422752] [INFO ] [sig       ] Generating forecast for: BIPH
[2026-02-13T20:17:32.422831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2026-02-13T20:17:32.433838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPH'.
[2026-02-13T20:17:32.434190] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2026-02-13T20:17:32.435011] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2026-02-13T20:17:32.435065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:32.435112] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:32.435142] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:32.435200] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:32.494224] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:32.494992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:32.495076] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:32.495109] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:32.605447] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:32.605614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:32.605654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:32.605682] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:32.609123] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=41.18%)
[2026-02-13T20:17:32.609420] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2026-02-13T20:17:32.609555] [INFO ] [sig       ] BIPH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:32.752069] [INFO ] [LOCAL     ] Saved forecast: BIPH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BIPH.txt
[2026-02-13T20:17:32.752205] [INFO ] [sig       ] [418/3406] Completed BIPH in 0.3s | 2.82 sym/s | Total: 2.5m | ETA: 17.6m
[2026-02-13T20:17:32.752244] [INFO ] [sig       ] [419/3406] Forecasting BIPI...
[2026-02-13T20:17:32.752274] [INFO ] [sig       ] Generating forecast for: BIPI
[2026-02-13T20:17:32.752304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2026-02-13T20:17:32.763319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIPI'.
[2026-02-13T20:17:32.763673] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2026-02-13T20:17:32.764470] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2026-02-13T20:17:32.764522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:32.764554] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:32.764604] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:32.764662] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:32.824732] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:32.825434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:32.825515] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:32.825548] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:32.935849] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:32.936002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:32.936047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:32.936077] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:32.939740] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=17.12%)
[2026-02-13T20:17:32.940060] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2026-02-13T20:17:32.940195] [INFO ] [sig       ] BIPI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:33.083439] [INFO ] [LOCAL     ] Saved forecast: BIPI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BIPI.txt
[2026-02-13T20:17:33.083587] [INFO ] [sig       ] [419/3406] Completed BIPI in 0.3s | 2.82 sym/s | Total: 2.5m | ETA: 17.6m
[2026-02-13T20:17:33.083628] [INFO ] [sig       ] [420/3406] Forecasting BIRD...
[2026-02-13T20:17:33.083659] [INFO ] [sig       ] Generating forecast for: BIRD
[2026-02-13T20:17:33.083690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2026-02-13T20:17:33.094486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRD'.
[2026-02-13T20:17:33.094855] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2026-02-13T20:17:33.095678] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2026-02-13T20:17:33.095730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:33.095762] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:33.095789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:33.095845] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:33.152839] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:33.153637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:33.153719] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:33.153751] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:33.277252] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:33.277421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:33.277461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:33.277490] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:33.281177] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=13.71%)
[2026-02-13T20:17:33.281502] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2026-02-13T20:17:33.281666] [INFO ] [sig       ] BIRD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:33.424992] [INFO ] [LOCAL     ] Saved forecast: BIRD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BIRD.txt
[2026-02-13T20:17:33.425125] [INFO ] [sig       ] [420/3406] Completed BIRD in 0.3s | 2.82 sym/s | Total: 2.5m | ETA: 17.6m
[2026-02-13T20:17:33.425163] [INFO ] [sig       ] [421/3406] Forecasting BIRK...
[2026-02-13T20:17:33.425193] [INFO ] [sig       ] Generating forecast for: BIRK
[2026-02-13T20:17:33.425223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2026-02-13T20:17:33.435788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2026-02-13T20:17:33.436116] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2026-02-13T20:17:33.436923] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2026-02-13T20:17:33.436979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:33.437012] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:33.437038] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:33.437094] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:33.493965] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:33.494660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:33.494741] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:33.494773] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:33.619703] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:33.619852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:33.619896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:33.619925] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:33.623415] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: DOWN (p=21.52%)
[2026-02-13T20:17:33.623725] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2026-02-13T20:17:33.623855] [INFO ] [sig       ] BIRK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:33.763656] [INFO ] [LOCAL     ] Saved forecast: BIRK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BIRK.txt
[2026-02-13T20:17:33.763790] [INFO ] [sig       ] [421/3406] Completed BIRK in 0.3s | 2.82 sym/s | Total: 2.5m | ETA: 17.6m
[2026-02-13T20:17:33.763834] [INFO ] [sig       ] [422/3406] Forecasting BITF...
[2026-02-13T20:17:33.763866] [INFO ] [sig       ] Generating forecast for: BITF
[2026-02-13T20:17:33.763896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2026-02-13T20:17:33.775220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2026-02-13T20:17:33.775589] [INFO ] [FORECASTER] Starting predict_future for BITF
[2026-02-13T20:17:33.776480] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2026-02-13T20:17:33.776539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:33.776590] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:33.776621] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:33.776679] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:33.836281] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:33.837060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:33.837145] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:33.837180] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:33.956261] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:33.956416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:33.956455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:33.956483] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:33.959945] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2026-02-13T20:17:33.960243] [INFO ] [FORECASTER] Completed predict_future for BITF
[2026-02-13T20:17:33.960376] [INFO ] [sig       ] BITF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:34.105308] [INFO ] [LOCAL     ] Saved forecast: BITF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BITF.txt
[2026-02-13T20:17:34.105469] [INFO ] [sig       ] [422/3406] Completed BITF in 0.3s | 2.82 sym/s | Total: 2.5m | ETA: 17.6m
[2026-02-13T20:17:34.105510] [INFO ] [sig       ] [423/3406] Forecasting BIVI...
[2026-02-13T20:17:34.105539] [INFO ] [sig       ] Generating forecast for: BIVI
[2026-02-13T20:17:34.105589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2026-02-13T20:17:34.118363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIVI'.
[2026-02-13T20:17:34.118776] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2026-02-13T20:17:34.119556] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2026-02-13T20:17:34.119648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:34.119681] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:34.119708] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:34.119765] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:34.178792] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:34.179892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:34.179976] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:34.180011] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:34.311679] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:34.311831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:34.311870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:34.311899] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:34.315360] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2026-02-13T20:17:34.315658] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2026-02-13T20:17:34.315820] [INFO ] [sig       ] BIVI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:34.461361] [INFO ] [LOCAL     ] Saved forecast: BIVI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BIVI.txt
[2026-02-13T20:17:34.461504] [INFO ] [sig       ] [423/3406] Completed BIVI in 0.4s | 2.82 sym/s | Total: 2.5m | ETA: 17.6m
[2026-02-13T20:17:34.461545] [INFO ] [sig       ] [424/3406] Forecasting BJ...
[2026-02-13T20:17:34.461592] [INFO ] [sig       ] Generating forecast for: BJ
[2026-02-13T20:17:34.461626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2026-02-13T20:17:34.472963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2026-02-13T20:17:34.473309] [INFO ] [FORECASTER] Starting predict_future for BJ
[2026-02-13T20:17:34.474109] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2026-02-13T20:17:34.474162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:34.474193] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:34.474219] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:34.474275] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:34.532053] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:34.532882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:34.532973] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:34.533018] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:34.656150] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:34.656303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:34.656341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:34.656369] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:34.659774] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2026-02-13T20:17:34.660050] [INFO ] [FORECASTER] Completed predict_future for BJ
[2026-02-13T20:17:34.660210] [INFO ] [sig       ] BJ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:34.799777] [INFO ] [LOCAL     ] Saved forecast: BJ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BJ.txt
[2026-02-13T20:17:34.799915] [INFO ] [sig       ] [424/3406] Completed BJ in 0.3s | 2.83 sym/s | Total: 2.5m | ETA: 17.6m
[2026-02-13T20:17:34.799954] [INFO ] [sig       ] [425/3406] Forecasting BJRI...
[2026-02-13T20:17:34.799984] [INFO ] [sig       ] Generating forecast for: BJRI
[2026-02-13T20:17:34.800013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2026-02-13T20:17:34.811751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2026-02-13T20:17:34.812098] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2026-02-13T20:17:34.812946] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2026-02-13T20:17:34.812999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:34.813031] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:34.813058] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:34.813115] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:34.870385] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:34.871122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:34.871201] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:34.871234] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:34.997006] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:34.997180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:34.997268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:34.997309] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:35.000858] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: UP (p=85.48%)
[2026-02-13T20:17:35.001135] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2026-02-13T20:17:35.001264] [INFO ] [sig       ] BJRI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:35.141527] [INFO ] [LOCAL     ] Saved forecast: BJRI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BJRI.txt
[2026-02-13T20:17:35.141691] [INFO ] [sig       ] [425/3406] Completed BJRI in 0.3s | 2.83 sym/s | Total: 2.5m | ETA: 17.6m
[2026-02-13T20:17:35.141734] [INFO ] [sig       ] [426/3406] Forecasting BK...
[2026-02-13T20:17:35.141763] [INFO ] [sig       ] Generating forecast for: BK
[2026-02-13T20:17:35.141793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2026-02-13T20:17:35.153462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BK'.
[2026-02-13T20:17:35.153847] [INFO ] [FORECASTER] Starting predict_future for BK
[2026-02-13T20:17:35.154792] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2026-02-13T20:17:35.154849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:35.154881] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:35.154910] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:35.154976] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:35.214284] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:35.215143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:35.215232] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:35.215267] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:35.337994] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:35.338148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:35.338187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:35.338216] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:35.341702] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=39.01%)
[2026-02-13T20:17:35.341985] [INFO ] [FORECASTER] Completed predict_future for BK
[2026-02-13T20:17:35.342139] [INFO ] [sig       ] BK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:35.501457] [INFO ] [LOCAL     ] Saved forecast: BK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BK.txt
[2026-02-13T20:17:35.501650] [INFO ] [sig       ] [426/3406] Completed BK in 0.4s | 2.83 sym/s | Total: 2.5m | ETA: 17.6m
[2026-02-13T20:17:35.501694] [INFO ] [sig       ] [427/3406] Forecasting BKCH...
[2026-02-13T20:17:35.501723] [INFO ] [sig       ] Generating forecast for: BKCH
[2026-02-13T20:17:35.501753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2026-02-13T20:17:35.513714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKCH'.
[2026-02-13T20:17:35.514063] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2026-02-13T20:17:35.514957] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2026-02-13T20:17:35.515009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:35.515040] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:35.515066] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:35.515121] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:35.571106] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:35.571839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:35.571951] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:35.571985] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:35.690980] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:35.691337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:35.691377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:35.691404] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:35.695269] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: DOWN (p=23.36%)
[2026-02-13T20:17:35.695553] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2026-02-13T20:17:35.695705] [INFO ] [sig       ] BKCH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:35.834480] [INFO ] [LOCAL     ] Saved forecast: BKCH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BKCH.txt
[2026-02-13T20:17:35.834631] [INFO ] [sig       ] [427/3406] Completed BKCH in 0.3s | 2.83 sym/s | Total: 2.5m | ETA: 17.6m
[2026-02-13T20:17:35.834672] [INFO ] [sig       ] [428/3406] Forecasting BKD...
[2026-02-13T20:17:35.834702] [INFO ] [sig       ] Generating forecast for: BKD
[2026-02-13T20:17:35.834732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2026-02-13T20:17:35.851477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2026-02-13T20:17:35.851957] [INFO ] [FORECASTER] Starting predict_future for BKD
[2026-02-13T20:17:35.852844] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2026-02-13T20:17:35.852903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:35.852935] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:35.852961] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:35.853020] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:35.914447] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:35.915435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:35.915536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:35.915595] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:36.040921] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:36.041088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:36.041134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:36.041164] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:36.044755] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: DOWN (p=38.30%)
[2026-02-13T20:17:36.045092] [INFO ] [FORECASTER] Completed predict_future for BKD
[2026-02-13T20:17:36.045234] [INFO ] [sig       ] BKD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:36.198197] [INFO ] [LOCAL     ] Saved forecast: BKD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BKD.txt
[2026-02-13T20:17:36.198369] [INFO ] [sig       ] [428/3406] Completed BKD in 0.4s | 2.83 sym/s | Total: 2.5m | ETA: 17.6m
[2026-02-13T20:17:36.198414] [INFO ] [sig       ] [429/3406] Forecasting BKE...
[2026-02-13T20:17:36.198446] [INFO ] [sig       ] Generating forecast for: BKE
[2026-02-13T20:17:36.198478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2026-02-13T20:17:36.210841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2026-02-13T20:17:36.211277] [INFO ] [FORECASTER] Starting predict_future for BKE
[2026-02-13T20:17:36.212205] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2026-02-13T20:17:36.212263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:36.212297] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:36.212340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:36.212401] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:36.278209] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:36.279133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:36.279229] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:36.279265] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:36.410024] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:36.410189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:36.410231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:36.410262] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:36.414128] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=10.59%)
[2026-02-13T20:17:36.414495] [INFO ] [FORECASTER] Completed predict_future for BKE
[2026-02-13T20:17:36.414664] [INFO ] [sig       ] BKE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:36.575352] [INFO ] [LOCAL     ] Saved forecast: BKE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BKE.txt
[2026-02-13T20:17:36.575520] [INFO ] [sig       ] [429/3406] Completed BKE in 0.4s | 2.82 sym/s | Total: 2.5m | ETA: 17.6m
[2026-02-13T20:17:36.575564] [INFO ] [sig       ] [430/3406] Forecasting BKH...
[2026-02-13T20:17:36.575624] [INFO ] [sig       ] Generating forecast for: BKH
[2026-02-13T20:17:36.575656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2026-02-13T20:17:36.587979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2026-02-13T20:17:36.588398] [INFO ] [FORECASTER] Starting predict_future for BKH
[2026-02-13T20:17:36.589248] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2026-02-13T20:17:36.589304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:36.589335] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:36.589362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:36.589420] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:36.653219] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:36.654330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:36.654440] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:36.654476] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:36.786848] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:36.787036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:36.787082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:36.787113] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:36.791112] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: DOWN (p=10.98%)
[2026-02-13T20:17:36.791494] [INFO ] [FORECASTER] Completed predict_future for BKH
[2026-02-13T20:17:36.791681] [INFO ] [sig       ] BKH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:36.947835] [INFO ] [LOCAL     ] Saved forecast: BKH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BKH.txt
[2026-02-13T20:17:36.948052] [INFO ] [sig       ] [430/3406] Completed BKH in 0.4s | 2.82 sym/s | Total: 2.5m | ETA: 17.6m
[2026-02-13T20:17:36.948117] [INFO ] [sig       ] [431/3406] Forecasting BKN...
[2026-02-13T20:17:36.948159] [INFO ] [sig       ] Generating forecast for: BKN
[2026-02-13T20:17:36.948201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2026-02-13T20:17:36.960417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2026-02-13T20:17:36.960901] [INFO ] [FORECASTER] Starting predict_future for BKN
[2026-02-13T20:17:36.961876] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2026-02-13T20:17:36.961937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:36.961971] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:36.962001] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:36.962081] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:37.024291] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:37.025292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:37.025405] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:37.025439] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:37.155777] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:37.155968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:37.156009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:37.156037] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:37.159499] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=79.29%)
[2026-02-13T20:17:37.159798] [INFO ] [FORECASTER] Completed predict_future for BKN
[2026-02-13T20:17:37.159928] [INFO ] [sig       ] BKN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:37.298901] [INFO ] [LOCAL     ] Saved forecast: BKN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BKN.txt
[2026-02-13T20:17:37.299050] [INFO ] [sig       ] [431/3406] Completed BKN in 0.4s | 2.82 sym/s | Total: 2.5m | ETA: 17.6m
[2026-02-13T20:17:37.299098] [INFO ] [sig       ] [432/3406] Forecasting BKNG...
[2026-02-13T20:17:37.299133] [INFO ] [sig       ] Generating forecast for: BKNG
[2026-02-13T20:17:37.299166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2026-02-13T20:17:37.310694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKNG'.
[2026-02-13T20:17:37.311017] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2026-02-13T20:17:37.311806] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2026-02-13T20:17:37.311858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:37.311890] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:37.311916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:37.311972] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:37.371370] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:37.372040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:37.372117] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:37.372149] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:37.493962] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:37.494131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:37.494172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:37.494201] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:37.498751] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: DOWN (p=13.86%)
[2026-02-13T20:17:37.499057] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2026-02-13T20:17:37.499209] [INFO ] [sig       ] BKNG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:37.642275] [INFO ] [LOCAL     ] Saved forecast: BKNG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BKNG.txt
[2026-02-13T20:17:37.642407] [INFO ] [sig       ] [432/3406] Completed BKNG in 0.3s | 2.82 sym/s | Total: 2.5m | ETA: 17.5m
[2026-02-13T20:17:37.642447] [INFO ] [sig       ] [433/3406] Forecasting BKSY...
[2026-02-13T20:17:37.642477] [INFO ] [sig       ] Generating forecast for: BKSY
[2026-02-13T20:17:37.642514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2026-02-13T20:17:37.654088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2026-02-13T20:17:37.654424] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2026-02-13T20:17:37.655248] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2026-02-13T20:17:37.655301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:37.655333] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:37.655360] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:37.655416] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:37.714053] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:37.714811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:37.714891] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:37.714922] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:37.835252] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:37.835411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:37.835451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:37.835478] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:37.838943] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2026-02-13T20:17:37.839229] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2026-02-13T20:17:37.839357] [INFO ] [sig       ] BKSY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:37.982382] [INFO ] [LOCAL     ] Saved forecast: BKSY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BKSY.txt
[2026-02-13T20:17:37.982516] [INFO ] [sig       ] [433/3406] Completed BKSY in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 17.5m
[2026-02-13T20:17:37.982555] [INFO ] [sig       ] [434/3406] Forecasting BL...
[2026-02-13T20:17:37.982603] [INFO ] [sig       ] Generating forecast for: BL
[2026-02-13T20:17:37.982635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2026-02-13T20:17:37.994503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2026-02-13T20:17:37.994878] [INFO ] [FORECASTER] Starting predict_future for BL
[2026-02-13T20:17:37.995685] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2026-02-13T20:17:37.995737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:37.995768] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:37.995795] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:37.995851] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:38.053559] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:38.054271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:38.054351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:38.054383] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:38.174728] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:38.174882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:38.174921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:38.174948] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:38.178656] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=25.86%)
[2026-02-13T20:17:38.178934] [INFO ] [FORECASTER] Completed predict_future for BL
[2026-02-13T20:17:38.179064] [INFO ] [sig       ] BL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:38.319217] [INFO ] [LOCAL     ] Saved forecast: BL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BL.txt
[2026-02-13T20:17:38.319364] [INFO ] [sig       ] [434/3406] Completed BL in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 17.5m
[2026-02-13T20:17:38.319405] [INFO ] [sig       ] [435/3406] Forecasting BLBD...
[2026-02-13T20:17:38.319464] [INFO ] [sig       ] Generating forecast for: BLBD
[2026-02-13T20:17:38.319496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLBD' from 'https://tdm.silogroup.org/data/derivative_storage/BLBD.csv'.
[2026-02-13T20:17:38.331309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLBD'.
[2026-02-13T20:17:38.331777] [INFO ] [FORECASTER] Starting predict_future for BLBD
[2026-02-13T20:17:38.332632] [DEBUG] [LOCAL     ] No optimal features file found for BLBD: ./output/feature-sets/BLBD.txt
[2026-02-13T20:17:38.332687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:38.332719] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:38.332746] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:38.332803] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:38.394808] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:38.395755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:38.395858] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:38.395891] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:38.523091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:38.523258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:38.523298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:38.523328] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:38.527007] [DEBUG] [FORECASTER] BLBD: Forecast T+1@11:T+2@11: DOWN (p=25.85%)
[2026-02-13T20:17:38.527355] [INFO ] [FORECASTER] Completed predict_future for BLBD
[2026-02-13T20:17:38.527501] [INFO ] [sig       ] BLBD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:38.688606] [INFO ] [LOCAL     ] Saved forecast: BLBD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BLBD.txt
[2026-02-13T20:17:38.688772] [INFO ] [sig       ] [435/3406] Completed BLBD in 0.4s | 2.83 sym/s | Total: 2.6m | ETA: 17.5m
[2026-02-13T20:17:38.688814] [INFO ] [sig       ] [436/3406] Forecasting BLCN...
[2026-02-13T20:17:38.688846] [INFO ] [sig       ] Generating forecast for: BLCN
[2026-02-13T20:17:38.688877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2026-02-13T20:17:38.700134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCN'.
[2026-02-13T20:17:38.700526] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2026-02-13T20:17:38.701387] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2026-02-13T20:17:38.701442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:38.701475] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:38.701503] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:38.701561] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:38.761781] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:38.762689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:38.762772] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:38.762806] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:38.869388] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:38.869545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:38.869604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:38.869634] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:38.873145] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: UP (p=80.55%)
[2026-02-13T20:17:38.873438] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2026-02-13T20:17:38.873568] [INFO ] [sig       ] BLCN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:39.017090] [INFO ] [LOCAL     ] Saved forecast: BLCN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BLCN.txt
[2026-02-13T20:17:39.017253] [INFO ] [sig       ] [436/3406] Completed BLCN in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 17.5m
[2026-02-13T20:17:39.017295] [INFO ] [sig       ] [437/3406] Forecasting BLCO...
[2026-02-13T20:17:39.017326] [INFO ] [sig       ] Generating forecast for: BLCO
[2026-02-13T20:17:39.017356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2026-02-13T20:17:39.029186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2026-02-13T20:17:39.029509] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2026-02-13T20:17:39.030298] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2026-02-13T20:17:39.030350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:39.030382] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:39.030408] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:39.030466] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:39.086648] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:39.087315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:39.087393] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:39.087425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:39.215281] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:39.215433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:39.215471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:39.215500] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:39.218958] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: UP (p=62.96%)
[2026-02-13T20:17:39.219241] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2026-02-13T20:17:39.219368] [INFO ] [sig       ] BLCO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:39.359690] [INFO ] [LOCAL     ] Saved forecast: BLCO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BLCO.txt
[2026-02-13T20:17:39.359822] [INFO ] [sig       ] [437/3406] Completed BLCO in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 17.5m
[2026-02-13T20:17:39.359863] [INFO ] [sig       ] [438/3406] Forecasting BLD...
[2026-02-13T20:17:39.359891] [INFO ] [sig       ] Generating forecast for: BLD
[2026-02-13T20:17:39.359921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2026-02-13T20:17:39.371504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2026-02-13T20:17:39.371849] [INFO ] [FORECASTER] Starting predict_future for BLD
[2026-02-13T20:17:39.372683] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2026-02-13T20:17:39.372737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:39.372771] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:39.372798] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:39.372900] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:39.433082] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:39.433820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:39.433908] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:39.433942] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:39.556528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:39.556710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:39.556751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:39.556780] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:39.560262] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: UP (p=92.62%)
[2026-02-13T20:17:39.560590] [INFO ] [FORECASTER] Completed predict_future for BLD
[2026-02-13T20:17:39.560727] [INFO ] [sig       ] BLD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:39.715890] [INFO ] [LOCAL     ] Saved forecast: BLD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BLD.txt
[2026-02-13T20:17:39.716071] [INFO ] [sig       ] [438/3406] Completed BLD in 0.4s | 2.83 sym/s | Total: 2.6m | ETA: 17.5m
[2026-02-13T20:17:39.716115] [INFO ] [sig       ] [439/3406] Forecasting BLDP...
[2026-02-13T20:17:39.716143] [INFO ] [sig       ] Generating forecast for: BLDP
[2026-02-13T20:17:39.716173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2026-02-13T20:17:39.729717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2026-02-13T20:17:39.730142] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2026-02-13T20:17:39.731004] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2026-02-13T20:17:39.731071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:39.731112] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:39.731146] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:39.731219] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:39.793187] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:39.794178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:39.794279] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:39.794313] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:39.935538] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:39.935736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:39.935779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:39.935808] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:39.940035] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=36.75%)
[2026-02-13T20:17:39.940440] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2026-02-13T20:17:39.940614] [INFO ] [sig       ] BLDP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:40.087426] [INFO ] [LOCAL     ] Saved forecast: BLDP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BLDP.txt
[2026-02-13T20:17:40.087610] [INFO ] [sig       ] [439/3406] Completed BLDP in 0.4s | 2.83 sym/s | Total: 2.6m | ETA: 17.5m
[2026-02-13T20:17:40.087656] [INFO ] [sig       ] [440/3406] Forecasting BLFS...
[2026-02-13T20:17:40.087686] [INFO ] [sig       ] Generating forecast for: BLFS
[2026-02-13T20:17:40.087715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2026-02-13T20:17:40.100335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFS'.
[2026-02-13T20:17:40.100688] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2026-02-13T20:17:40.101708] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2026-02-13T20:17:40.101760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:40.101793] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:40.101819] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:40.101877] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:40.164018] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:40.164914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:40.165000] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:40.165033] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:40.296446] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:40.296639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:40.296689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:40.296721] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:40.300777] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: UP (p=65.32%)
[2026-02-13T20:17:40.301130] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2026-02-13T20:17:40.301279] [INFO ] [sig       ] BLFS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:40.450774] [INFO ] [LOCAL     ] Saved forecast: BLFS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BLFS.txt
[2026-02-13T20:17:40.450933] [INFO ] [sig       ] [440/3406] Completed BLFS in 0.4s | 2.83 sym/s | Total: 2.6m | ETA: 17.5m
[2026-02-13T20:17:40.450975] [INFO ] [sig       ] [441/3406] Forecasting BLFY...
[2026-02-13T20:17:40.451005] [INFO ] [sig       ] Generating forecast for: BLFY
[2026-02-13T20:17:40.451035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2026-02-13T20:17:40.463800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2026-02-13T20:17:40.464205] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2026-02-13T20:17:40.465045] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2026-02-13T20:17:40.465098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:40.465129] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:40.465156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:40.465212] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:40.524118] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:40.525033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:40.525120] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:40.525155] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:40.647252] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:40.647645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:40.647689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:40.647717] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:40.651625] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: UP (p=58.12%)
[2026-02-13T20:17:40.651987] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2026-02-13T20:17:40.652126] [INFO ] [sig       ] BLFY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:40.797270] [INFO ] [LOCAL     ] Saved forecast: BLFY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BLFY.txt
[2026-02-13T20:17:40.797404] [INFO ] [sig       ] [441/3406] Completed BLFY in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 17.5m
[2026-02-13T20:17:40.797443] [INFO ] [sig       ] [442/3406] Forecasting BLK...
[2026-02-13T20:17:40.797474] [INFO ] [sig       ] Generating forecast for: BLK
[2026-02-13T20:17:40.797504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2026-02-13T20:17:40.810384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2026-02-13T20:17:40.810775] [INFO ] [FORECASTER] Starting predict_future for BLK
[2026-02-13T20:17:40.811598] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2026-02-13T20:17:40.811668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:40.811701] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:40.811729] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:40.811787] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:40.871138] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:40.872002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:40.872091] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:40.872132] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:41.002421] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:41.002805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:41.002845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:41.002874] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:41.007019] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=49.32%)
[2026-02-13T20:17:41.007342] [INFO ] [FORECASTER] Completed predict_future for BLK
[2026-02-13T20:17:41.007481] [INFO ] [sig       ] BLK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:41.150935] [INFO ] [LOCAL     ] Saved forecast: BLK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BLK.txt
[2026-02-13T20:17:41.151070] [INFO ] [sig       ] [442/3406] Completed BLK in 0.4s | 2.83 sym/s | Total: 2.6m | ETA: 17.5m
[2026-02-13T20:17:41.151111] [INFO ] [sig       ] [443/3406] Forecasting BLKB...
[2026-02-13T20:17:41.151143] [INFO ] [sig       ] Generating forecast for: BLKB
[2026-02-13T20:17:41.151174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2026-02-13T20:17:41.162786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLKB'.
[2026-02-13T20:17:41.163135] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2026-02-13T20:17:41.163964] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2026-02-13T20:17:41.164016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:41.164048] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:41.164075] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:41.164131] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:41.223552] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:41.224557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:41.224659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:41.224691] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:41.355178] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:41.355339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:41.355378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:41.355406] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:41.358913] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2026-02-13T20:17:41.359202] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2026-02-13T20:17:41.359335] [INFO ] [sig       ] BLKB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:41.502392] [INFO ] [LOCAL     ] Saved forecast: BLKB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BLKB.txt
[2026-02-13T20:17:41.502545] [INFO ] [sig       ] [443/3406] Completed BLKB in 0.4s | 2.83 sym/s | Total: 2.6m | ETA: 17.5m
[2026-02-13T20:17:41.502603] [INFO ] [sig       ] [444/3406] Forecasting BLMN...
[2026-02-13T20:17:41.502635] [INFO ] [sig       ] Generating forecast for: BLMN
[2026-02-13T20:17:41.502665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2026-02-13T20:17:41.513703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2026-02-13T20:17:41.514053] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2026-02-13T20:17:41.514887] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2026-02-13T20:17:41.514939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:41.514971] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:41.514998] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:41.515054] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:41.572138] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:41.572921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:41.573005] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:41.573037] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:41.701591] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:41.701774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:41.701814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:41.701842] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:41.705456] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=92.18%)
[2026-02-13T20:17:41.705766] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2026-02-13T20:17:41.705892] [INFO ] [sig       ] BLMN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:41.846241] [INFO ] [LOCAL     ] Saved forecast: BLMN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BLMN.txt
[2026-02-13T20:17:41.846380] [INFO ] [sig       ] [444/3406] Completed BLMN in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 17.5m
[2026-02-13T20:17:41.846428] [INFO ] [sig       ] [445/3406] Forecasting BLND...
[2026-02-13T20:17:41.846460] [INFO ] [sig       ] Generating forecast for: BLND
[2026-02-13T20:17:41.846490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2026-02-13T20:17:41.857916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLND'.
[2026-02-13T20:17:41.858350] [INFO ] [FORECASTER] Starting predict_future for BLND
[2026-02-13T20:17:41.859196] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2026-02-13T20:17:41.859258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:41.859291] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:41.859318] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:41.859375] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:41.920506] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:41.921424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:41.921514] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:41.921548] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:42.046213] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:42.046370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:42.046411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:42.046440] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:42.050037] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2026-02-13T20:17:42.050322] [INFO ] [FORECASTER] Completed predict_future for BLND
[2026-02-13T20:17:42.050455] [INFO ] [sig       ] BLND: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:42.190438] [INFO ] [LOCAL     ] Saved forecast: BLND	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BLND.txt
[2026-02-13T20:17:42.190586] [INFO ] [sig       ] [445/3406] Completed BLND in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 17.5m
[2026-02-13T20:17:42.190634] [INFO ] [sig       ] [446/3406] Forecasting BLRX...
[2026-02-13T20:17:42.190664] [INFO ] [sig       ] Generating forecast for: BLRX
[2026-02-13T20:17:42.190693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2026-02-13T20:17:42.201351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2026-02-13T20:17:42.201722] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2026-02-13T20:17:42.202491] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2026-02-13T20:17:42.202543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:42.202597] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:42.202629] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:42.202686] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:42.260195] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:42.260936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:42.261025] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:42.261059] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:42.378396] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:42.378587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:42.378641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:42.378673] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:42.382755] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: UP (p=89.06%)
[2026-02-13T20:17:42.383241] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2026-02-13T20:17:42.383383] [INFO ] [sig       ] BLRX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:42.526547] [INFO ] [LOCAL     ] Saved forecast: BLRX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BLRX.txt
[2026-02-13T20:17:42.526714] [INFO ] [sig       ] [446/3406] Completed BLRX in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 17.5m
[2026-02-13T20:17:42.526753] [INFO ] [sig       ] [447/3406] Forecasting BLTE...
[2026-02-13T20:17:42.526782] [INFO ] [sig       ] Generating forecast for: BLTE
[2026-02-13T20:17:42.526812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2026-02-13T20:17:42.537748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2026-02-13T20:17:42.538106] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2026-02-13T20:17:42.538955] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2026-02-13T20:17:42.539008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:42.539040] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:42.539066] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:42.539121] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:42.596130] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:42.596890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:42.596971] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:42.597003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:42.722352] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:42.722508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:42.722547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:42.722600] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:42.726048] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=31.24%)
[2026-02-13T20:17:42.726367] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2026-02-13T20:17:42.726495] [INFO ] [sig       ] BLTE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:42.872489] [INFO ] [LOCAL     ] Saved forecast: BLTE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BLTE.txt
[2026-02-13T20:17:42.872707] [INFO ] [sig       ] [447/3406] Completed BLTE in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 17.4m
[2026-02-13T20:17:42.872755] [INFO ] [sig       ] [448/3406] Forecasting BLX...
[2026-02-13T20:17:42.872789] [INFO ] [sig       ] Generating forecast for: BLX
[2026-02-13T20:17:42.872819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2026-02-13T20:17:42.884602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLX'.
[2026-02-13T20:17:42.885000] [INFO ] [FORECASTER] Starting predict_future for BLX
[2026-02-13T20:17:42.886048] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2026-02-13T20:17:42.886101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:42.886133] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:42.886159] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:42.886222] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:42.944532] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:42.945424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:42.945511] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:42.945544] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:43.072311] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:43.072487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:43.072527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:43.072556] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:43.076201] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=71.94%)
[2026-02-13T20:17:43.076513] [INFO ] [FORECASTER] Completed predict_future for BLX
[2026-02-13T20:17:43.076673] [INFO ] [sig       ] BLX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:43.215826] [INFO ] [LOCAL     ] Saved forecast: BLX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BLX.txt
[2026-02-13T20:17:43.216027] [INFO ] [sig       ] [448/3406] Completed BLX in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 17.4m
[2026-02-13T20:17:43.216087] [INFO ] [sig       ] [449/3406] Forecasting BLZE...
[2026-02-13T20:17:43.216119] [INFO ] [sig       ] Generating forecast for: BLZE
[2026-02-13T20:17:43.216153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2026-02-13T20:17:43.227484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2026-02-13T20:17:43.227880] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2026-02-13T20:17:43.228754] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2026-02-13T20:17:43.228807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:43.228841] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:43.228868] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:43.228925] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:43.286401] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:43.287362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:43.287451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:43.287485] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:43.409612] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:43.409768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:43.409822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:43.409850] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:43.413271] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2026-02-13T20:17:43.413557] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2026-02-13T20:17:43.413706] [INFO ] [sig       ] BLZE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:43.554730] [INFO ] [LOCAL     ] Saved forecast: BLZE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BLZE.txt
[2026-02-13T20:17:43.554883] [INFO ] [sig       ] [449/3406] Completed BLZE in 0.3s | 2.83 sym/s | Total: 2.6m | ETA: 17.4m
[2026-02-13T20:17:43.554925] [INFO ] [sig       ] [450/3406] Forecasting BMA...
[2026-02-13T20:17:43.554954] [INFO ] [sig       ] Generating forecast for: BMA
[2026-02-13T20:17:43.554984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2026-02-13T20:17:43.566256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMA'.
[2026-02-13T20:17:43.566850] [INFO ] [FORECASTER] Starting predict_future for BMA
[2026-02-13T20:17:43.567876] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2026-02-13T20:17:43.567929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:43.567961] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:43.567987] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:43.568043] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:43.626835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:43.627561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:43.627674] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:43.627707] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:43.749394] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:43.749587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:43.749640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:43.749670] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:43.753291] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: UP (p=50.15%)
[2026-02-13T20:17:43.753605] [INFO ] [FORECASTER] Completed predict_future for BMA
[2026-02-13T20:17:43.753760] [INFO ] [sig       ] BMA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:43.892658] [INFO ] [LOCAL     ] Saved forecast: BMA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BMA.txt
[2026-02-13T20:17:43.892802] [INFO ] [sig       ] [450/3406] Completed BMA in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 17.4m
[2026-02-13T20:17:43.892841] [INFO ] [sig       ] [451/3406] Forecasting BMBL...
[2026-02-13T20:17:43.892870] [INFO ] [sig       ] Generating forecast for: BMBL
[2026-02-13T20:17:43.892899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2026-02-13T20:17:43.904108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2026-02-13T20:17:43.904457] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2026-02-13T20:17:43.905252] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2026-02-13T20:17:43.905304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:43.905335] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:43.905361] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:43.905418] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:43.961755] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:43.962678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:43.962764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:43.962797] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:44.084305] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:44.084461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:44.084501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:44.084528] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:44.087966] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: UP (p=79.05%)
[2026-02-13T20:17:44.088254] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2026-02-13T20:17:44.088381] [INFO ] [sig       ] BMBL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:44.230551] [INFO ] [LOCAL     ] Saved forecast: BMBL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BMBL.txt
[2026-02-13T20:17:44.230712] [INFO ] [sig       ] [451/3406] Completed BMBL in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 17.4m
[2026-02-13T20:17:44.230796] [INFO ] [sig       ] [452/3406] Forecasting BME...
[2026-02-13T20:17:44.230838] [INFO ] [sig       ] Generating forecast for: BME
[2026-02-13T20:17:44.230875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2026-02-13T20:17:44.242094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2026-02-13T20:17:44.242489] [INFO ] [FORECASTER] Starting predict_future for BME
[2026-02-13T20:17:44.243320] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2026-02-13T20:17:44.243374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:44.243407] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:44.243633] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:44.243694] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:44.303653] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:44.304518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:44.304629] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:44.304665] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:44.428334] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:44.428530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:44.428600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:44.428635] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:44.432378] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: UP (p=51.76%)
[2026-02-13T20:17:44.432695] [INFO ] [FORECASTER] Completed predict_future for BME
[2026-02-13T20:17:44.432827] [INFO ] [sig       ] BME: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:44.573494] [INFO ] [LOCAL     ] Saved forecast: BME	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BME.txt
[2026-02-13T20:17:44.573652] [INFO ] [sig       ] [452/3406] Completed BME in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 17.4m
[2026-02-13T20:17:44.573692] [INFO ] [sig       ] [453/3406] Forecasting BMEZ...
[2026-02-13T20:17:44.573723] [INFO ] [sig       ] Generating forecast for: BMEZ
[2026-02-13T20:17:44.573765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2026-02-13T20:17:44.585958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2026-02-13T20:17:44.586301] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2026-02-13T20:17:44.587134] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2026-02-13T20:17:44.587187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:44.587240] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:44.587269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:44.587336] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:44.646156] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:44.647020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:44.647121] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:44.647161] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:44.767909] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:44.768068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:44.768109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:44.768137] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:44.771696] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: UP (p=84.61%)
[2026-02-13T20:17:44.771985] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2026-02-13T20:17:44.772115] [INFO ] [sig       ] BMEZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:44.910807] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BMEZ.txt
[2026-02-13T20:17:44.910968] [INFO ] [sig       ] [453/3406] Completed BMEZ in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 17.4m
[2026-02-13T20:17:44.911010] [INFO ] [sig       ] [454/3406] Forecasting BMI...
[2026-02-13T20:17:44.911039] [INFO ] [sig       ] Generating forecast for: BMI
[2026-02-13T20:17:44.911069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2026-02-13T20:17:44.923275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2026-02-13T20:17:44.923871] [INFO ] [FORECASTER] Starting predict_future for BMI
[2026-02-13T20:17:44.924692] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2026-02-13T20:17:44.924745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:44.924777] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:44.924805] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:44.924861] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:44.986015] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:44.987143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:44.987230] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:44.987264] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:45.116917] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:45.117230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:45.117289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:45.117325] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:45.121221] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: UP (p=66.17%)
[2026-02-13T20:17:45.121535] [INFO ] [FORECASTER] Completed predict_future for BMI
[2026-02-13T20:17:45.121712] [INFO ] [sig       ] BMI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:45.266036] [INFO ] [LOCAL     ] Saved forecast: BMI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BMI.txt
[2026-02-13T20:17:45.266181] [INFO ] [sig       ] [454/3406] Completed BMI in 0.4s | 2.83 sym/s | Total: 2.7m | ETA: 17.4m
[2026-02-13T20:17:45.266221] [INFO ] [sig       ] [455/3406] Forecasting BMO...
[2026-02-13T20:17:45.266250] [INFO ] [sig       ] Generating forecast for: BMO
[2026-02-13T20:17:45.266280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2026-02-13T20:17:45.278654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMO'.
[2026-02-13T20:17:45.279022] [INFO ] [FORECASTER] Starting predict_future for BMO
[2026-02-13T20:17:45.279852] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2026-02-13T20:17:45.279905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:45.279937] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:45.279992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:45.280052] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:45.340536] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:45.341426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:45.341522] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:45.341558] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:45.469466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:45.469633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:45.469674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:45.469704] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:45.473112] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2026-02-13T20:17:45.473419] [INFO ] [FORECASTER] Completed predict_future for BMO
[2026-02-13T20:17:45.473547] [INFO ] [sig       ] BMO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:45.614902] [INFO ] [LOCAL     ] Saved forecast: BMO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BMO.txt
[2026-02-13T20:17:45.615037] [INFO ] [sig       ] [455/3406] Completed BMO in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 17.4m
[2026-02-13T20:17:45.615076] [INFO ] [sig       ] [456/3406] Forecasting BMRA...
[2026-02-13T20:17:45.615107] [INFO ] [sig       ] Generating forecast for: BMRA
[2026-02-13T20:17:45.615138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2026-02-13T20:17:45.626388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2026-02-13T20:17:45.626937] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2026-02-13T20:17:45.627775] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2026-02-13T20:17:45.627829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:45.627860] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:45.627887] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:45.627943] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:45.687365] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:45.688349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:45.688431] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:45.688464] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:45.808907] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:45.809107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:45.809154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:45.809190] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:45.813343] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: UP (p=81.41%)
[2026-02-13T20:17:45.813643] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2026-02-13T20:17:45.813777] [INFO ] [sig       ] BMRA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:45.958361] [INFO ] [LOCAL     ] Saved forecast: BMRA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BMRA.txt
[2026-02-13T20:17:45.958509] [INFO ] [sig       ] [456/3406] Completed BMRA in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 17.4m
[2026-02-13T20:17:45.958559] [INFO ] [sig       ] [457/3406] Forecasting BMRC...
[2026-02-13T20:17:45.958615] [INFO ] [sig       ] Generating forecast for: BMRC
[2026-02-13T20:17:45.958647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2026-02-13T20:17:45.970987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2026-02-13T20:17:45.971332] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2026-02-13T20:17:45.972335] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2026-02-13T20:17:45.972388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:45.972419] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:45.972447] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:45.972503] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:46.031081] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:46.031871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:46.031955] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:46.031987] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:46.158315] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:46.158472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:46.158512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:46.158540] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:46.162460] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=28.89%)
[2026-02-13T20:17:46.162767] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2026-02-13T20:17:46.162898] [INFO ] [sig       ] BMRC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:46.306258] [INFO ] [LOCAL     ] Saved forecast: BMRC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BMRC.txt
[2026-02-13T20:17:46.306405] [INFO ] [sig       ] [457/3406] Completed BMRC in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 17.4m
[2026-02-13T20:17:46.306443] [INFO ] [sig       ] [458/3406] Forecasting BMRN...
[2026-02-13T20:17:46.306473] [INFO ] [sig       ] Generating forecast for: BMRN
[2026-02-13T20:17:46.306503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2026-02-13T20:17:46.318074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2026-02-13T20:17:46.318440] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2026-02-13T20:17:46.319276] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2026-02-13T20:17:46.319343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:46.319382] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:46.319410] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:46.319474] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:46.381339] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:46.382225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:46.382311] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:46.382346] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:46.510447] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:46.510635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:46.510679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:46.510708] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:46.514499] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2026-02-13T20:17:46.514814] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2026-02-13T20:17:46.514947] [INFO ] [sig       ] BMRN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:46.653771] [INFO ] [LOCAL     ] Saved forecast: BMRN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BMRN.txt
[2026-02-13T20:17:46.653914] [INFO ] [sig       ] [458/3406] Completed BMRN in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 17.4m
[2026-02-13T20:17:46.653954] [INFO ] [sig       ] [459/3406] Forecasting BMY...
[2026-02-13T20:17:46.653982] [INFO ] [sig       ] Generating forecast for: BMY
[2026-02-13T20:17:46.654012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2026-02-13T20:17:46.668406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2026-02-13T20:17:46.668879] [INFO ] [FORECASTER] Starting predict_future for BMY
[2026-02-13T20:17:46.669753] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2026-02-13T20:17:46.669809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:46.669842] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:46.669870] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:46.669928] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:46.735007] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:46.735922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:46.736027] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:46.736070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:46.856522] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:46.856690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:46.856730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:46.856760] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:46.860227] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=91.82%)
[2026-02-13T20:17:46.860522] [INFO ] [FORECASTER] Completed predict_future for BMY
[2026-02-13T20:17:46.860686] [INFO ] [sig       ] BMY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:46.999561] [INFO ] [LOCAL     ] Saved forecast: BMY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BMY.txt
[2026-02-13T20:17:46.999722] [INFO ] [sig       ] [459/3406] Completed BMY in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 17.4m
[2026-02-13T20:17:46.999764] [INFO ] [sig       ] [460/3406] Forecasting BN...
[2026-02-13T20:17:46.999794] [INFO ] [sig       ] Generating forecast for: BN
[2026-02-13T20:17:46.999825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2026-02-13T20:17:47.011549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2026-02-13T20:17:47.011978] [INFO ] [FORECASTER] Starting predict_future for BN
[2026-02-13T20:17:47.012863] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2026-02-13T20:17:47.012919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:47.012952] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:47.012981] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:47.013039] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:47.083798] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:47.085004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:47.085119] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:47.085176] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:47.218374] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:47.218558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:47.218617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:47.218663] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:47.222648] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: DOWN (p=18.72%)
[2026-02-13T20:17:47.222945] [INFO ] [FORECASTER] Completed predict_future for BN
[2026-02-13T20:17:47.223081] [INFO ] [sig       ] BN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:47.360162] [INFO ] [LOCAL     ] Saved forecast: BN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BN.txt
[2026-02-13T20:17:47.360312] [INFO ] [sig       ] [460/3406] Completed BN in 0.4s | 2.83 sym/s | Total: 2.7m | ETA: 17.4m
[2026-02-13T20:17:47.360352] [INFO ] [sig       ] [461/3406] Forecasting BND...
[2026-02-13T20:17:47.360382] [INFO ] [sig       ] Generating forecast for: BND
[2026-02-13T20:17:47.360412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2026-02-13T20:17:47.372622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2026-02-13T20:17:47.373024] [INFO ] [FORECASTER] Starting predict_future for BND
[2026-02-13T20:17:47.373853] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2026-02-13T20:17:47.373907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:47.373939] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:47.373965] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:47.374022] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:47.431960] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:47.433163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:47.433253] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:47.433289] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:47.560322] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:47.560483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:47.560523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:47.560746] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:47.564363] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: UP (p=66.96%)
[2026-02-13T20:17:47.564846] [INFO ] [FORECASTER] Completed predict_future for BND
[2026-02-13T20:17:47.564979] [INFO ] [sig       ] BND: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:47.704258] [INFO ] [LOCAL     ] Saved forecast: BND	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BND.txt
[2026-02-13T20:17:47.704419] [INFO ] [sig       ] [461/3406] Completed BND in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 17.4m
[2026-02-13T20:17:47.704460] [INFO ] [sig       ] [462/3406] Forecasting BNDX...
[2026-02-13T20:17:47.704489] [INFO ] [sig       ] Generating forecast for: BNDX
[2026-02-13T20:17:47.704518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2026-02-13T20:17:47.715253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2026-02-13T20:17:47.715724] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2026-02-13T20:17:47.716816] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2026-02-13T20:17:47.716871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:47.716904] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:47.716932] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:47.716989] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:47.778166] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:47.779223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:47.779311] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:47.779345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:47.904787] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:47.904946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:47.904990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:47.905020] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:47.908663] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: DOWN (p=37.66%)
[2026-02-13T20:17:47.908986] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2026-02-13T20:17:47.909125] [INFO ] [sig       ] BNDX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:48.048339] [INFO ] [LOCAL     ] Saved forecast: BNDX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BNDX.txt
[2026-02-13T20:17:48.048491] [INFO ] [sig       ] [462/3406] Completed BNDX in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 17.3m
[2026-02-13T20:17:48.048530] [INFO ] [sig       ] [463/3406] Forecasting BNED...
[2026-02-13T20:17:48.048561] [INFO ] [sig       ] Generating forecast for: BNED
[2026-02-13T20:17:48.048612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2026-02-13T20:17:48.060244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2026-02-13T20:17:48.060650] [INFO ] [FORECASTER] Starting predict_future for BNED
[2026-02-13T20:17:48.061523] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2026-02-13T20:17:48.061597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:48.061633] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:48.061661] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:48.061717] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:48.120014] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:48.120891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:48.120986] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:48.121020] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:48.246124] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:48.246284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:48.246324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:48.246352] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:48.249846] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=63.92%)
[2026-02-13T20:17:48.250144] [INFO ] [FORECASTER] Completed predict_future for BNED
[2026-02-13T20:17:48.250275] [INFO ] [sig       ] BNED: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:48.394305] [INFO ] [LOCAL     ] Saved forecast: BNED	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BNED.txt
[2026-02-13T20:17:48.394465] [INFO ] [sig       ] [463/3406] Completed BNED in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 17.3m
[2026-02-13T20:17:48.394504] [INFO ] [sig       ] [464/3406] Forecasting BNGO...
[2026-02-13T20:17:48.394535] [INFO ] [sig       ] Generating forecast for: BNGO
[2026-02-13T20:17:48.394565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2026-02-13T20:17:48.407096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2026-02-13T20:17:48.407433] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2026-02-13T20:17:48.408286] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2026-02-13T20:17:48.408340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:48.408371] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:48.408398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:48.408468] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:48.468030] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:48.469021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:48.469105] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:48.469137] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:48.613999] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:48.614163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:48.614204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:48.614234] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:48.618147] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2026-02-13T20:17:48.618461] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2026-02-13T20:17:48.618620] [INFO ] [sig       ] BNGO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:48.776633] [INFO ] [LOCAL     ] Saved forecast: BNGO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BNGO.txt
[2026-02-13T20:17:48.776812] [INFO ] [sig       ] [464/3406] Completed BNGO in 0.4s | 2.83 sym/s | Total: 2.7m | ETA: 17.3m
[2026-02-13T20:17:48.776863] [INFO ] [sig       ] [465/3406] Forecasting BNH...
[2026-02-13T20:17:48.776893] [INFO ] [sig       ] Generating forecast for: BNH
[2026-02-13T20:17:48.776922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2026-02-13T20:17:48.788400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2026-02-13T20:17:48.788832] [INFO ] [FORECASTER] Starting predict_future for BNH
[2026-02-13T20:17:48.789657] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2026-02-13T20:17:48.789709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:48.789743] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:48.789771] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:48.789830] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:48.852705] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:48.853473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:48.853559] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:48.853613] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:48.973448] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:48.973632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:48.973674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:48.973703] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:48.977817] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: UP (p=85.06%)
[2026-02-13T20:17:48.978116] [INFO ] [FORECASTER] Completed predict_future for BNH
[2026-02-13T20:17:48.978251] [INFO ] [sig       ] BNH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:49.127401] [INFO ] [LOCAL     ] Saved forecast: BNH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BNH.txt
[2026-02-13T20:17:49.127670] [INFO ] [sig       ] [465/3406] Completed BNH in 0.4s | 2.83 sym/s | Total: 2.7m | ETA: 17.3m
[2026-02-13T20:17:49.127718] [INFO ] [sig       ] [466/3406] Forecasting BNJ...
[2026-02-13T20:17:49.127748] [INFO ] [sig       ] Generating forecast for: BNJ
[2026-02-13T20:17:49.127777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2026-02-13T20:17:49.140719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNJ'.
[2026-02-13T20:17:49.141171] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2026-02-13T20:17:49.142084] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2026-02-13T20:17:49.142163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:49.142197] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:49.142223] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:49.142280] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:49.199229] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:49.200185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:49.200297] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:49.200338] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:49.315723] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:49.315890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:49.315930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:49.315959] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:49.319688] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: UP (p=79.96%)
[2026-02-13T20:17:49.320000] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2026-02-13T20:17:49.320142] [INFO ] [sig       ] BNJ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:49.471886] [INFO ] [LOCAL     ] Saved forecast: BNJ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BNJ.txt
[2026-02-13T20:17:49.472091] [INFO ] [sig       ] [466/3406] Completed BNJ in 0.3s | 2.83 sym/s | Total: 2.7m | ETA: 17.3m
[2026-02-13T20:17:49.472142] [INFO ] [sig       ] [467/3406] Forecasting BNL...
[2026-02-13T20:17:49.472172] [INFO ] [sig       ] Generating forecast for: BNL
[2026-02-13T20:17:49.472202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2026-02-13T20:17:49.484796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2026-02-13T20:17:49.485268] [INFO ] [FORECASTER] Starting predict_future for BNL
[2026-02-13T20:17:49.486167] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2026-02-13T20:17:49.486232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:49.486264] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:49.486291] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:49.486352] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:49.550004] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:49.551134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:49.551240] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:49.551272] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:49.691046] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:49.691218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:49.691269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:49.691317] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:49.697114] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=98.69%)
[2026-02-13T20:17:49.697620] [INFO ] [FORECASTER] Completed predict_future for BNL
[2026-02-13T20:17:49.697790] [INFO ] [sig       ] BNL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:49.862473] [INFO ] [LOCAL     ] Saved forecast: BNL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BNL.txt
[2026-02-13T20:17:49.862636] [INFO ] [sig       ] [467/3406] Completed BNL in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 17.3m
[2026-02-13T20:17:49.862679] [INFO ] [sig       ] [468/3406] Forecasting BNS...
[2026-02-13T20:17:49.862708] [INFO ] [sig       ] Generating forecast for: BNS
[2026-02-13T20:17:49.862738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2026-02-13T20:17:49.875052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNS'.
[2026-02-13T20:17:49.875435] [INFO ] [FORECASTER] Starting predict_future for BNS
[2026-02-13T20:17:49.876240] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2026-02-13T20:17:49.876291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:49.876323] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:49.876349] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:49.876406] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:49.937623] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:49.938407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:49.938504] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:49.938554] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:50.068786] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:50.068950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:50.068991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:50.069020] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:50.072434] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2026-02-13T20:17:50.072733] [INFO ] [FORECASTER] Completed predict_future for BNS
[2026-02-13T20:17:50.072860] [INFO ] [sig       ] BNS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:50.215424] [INFO ] [LOCAL     ] Saved forecast: BNS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BNS.txt
[2026-02-13T20:17:50.215554] [INFO ] [sig       ] [468/3406] Completed BNS in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 17.3m
[2026-02-13T20:17:50.215637] [INFO ] [sig       ] [469/3406] Forecasting BNTC...
[2026-02-13T20:17:50.215668] [INFO ] [sig       ] Generating forecast for: BNTC
[2026-02-13T20:17:50.215698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2026-02-13T20:17:50.227072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2026-02-13T20:17:50.227643] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2026-02-13T20:17:50.228678] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2026-02-13T20:17:50.228731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:50.228763] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:50.228789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:50.228845] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:50.290944] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:50.291737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:50.291821] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:50.291854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:50.425241] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:50.425406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:50.425446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:50.425475] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:50.429029] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=68.48%)
[2026-02-13T20:17:50.429337] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2026-02-13T20:17:50.429492] [INFO ] [sig       ] BNTC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:50.575922] [INFO ] [LOCAL     ] Saved forecast: BNTC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BNTC.txt
[2026-02-13T20:17:50.576087] [INFO ] [sig       ] [469/3406] Completed BNTC in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 17.3m
[2026-02-13T20:17:50.576135] [INFO ] [sig       ] [470/3406] Forecasting BNTX...
[2026-02-13T20:17:50.576166] [INFO ] [sig       ] Generating forecast for: BNTX
[2026-02-13T20:17:50.576196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2026-02-13T20:17:50.588596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2026-02-13T20:17:50.588938] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2026-02-13T20:17:50.589744] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2026-02-13T20:17:50.589798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:50.589829] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:50.589856] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:50.589913] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:50.647262] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:50.647941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:50.648021] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:50.648053] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:50.764836] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:50.764998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:50.765037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:50.765065] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:50.768563] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=96.99%)
[2026-02-13T20:17:50.768862] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2026-02-13T20:17:50.768991] [INFO ] [sig       ] BNTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:50.913695] [INFO ] [LOCAL     ] Saved forecast: BNTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BNTX.txt
[2026-02-13T20:17:50.913835] [INFO ] [sig       ] [470/3406] Completed BNTX in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 17.3m
[2026-02-13T20:17:50.913874] [INFO ] [sig       ] [471/3406] Forecasting BOC...
[2026-02-13T20:17:50.913904] [INFO ] [sig       ] Generating forecast for: BOC
[2026-02-13T20:17:50.913933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2026-02-13T20:17:50.925659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2026-02-13T20:17:50.925973] [INFO ] [FORECASTER] Starting predict_future for BOC
[2026-02-13T20:17:50.926970] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2026-02-13T20:17:50.927022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:50.927053] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:50.927079] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:50.927135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:50.987732] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:50.988724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:50.988805] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:50.988838] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:51.117009] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:51.117168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:51.117207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:51.117235] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:51.120811] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: DOWN (p=20.53%)
[2026-02-13T20:17:51.121150] [INFO ] [FORECASTER] Completed predict_future for BOC
[2026-02-13T20:17:51.121286] [INFO ] [sig       ] BOC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:51.265320] [INFO ] [LOCAL     ] Saved forecast: BOC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BOC.txt
[2026-02-13T20:17:51.265502] [INFO ] [sig       ] [471/3406] Completed BOC in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 17.3m
[2026-02-13T20:17:51.265544] [INFO ] [sig       ] [472/3406] Forecasting BOE...
[2026-02-13T20:17:51.265591] [INFO ] [sig       ] Generating forecast for: BOE
[2026-02-13T20:17:51.265624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2026-02-13T20:17:51.277161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOE'.
[2026-02-13T20:17:51.277521] [INFO ] [FORECASTER] Starting predict_future for BOE
[2026-02-13T20:17:51.279038] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2026-02-13T20:17:51.279176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:51.279211] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:51.279279] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:51.279339] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:51.335730] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:51.336417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:51.336513] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:51.336545] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:51.459826] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:51.459985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:51.460029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:51.460058] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:51.463525] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: UP (p=64.11%)
[2026-02-13T20:17:51.463823] [INFO ] [FORECASTER] Completed predict_future for BOE
[2026-02-13T20:17:51.463951] [INFO ] [sig       ] BOE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:51.609555] [INFO ] [LOCAL     ] Saved forecast: BOE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BOE.txt
[2026-02-13T20:17:51.609714] [INFO ] [sig       ] [472/3406] Completed BOE in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 17.3m
[2026-02-13T20:17:51.609755] [INFO ] [sig       ] [473/3406] Forecasting BOF...
[2026-02-13T20:17:51.609784] [INFO ] [sig       ] Generating forecast for: BOF
[2026-02-13T20:17:51.609814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2026-02-13T20:17:51.620827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2026-02-13T20:17:51.621192] [INFO ] [FORECASTER] Starting predict_future for BOF
[2026-02-13T20:17:51.622152] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2026-02-13T20:17:51.622204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:51.622236] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:51.622261] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:51.622317] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:51.683039] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:51.683977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:51.684070] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:51.684105] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:51.812480] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:51.812653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:51.812743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:51.812776] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:51.816250] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: DOWN (p=34.23%)
[2026-02-13T20:17:51.816535] [INFO ] [FORECASTER] Completed predict_future for BOF
[2026-02-13T20:17:51.816690] [INFO ] [sig       ] BOF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:51.960615] [INFO ] [LOCAL     ] Saved forecast: BOF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BOF.txt
[2026-02-13T20:17:51.960793] [INFO ] [sig       ] [473/3406] Completed BOF in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 17.3m
[2026-02-13T20:17:51.960835] [INFO ] [sig       ] [474/3406] Forecasting BOH...
[2026-02-13T20:17:51.960864] [INFO ] [sig       ] Generating forecast for: BOH
[2026-02-13T20:17:51.960893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2026-02-13T20:17:51.973056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2026-02-13T20:17:51.973496] [INFO ] [FORECASTER] Starting predict_future for BOH
[2026-02-13T20:17:51.974336] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2026-02-13T20:17:51.974390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:51.974424] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:51.974454] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:51.974512] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:52.035105] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:52.035993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:52.036081] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:52.036116] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:52.160454] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:52.160633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:52.160682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:52.160725] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:52.164233] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: DOWN (p=9.90%)
[2026-02-13T20:17:52.164522] [INFO ] [FORECASTER] Completed predict_future for BOH
[2026-02-13T20:17:52.164674] [INFO ] [sig       ] BOH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:52.317188] [INFO ] [LOCAL     ] Saved forecast: BOH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BOH.txt
[2026-02-13T20:17:52.317369] [INFO ] [sig       ] [474/3406] Completed BOH in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 17.3m
[2026-02-13T20:17:52.317431] [INFO ] [sig       ] [475/3406] Forecasting BOKF...
[2026-02-13T20:17:52.317465] [INFO ] [sig       ] Generating forecast for: BOKF
[2026-02-13T20:17:52.317496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2026-02-13T20:17:52.329988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2026-02-13T20:17:52.330447] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2026-02-13T20:17:52.331378] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2026-02-13T20:17:52.331439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:52.331472] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:52.331499] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:52.331558] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:52.394477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:52.395397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:52.395535] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:52.395590] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:52.528334] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:52.528521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:52.528561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:52.528609] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:52.532011] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: UP (p=75.32%)
[2026-02-13T20:17:52.532335] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2026-02-13T20:17:52.532471] [INFO ] [sig       ] BOKF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:52.684000] [INFO ] [LOCAL     ] Saved forecast: BOKF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BOKF.txt
[2026-02-13T20:17:52.684166] [INFO ] [sig       ] [475/3406] Completed BOKF in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 17.3m
[2026-02-13T20:17:52.684208] [INFO ] [sig       ] [476/3406] Forecasting BOLD...
[2026-02-13T20:17:52.684237] [INFO ] [sig       ] Generating forecast for: BOLD
[2026-02-13T20:17:52.684266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2026-02-13T20:17:52.697054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2026-02-13T20:17:52.697426] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2026-02-13T20:17:52.698279] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2026-02-13T20:17:52.698336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:52.698373] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:52.698407] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:52.698476] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:52.757340] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:52.758165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:52.758247] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:52.758280] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:52.879132] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:52.879294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:52.879336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:52.879365] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:52.883004] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2026-02-13T20:17:52.883301] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2026-02-13T20:17:52.883434] [INFO ] [sig       ] BOLD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:53.036469] [INFO ] [LOCAL     ] Saved forecast: BOLD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BOLD.txt
[2026-02-13T20:17:53.036647] [INFO ] [sig       ] [476/3406] Completed BOLD in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 17.3m
[2026-02-13T20:17:53.036704] [INFO ] [sig       ] [477/3406] Forecasting BOND...
[2026-02-13T20:17:53.036737] [INFO ] [sig       ] Generating forecast for: BOND
[2026-02-13T20:17:53.036768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2026-02-13T20:17:53.048763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2026-02-13T20:17:53.049121] [INFO ] [FORECASTER] Starting predict_future for BOND
[2026-02-13T20:17:53.049950] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2026-02-13T20:17:53.050003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:53.050048] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:53.050076] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:53.050132] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:53.111609] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:53.112451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:53.112541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:53.112789] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:53.239456] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:53.239640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:53.239681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:53.239709] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:53.243175] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: DOWN (p=21.46%)
[2026-02-13T20:17:53.243461] [INFO ] [FORECASTER] Completed predict_future for BOND
[2026-02-13T20:17:53.243610] [INFO ] [sig       ] BOND: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:53.412012] [INFO ] [LOCAL     ] Saved forecast: BOND	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BOND.txt
[2026-02-13T20:17:53.412170] [INFO ] [sig       ] [477/3406] Completed BOND in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 17.3m
[2026-02-13T20:17:53.412212] [INFO ] [sig       ] [478/3406] Forecasting BOOM...
[2026-02-13T20:17:53.412242] [INFO ] [sig       ] Generating forecast for: BOOM
[2026-02-13T20:17:53.412271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2026-02-13T20:17:53.425382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOOM'.
[2026-02-13T20:17:53.426000] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2026-02-13T20:17:53.427043] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2026-02-13T20:17:53.427099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:53.427131] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:53.427159] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:53.427216] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:53.489267] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:53.490389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:53.490475] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:53.490509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:53.612856] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:53.613013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:53.613052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:53.613082] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:53.616706] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: DOWN (p=20.17%)
[2026-02-13T20:17:53.617135] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2026-02-13T20:17:53.617262] [INFO ] [sig       ] BOOM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:53.759941] [INFO ] [LOCAL     ] Saved forecast: BOOM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BOOM.txt
[2026-02-13T20:17:53.760075] [INFO ] [sig       ] [478/3406] Completed BOOM in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 17.3m
[2026-02-13T20:17:53.760114] [INFO ] [sig       ] [479/3406] Forecasting BOTZ...
[2026-02-13T20:17:53.760144] [INFO ] [sig       ] Generating forecast for: BOTZ
[2026-02-13T20:17:53.760173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2026-02-13T20:17:53.770743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2026-02-13T20:17:53.771123] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2026-02-13T20:17:53.771948] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2026-02-13T20:17:53.772001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:53.772033] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:53.772060] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:53.772116] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:53.829566] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:53.830189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:53.830267] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:53.830300] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:53.952865] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:53.952990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:53.953029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:53.953057] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:53.956433] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: DOWN (p=41.59%)
[2026-02-13T20:17:53.956728] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2026-02-13T20:17:53.956856] [INFO ] [sig       ] BOTZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:54.095807] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BOTZ.txt
[2026-02-13T20:17:54.095935] [INFO ] [sig       ] [479/3406] Completed BOTZ in 0.3s | 2.83 sym/s | Total: 2.8m | ETA: 17.3m
[2026-02-13T20:17:54.095977] [INFO ] [sig       ] [480/3406] Forecasting BOX...
[2026-02-13T20:17:54.096005] [INFO ] [sig       ] Generating forecast for: BOX
[2026-02-13T20:17:54.096034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2026-02-13T20:17:54.240750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2026-02-13T20:17:54.241106] [INFO ] [FORECASTER] Starting predict_future for BOX
[2026-02-13T20:17:54.241889] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2026-02-13T20:17:54.241940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:54.241973] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:54.241999] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:54.242055] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:54.300180] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:54.301037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:54.301115] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:54.301147] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:54.422860] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:54.423023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:54.423063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:54.423092] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:54.427106] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: UP (p=88.53%)
[2026-02-13T20:17:54.427386] [INFO ] [FORECASTER] Completed predict_future for BOX
[2026-02-13T20:17:54.427515] [INFO ] [sig       ] BOX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:54.571238] [INFO ] [LOCAL     ] Saved forecast: BOX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BOX.txt
[2026-02-13T20:17:54.571399] [INFO ] [sig       ] [480/3406] Completed BOX in 0.5s | 2.83 sym/s | Total: 2.8m | ETA: 17.3m
[2026-02-13T20:17:54.571439] [INFO ] [sig       ] [481/3406] Forecasting BP...
[2026-02-13T20:17:54.571478] [INFO ] [sig       ] Generating forecast for: BP
[2026-02-13T20:17:54.571513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2026-02-13T20:17:54.582747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BP'.
[2026-02-13T20:17:54.583088] [INFO ] [FORECASTER] Starting predict_future for BP
[2026-02-13T20:17:54.583884] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2026-02-13T20:17:54.583935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:54.583967] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:54.583993] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:54.584049] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:54.643439] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:54.644550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:54.644665] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:54.644889] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:54.768325] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:54.768487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:54.768527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:54.768554] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:54.771957] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=85.58%)
[2026-02-13T20:17:54.772233] [INFO ] [FORECASTER] Completed predict_future for BP
[2026-02-13T20:17:54.772360] [INFO ] [sig       ] BP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:54.930338] [INFO ] [LOCAL     ] Saved forecast: BP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BP.txt
[2026-02-13T20:17:54.930500] [INFO ] [sig       ] [481/3406] Completed BP in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 17.3m
[2026-02-13T20:17:54.930539] [INFO ] [sig       ] [482/3406] Forecasting BPOP...
[2026-02-13T20:17:54.930591] [INFO ] [sig       ] Generating forecast for: BPOP
[2026-02-13T20:17:54.930626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2026-02-13T20:17:54.942349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2026-02-13T20:17:54.942782] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2026-02-13T20:17:54.943605] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2026-02-13T20:17:54.943657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:54.943688] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:54.943714] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:54.943769] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:55.004319] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:55.005273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:55.005372] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:55.005405] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:55.135096] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:55.135260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:55.135299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:55.135328] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:55.138826] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: DOWN (p=41.66%)
[2026-02-13T20:17:55.139105] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2026-02-13T20:17:55.139234] [INFO ] [sig       ] BPOP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:55.284595] [INFO ] [LOCAL     ] Saved forecast: BPOP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BPOP.txt
[2026-02-13T20:17:55.284764] [INFO ] [sig       ] [482/3406] Completed BPOP in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 17.2m
[2026-02-13T20:17:55.284806] [INFO ] [sig       ] [483/3406] Forecasting BPRN...
[2026-02-13T20:17:55.284834] [INFO ] [sig       ] Generating forecast for: BPRN
[2026-02-13T20:17:55.284864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2026-02-13T20:17:55.301034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2026-02-13T20:17:55.301543] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2026-02-13T20:17:55.302892] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2026-02-13T20:17:55.302989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:55.303048] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:55.303097] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:55.303195] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:55.382307] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:55.383232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:55.383322] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:55.383357] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:55.485792] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:55.485958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:55.485999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:55.486030] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:55.490098] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=54.16%)
[2026-02-13T20:17:55.490386] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2026-02-13T20:17:55.490519] [INFO ] [sig       ] BPRN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:55.639045] [INFO ] [LOCAL     ] Saved forecast: BPRN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BPRN.txt
[2026-02-13T20:17:55.639209] [INFO ] [sig       ] [483/3406] Completed BPRN in 0.4s | 2.83 sym/s | Total: 2.8m | ETA: 17.2m
[2026-02-13T20:17:55.639250] [INFO ] [sig       ] [484/3406] Forecasting BPYPM...
[2026-02-13T20:17:55.639281] [INFO ] [sig       ] Generating forecast for: BPYPM
[2026-02-13T20:17:55.639310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2026-02-13T20:17:55.650872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2026-02-13T20:17:55.651284] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2026-02-13T20:17:55.652102] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2026-02-13T20:17:55.652156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:55.652188] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:55.652214] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:55.652270] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:55.708704] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:55.709531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:55.709640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:55.709675] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:55.816223] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:55.816383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:55.816423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:55.816468] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:55.819963] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: DOWN (p=25.95%)
[2026-02-13T20:17:55.820254] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2026-02-13T20:17:55.820383] [INFO ] [sig       ] BPYPM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:55.967882] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BPYPM.txt
[2026-02-13T20:17:55.968044] [INFO ] [sig       ] [484/3406] Completed BPYPM in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 17.2m
[2026-02-13T20:17:55.968084] [INFO ] [sig       ] [485/3406] Forecasting BPYPO...
[2026-02-13T20:17:55.968115] [INFO ] [sig       ] Generating forecast for: BPYPO
[2026-02-13T20:17:55.968145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2026-02-13T20:17:55.979402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2026-02-13T20:17:55.979809] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2026-02-13T20:17:55.980611] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2026-02-13T20:17:55.980663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:55.980695] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:55.980722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:55.980778] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:56.041216] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:56.042141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:56.042224] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:56.042257] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:56.149341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:56.149514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:56.149561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:56.149618] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:56.153132] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2026-02-13T20:17:56.153424] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2026-02-13T20:17:56.153561] [INFO ] [sig       ] BPYPO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:56.300200] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BPYPO.txt
[2026-02-13T20:17:56.300393] [INFO ] [sig       ] [485/3406] Completed BPYPO in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 17.2m
[2026-02-13T20:17:56.300440] [INFO ] [sig       ] [486/3406] Forecasting BPYPP...
[2026-02-13T20:17:56.300477] [INFO ] [sig       ] Generating forecast for: BPYPP
[2026-02-13T20:17:56.300513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2026-02-13T20:17:56.312379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPP'.
[2026-02-13T20:17:56.312990] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2026-02-13T20:17:56.313789] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2026-02-13T20:17:56.313841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:56.313872] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:56.313898] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:56.313953] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:56.384502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:56.385546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:56.385669] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:56.385737] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:56.516648] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:56.516836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:56.516900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:56.516949] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:56.521722] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2026-02-13T20:17:56.522019] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2026-02-13T20:17:56.522177] [INFO ] [sig       ] BPYPP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:56.702889] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BPYPP.txt
[2026-02-13T20:17:56.703056] [INFO ] [sig       ] [486/3406] Completed BPYPP in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 17.2m
[2026-02-13T20:17:56.703096] [INFO ] [sig       ] [487/3406] Forecasting BRAG...
[2026-02-13T20:17:56.703126] [INFO ] [sig       ] Generating forecast for: BRAG
[2026-02-13T20:17:56.703156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2026-02-13T20:17:56.715753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2026-02-13T20:17:56.716146] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2026-02-13T20:17:56.716967] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2026-02-13T20:17:56.717021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:56.717053] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:56.717079] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:56.717134] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:56.774611] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:56.775895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:56.775980] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:56.776013] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:56.894762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:56.894918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:56.894959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:56.894988] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:56.898509] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: DOWN (p=11.41%)
[2026-02-13T20:17:56.898822] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2026-02-13T20:17:56.898951] [INFO ] [sig       ] BRAG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:57.040780] [INFO ] [LOCAL     ] Saved forecast: BRAG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BRAG.txt
[2026-02-13T20:17:57.040942] [INFO ] [sig       ] [487/3406] Completed BRAG in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 17.2m
[2026-02-13T20:17:57.040985] [INFO ] [sig       ] [488/3406] Forecasting BRC...
[2026-02-13T20:17:57.041015] [INFO ] [sig       ] Generating forecast for: BRC
[2026-02-13T20:17:57.041052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2026-02-13T20:17:57.053130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2026-02-13T20:17:57.053519] [INFO ] [FORECASTER] Starting predict_future for BRC
[2026-02-13T20:17:57.054345] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2026-02-13T20:17:57.054401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:57.054440] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:57.054526] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:57.054623] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:57.116056] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:57.117154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:57.117240] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:57.117275] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:57.241336] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:57.241498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:57.241545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:57.241606] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:57.245071] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=35.96%)
[2026-02-13T20:17:57.245348] [INFO ] [FORECASTER] Completed predict_future for BRC
[2026-02-13T20:17:57.245477] [INFO ] [sig       ] BRC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:57.392720] [INFO ] [LOCAL     ] Saved forecast: BRC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BRC.txt
[2026-02-13T20:17:57.392881] [INFO ] [sig       ] [488/3406] Completed BRC in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 17.2m
[2026-02-13T20:17:57.392922] [INFO ] [sig       ] [489/3406] Forecasting BRO...
[2026-02-13T20:17:57.392953] [INFO ] [sig       ] Generating forecast for: BRO
[2026-02-13T20:17:57.392984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2026-02-13T20:17:57.406089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2026-02-13T20:17:57.406438] [INFO ] [FORECASTER] Starting predict_future for BRO
[2026-02-13T20:17:57.407278] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2026-02-13T20:17:57.407332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:57.407406] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:57.407435] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:57.407495] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:57.467607] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:57.468613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:57.468698] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:57.468732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:57.606723] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:57.606879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:57.606921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:57.606949] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:57.610809] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=74.16%)
[2026-02-13T20:17:57.611087] [INFO ] [FORECASTER] Completed predict_future for BRO
[2026-02-13T20:17:57.611217] [INFO ] [sig       ] BRO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:57.760153] [INFO ] [LOCAL     ] Saved forecast: BRO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BRO.txt
[2026-02-13T20:17:57.760315] [INFO ] [sig       ] [489/3406] Completed BRO in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 17.2m
[2026-02-13T20:17:57.760358] [INFO ] [sig       ] [490/3406] Forecasting BROS...
[2026-02-13T20:17:57.760389] [INFO ] [sig       ] Generating forecast for: BROS
[2026-02-13T20:17:57.760420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2026-02-13T20:17:57.772482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2026-02-13T20:17:57.773042] [INFO ] [FORECASTER] Starting predict_future for BROS
[2026-02-13T20:17:57.774091] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2026-02-13T20:17:57.774146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:57.774179] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:57.774208] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:57.774265] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:57.838779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:57.839704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:57.839794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:57.839829] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:57.962280] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:57.962443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:57.962490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:57.962527] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:57.966242] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: DOWN (p=24.40%)
[2026-02-13T20:17:57.966591] [INFO ] [FORECASTER] Completed predict_future for BROS
[2026-02-13T20:17:57.966761] [INFO ] [sig       ] BROS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:58.120014] [INFO ] [LOCAL     ] Saved forecast: BROS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BROS.txt
[2026-02-13T20:17:58.120165] [INFO ] [sig       ] [490/3406] Completed BROS in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 17.2m
[2026-02-13T20:17:58.120204] [INFO ] [sig       ] [491/3406] Forecasting BRSP...
[2026-02-13T20:17:58.120233] [INFO ] [sig       ] Generating forecast for: BRSP
[2026-02-13T20:17:58.120263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2026-02-13T20:17:58.131726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2026-02-13T20:17:58.132079] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2026-02-13T20:17:58.132893] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2026-02-13T20:17:58.132945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:58.132977] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:58.133002] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:58.133057] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:58.190247] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:58.191004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:58.191087] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:58.191120] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:58.311565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:58.311745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:58.311785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:58.311814] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:58.315308] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=36.44%)
[2026-02-13T20:17:58.315631] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2026-02-13T20:17:58.315764] [INFO ] [sig       ] BRSP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:58.459289] [INFO ] [LOCAL     ] Saved forecast: BRSP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BRSP.txt
[2026-02-13T20:17:58.459444] [INFO ] [sig       ] [491/3406] Completed BRSP in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 17.2m
[2026-02-13T20:17:58.459486] [INFO ] [sig       ] [492/3406] Forecasting BRX...
[2026-02-13T20:17:58.459515] [INFO ] [sig       ] Generating forecast for: BRX
[2026-02-13T20:17:58.459555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2026-02-13T20:17:58.472244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2026-02-13T20:17:58.472660] [INFO ] [FORECASTER] Starting predict_future for BRX
[2026-02-13T20:17:58.473929] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2026-02-13T20:17:58.473983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:58.474016] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:58.474044] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:58.474103] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:58.538753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:58.539879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:58.539965] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:58.539999] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:58.669514] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:58.669710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:58.669752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:58.670026] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:58.674406] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=67.47%)
[2026-02-13T20:17:58.674822] [INFO ] [FORECASTER] Completed predict_future for BRX
[2026-02-13T20:17:58.674972] [INFO ] [sig       ] BRX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:58.822850] [INFO ] [LOCAL     ] Saved forecast: BRX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BRX.txt
[2026-02-13T20:17:58.823004] [INFO ] [sig       ] [492/3406] Completed BRX in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 17.2m
[2026-02-13T20:17:58.823045] [INFO ] [sig       ] [493/3406] Forecasting BRZE...
[2026-02-13T20:17:58.823074] [INFO ] [sig       ] Generating forecast for: BRZE
[2026-02-13T20:17:58.823104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2026-02-13T20:17:58.835198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2026-02-13T20:17:58.835603] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2026-02-13T20:17:58.836420] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2026-02-13T20:17:58.836476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:58.836516] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:58.836549] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:58.836655] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:58.895400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:58.896312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:58.896396] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:58.896429] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:59.023106] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:59.023266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:59.023304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:59.023332] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:59.027036] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: DOWN (p=38.68%)
[2026-02-13T20:17:59.027361] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2026-02-13T20:17:59.027494] [INFO ] [sig       ] BRZE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:17:59.174088] [INFO ] [LOCAL     ] Saved forecast: BRZE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BRZE.txt
[2026-02-13T20:17:59.174284] [INFO ] [sig       ] [493/3406] Completed BRZE in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 17.2m
[2026-02-13T20:17:59.174330] [INFO ] [sig       ] [494/3406] Forecasting BSAC...
[2026-02-13T20:17:59.174367] [INFO ] [sig       ] Generating forecast for: BSAC
[2026-02-13T20:17:59.174397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2026-02-13T20:17:59.186150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSAC'.
[2026-02-13T20:17:59.186556] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2026-02-13T20:17:59.187695] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2026-02-13T20:17:59.187748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:59.187779] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:59.187804] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:59.187860] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:59.244631] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:59.245401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:59.245518] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:59.245556] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:59.369359] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:59.369535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:59.369598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:59.369632] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:59.374105] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: UP (p=88.36%)
[2026-02-13T20:17:59.374441] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2026-02-13T20:17:59.374841] [INFO ] [sig       ] BSAC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:59.553430] [INFO ] [LOCAL     ] Saved forecast: BSAC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BSAC.txt
[2026-02-13T20:17:59.553608] [INFO ] [sig       ] [494/3406] Completed BSAC in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 17.2m
[2026-02-13T20:17:59.553653] [INFO ] [sig       ] [495/3406] Forecasting BSCQ...
[2026-02-13T20:17:59.553684] [INFO ] [sig       ] Generating forecast for: BSCQ
[2026-02-13T20:17:59.553715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2026-02-13T20:17:59.565162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2026-02-13T20:17:59.565519] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2026-02-13T20:17:59.566309] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2026-02-13T20:17:59.566362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:59.566393] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:59.566419] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:59.566475] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:59.623134] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:59.623807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:59.623886] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:59.623917] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:17:59.733626] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:17:59.733983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:17:59.734023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:17:59.734050] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:17:59.737984] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=56.16%)
[2026-02-13T20:17:59.738267] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2026-02-13T20:17:59.738392] [INFO ] [sig       ] BSCQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:17:59.877710] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BSCQ.txt
[2026-02-13T20:17:59.877844] [INFO ] [sig       ] [495/3406] Completed BSCQ in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 17.2m
[2026-02-13T20:17:59.877882] [INFO ] [sig       ] [496/3406] Forecasting BSCS...
[2026-02-13T20:17:59.877911] [INFO ] [sig       ] Generating forecast for: BSCS
[2026-02-13T20:17:59.877941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2026-02-13T20:17:59.889323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCS'.
[2026-02-13T20:17:59.889716] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2026-02-13T20:17:59.890499] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2026-02-13T20:17:59.890551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:17:59.890603] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:17:59.890633] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:17:59.890690] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:17:59.947765] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:17:59.948569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:17:59.948672] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:17:59.948704] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:00.068151] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:00.068312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:00.068351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:00.068379] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:00.072163] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=87.08%)
[2026-02-13T20:18:00.072451] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2026-02-13T20:18:00.072600] [INFO ] [sig       ] BSCS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:00.217421] [INFO ] [LOCAL     ] Saved forecast: BSCS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BSCS.txt
[2026-02-13T20:18:00.217612] [INFO ] [sig       ] [496/3406] Completed BSCS in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 17.2m
[2026-02-13T20:18:00.217662] [INFO ] [sig       ] [497/3406] Forecasting BSCX...
[2026-02-13T20:18:00.217694] [INFO ] [sig       ] Generating forecast for: BSCX
[2026-02-13T20:18:00.217723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2026-02-13T20:18:00.229098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCX'.
[2026-02-13T20:18:00.229456] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2026-02-13T20:18:00.230265] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2026-02-13T20:18:00.230318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:00.230350] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:00.230377] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:00.230433] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:00.286605] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:00.287468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:00.287553] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:00.287632] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:00.415953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:00.416137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:00.416186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:00.416217] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:00.420465] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=34.61%)
[2026-02-13T20:18:00.420853] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2026-02-13T20:18:00.421003] [INFO ] [sig       ] BSCX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:00.564131] [INFO ] [LOCAL     ] Saved forecast: BSCX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BSCX.txt
[2026-02-13T20:18:00.564310] [INFO ] [sig       ] [497/3406] Completed BSCX in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 17.2m
[2026-02-13T20:18:00.564354] [INFO ] [sig       ] [498/3406] Forecasting BSCY...
[2026-02-13T20:18:00.564382] [INFO ] [sig       ] Generating forecast for: BSCY
[2026-02-13T20:18:00.564411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2026-02-13T20:18:00.579843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2026-02-13T20:18:00.580244] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2026-02-13T20:18:00.581063] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2026-02-13T20:18:00.581118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:00.581150] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:00.581176] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:00.581233] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:00.640483] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:00.641425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:00.641531] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:00.641568] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:00.770592] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:00.770760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:00.770800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:00.770829] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:00.774469] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: UP (p=56.64%)
[2026-02-13T20:18:00.774799] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2026-02-13T20:18:00.774928] [INFO ] [sig       ] BSCY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:00.921856] [INFO ] [LOCAL     ] Saved forecast: BSCY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BSCY.txt
[2026-02-13T20:18:00.922015] [INFO ] [sig       ] [498/3406] Completed BSCY in 0.4s | 2.83 sym/s | Total: 2.9m | ETA: 17.1m
[2026-02-13T20:18:00.922055] [INFO ] [sig       ] [499/3406] Forecasting BSJQ...
[2026-02-13T20:18:00.922084] [INFO ] [sig       ] Generating forecast for: BSJQ
[2026-02-13T20:18:00.922114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2026-02-13T20:18:00.933267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2026-02-13T20:18:00.933645] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2026-02-13T20:18:00.934634] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2026-02-13T20:18:00.934686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:00.934901] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:00.934928] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:00.934984] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:00.993700] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:00.994599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:00.994722] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:00.994756] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:01.119778] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:01.119943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:01.119984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:01.120012] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:01.123553] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=92.31%)
[2026-02-13T20:18:01.123850] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2026-02-13T20:18:01.124169] [INFO ] [sig       ] BSJQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:01.267427] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BSJQ.txt
[2026-02-13T20:18:01.267641] [INFO ] [sig       ] [499/3406] Completed BSJQ in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 17.1m
[2026-02-13T20:18:01.267691] [INFO ] [sig       ] [500/3406] Forecasting BSJS...
[2026-02-13T20:18:01.267724] [INFO ] [sig       ] Generating forecast for: BSJS
[2026-02-13T20:18:01.267754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2026-02-13T20:18:01.278469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2026-02-13T20:18:01.278848] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2026-02-13T20:18:01.279670] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2026-02-13T20:18:01.279722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:01.279754] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:01.279781] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:01.279837] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:01.336106] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:01.337026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:01.337110] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:01.337142] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:01.465298] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:01.465466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:01.465506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:01.465534] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:01.469565] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: DOWN (p=9.96%)
[2026-02-13T20:18:01.470067] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2026-02-13T20:18:01.470199] [INFO ] [sig       ] BSJS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:01.617457] [INFO ] [LOCAL     ] Saved forecast: BSJS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BSJS.txt
[2026-02-13T20:18:01.617670] [INFO ] [sig       ] [500/3406] Completed BSJS in 0.3s | 2.83 sym/s | Total: 2.9m | ETA: 17.1m
[2026-02-13T20:18:01.617717] [INFO ] [sig       ] [501/3406] Forecasting BSL...
[2026-02-13T20:18:01.617748] [INFO ] [sig       ] Generating forecast for: BSL
[2026-02-13T20:18:01.617779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2026-02-13T20:18:01.631038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2026-02-13T20:18:01.631449] [INFO ] [FORECASTER] Starting predict_future for BSL
[2026-02-13T20:18:01.632320] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2026-02-13T20:18:01.632390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:01.632423] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:01.632449] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:01.632507] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:01.696253] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:01.697223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:01.697312] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:01.697345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:01.823977] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:01.824157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:01.824199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:01.824229] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:01.827837] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=56.37%)
[2026-02-13T20:18:01.828135] [INFO ] [FORECASTER] Completed predict_future for BSL
[2026-02-13T20:18:01.828279] [INFO ] [sig       ] BSL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:02.005200] [INFO ] [LOCAL     ] Saved forecast: BSL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BSL.txt
[2026-02-13T20:18:02.005381] [INFO ] [sig       ] [501/3406] Completed BSL in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 17.1m
[2026-02-13T20:18:02.005426] [INFO ] [sig       ] [502/3406] Forecasting BSM...
[2026-02-13T20:18:02.005456] [INFO ] [sig       ] Generating forecast for: BSM
[2026-02-13T20:18:02.005486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2026-02-13T20:18:02.018965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2026-02-13T20:18:02.019397] [INFO ] [FORECASTER] Starting predict_future for BSM
[2026-02-13T20:18:02.020286] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2026-02-13T20:18:02.020343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:02.020376] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:02.020422] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:02.020512] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:02.082746] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:02.083707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:02.083798] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:02.083832] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:02.215318] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:02.215485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:02.215526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:02.215556] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:02.219282] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: UP (p=56.82%)
[2026-02-13T20:18:02.219632] [INFO ] [FORECASTER] Completed predict_future for BSM
[2026-02-13T20:18:02.219780] [INFO ] [sig       ] BSM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:02.370651] [INFO ] [LOCAL     ] Saved forecast: BSM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BSM.txt
[2026-02-13T20:18:02.370862] [INFO ] [sig       ] [502/3406] Completed BSM in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 17.1m
[2026-02-13T20:18:02.370904] [INFO ] [sig       ] [503/3406] Forecasting BSMQ...
[2026-02-13T20:18:02.370935] [INFO ] [sig       ] Generating forecast for: BSMQ
[2026-02-13T20:18:02.370964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2026-02-13T20:18:02.382415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMQ'.
[2026-02-13T20:18:02.382839] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2026-02-13T20:18:02.383652] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2026-02-13T20:18:02.383706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:02.383740] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:02.383768] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:02.383825] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:02.444253] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:02.445386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:02.445474] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:02.445508] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:02.572502] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:02.572687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:02.572729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:02.572758] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:02.577010] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: UP (p=93.31%)
[2026-02-13T20:18:02.577326] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2026-02-13T20:18:02.577468] [INFO ] [sig       ] BSMQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:02.731112] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BSMQ.txt
[2026-02-13T20:18:02.731288] [INFO ] [sig       ] [503/3406] Completed BSMQ in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 17.1m
[2026-02-13T20:18:02.731331] [INFO ] [sig       ] [504/3406] Forecasting BSMS...
[2026-02-13T20:18:02.731360] [INFO ] [sig       ] Generating forecast for: BSMS
[2026-02-13T20:18:02.731392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2026-02-13T20:18:02.743957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2026-02-13T20:18:02.744387] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2026-02-13T20:18:02.745318] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2026-02-13T20:18:02.745377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:02.745410] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:02.745440] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:02.745498] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:02.810169] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:02.811067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:02.811153] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:02.811188] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:02.938123] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:02.938286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:02.938325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:02.938356] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:02.941992] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2026-02-13T20:18:02.942299] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2026-02-13T20:18:02.942436] [INFO ] [sig       ] BSMS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:03.085507] [INFO ] [LOCAL     ] Saved forecast: BSMS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BSMS.txt
[2026-02-13T20:18:03.085684] [INFO ] [sig       ] [504/3406] Completed BSMS in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 17.1m
[2026-02-13T20:18:03.085738] [INFO ] [sig       ] [505/3406] Forecasting BSSX...
[2026-02-13T20:18:03.085772] [INFO ] [sig       ] Generating forecast for: BSSX
[2026-02-13T20:18:03.085803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2026-02-13T20:18:03.096391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2026-02-13T20:18:03.096845] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2026-02-13T20:18:03.097876] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2026-02-13T20:18:03.097931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:03.097965] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:03.097992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:03.098050] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:03.160507] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:03.161456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:03.161543] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:03.161601] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:03.267542] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:03.267742] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-13T20:18:03.267782] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:03.267814] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:03.271419] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: UP (p=81.35%)
[2026-02-13T20:18:03.271764] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2026-02-13T20:18:03.271904] [INFO ] [sig       ] BSSX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:03.423260] [INFO ] [LOCAL     ] Saved forecast: BSSX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BSSX.txt
[2026-02-13T20:18:03.423427] [INFO ] [sig       ] [505/3406] Completed BSSX in 0.3s | 2.83 sym/s | Total: 3.0m | ETA: 17.1m
[2026-02-13T20:18:03.423469] [INFO ] [sig       ] [506/3406] Forecasting BSTZ...
[2026-02-13T20:18:03.423497] [INFO ] [sig       ] Generating forecast for: BSTZ
[2026-02-13T20:18:03.423528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2026-02-13T20:18:03.435234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSTZ'.
[2026-02-13T20:18:03.435691] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2026-02-13T20:18:03.436650] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2026-02-13T20:18:03.436713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:03.436781] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:03.436812] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:03.436872] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:03.498567] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:03.499460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:03.499544] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:03.499601] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:03.625970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:03.626132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:03.626172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:03.626202] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:03.629888] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=72.02%)
[2026-02-13T20:18:03.630195] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2026-02-13T20:18:03.630330] [INFO ] [sig       ] BSTZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:03.774202] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BSTZ.txt
[2026-02-13T20:18:03.774364] [INFO ] [sig       ] [506/3406] Completed BSTZ in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 17.1m
[2026-02-13T20:18:03.774404] [INFO ] [sig       ] [507/3406] Forecasting BSVN...
[2026-02-13T20:18:03.774434] [INFO ] [sig       ] Generating forecast for: BSVN
[2026-02-13T20:18:03.774464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2026-02-13T20:18:03.785680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2026-02-13T20:18:03.786053] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2026-02-13T20:18:03.786888] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2026-02-13T20:18:03.786942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:03.786974] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:03.787002] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:03.787060] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:03.846336] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:03.847227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:03.847313] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:03.847348] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:03.963033] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:03.963225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:03.963270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:03.963301] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:03.967024] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: DOWN (p=10.98%)
[2026-02-13T20:18:03.967365] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2026-02-13T20:18:03.967509] [INFO ] [sig       ] BSVN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:04.123494] [INFO ] [LOCAL     ] Saved forecast: BSVN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BSVN.txt
[2026-02-13T20:18:04.123688] [INFO ] [sig       ] [507/3406] Completed BSVN in 0.3s | 2.83 sym/s | Total: 3.0m | ETA: 17.1m
[2026-02-13T20:18:04.123734] [INFO ] [sig       ] [508/3406] Forecasting BSVO...
[2026-02-13T20:18:04.123769] [INFO ] [sig       ] Generating forecast for: BSVO
[2026-02-13T20:18:04.123799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2026-02-13T20:18:04.135420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2026-02-13T20:18:04.135883] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2026-02-13T20:18:04.136766] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2026-02-13T20:18:04.136823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:04.136858] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:04.136886] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:04.136945] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:04.196851] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:04.197809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:04.197894] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:04.197928] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:04.331507] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:04.331694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:04.331752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:04.331784] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:04.335301] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: UP (p=99.28%)
[2026-02-13T20:18:04.335653] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2026-02-13T20:18:04.335798] [INFO ] [sig       ] BSVO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:04.489918] [INFO ] [LOCAL     ] Saved forecast: BSVO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BSVO.txt
[2026-02-13T20:18:04.490088] [INFO ] [sig       ] [508/3406] Completed BSVO in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 17.1m
[2026-02-13T20:18:04.490129] [INFO ] [sig       ] [509/3406] Forecasting BSX...
[2026-02-13T20:18:04.490161] [INFO ] [sig       ] Generating forecast for: BSX
[2026-02-13T20:18:04.490194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2026-02-13T20:18:04.503325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2026-02-13T20:18:04.503760] [INFO ] [FORECASTER] Starting predict_future for BSX
[2026-02-13T20:18:04.504839] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2026-02-13T20:18:04.504893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:04.504927] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:04.504955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:04.505014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:04.570234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:04.571159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:04.571246] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:04.571280] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:04.699403] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:04.699563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:04.699626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:04.699689] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:04.703653] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=77.50%)
[2026-02-13T20:18:04.703954] [INFO ] [FORECASTER] Completed predict_future for BSX
[2026-02-13T20:18:04.704092] [INFO ] [sig       ] BSX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:04.854182] [INFO ] [LOCAL     ] Saved forecast: BSX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BSX.txt
[2026-02-13T20:18:04.854340] [INFO ] [sig       ] [509/3406] Completed BSX in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 17.1m
[2026-02-13T20:18:04.854379] [INFO ] [sig       ] [510/3406] Forecasting BSY...
[2026-02-13T20:18:04.854411] [INFO ] [sig       ] Generating forecast for: BSY
[2026-02-13T20:18:04.854442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2026-02-13T20:18:04.866547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2026-02-13T20:18:04.866954] [INFO ] [FORECASTER] Starting predict_future for BSY
[2026-02-13T20:18:04.868032] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2026-02-13T20:18:04.868086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:04.868119] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:04.868146] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:04.868204] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:04.929240] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:04.930172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:04.930259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:04.930292] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:05.061782] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:05.061945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:05.061986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:05.062017] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:05.066408] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: UP (p=71.61%)
[2026-02-13T20:18:05.066808] [INFO ] [FORECASTER] Completed predict_future for BSY
[2026-02-13T20:18:05.066964] [INFO ] [sig       ] BSY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:05.214779] [INFO ] [LOCAL     ] Saved forecast: BSY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BSY.txt
[2026-02-13T20:18:05.214913] [INFO ] [sig       ] [510/3406] Completed BSY in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 17.1m
[2026-02-13T20:18:05.214952] [INFO ] [sig       ] [511/3406] Forecasting BTA...
[2026-02-13T20:18:05.214981] [INFO ] [sig       ] Generating forecast for: BTA
[2026-02-13T20:18:05.215010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2026-02-13T20:18:05.227779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTA'.
[2026-02-13T20:18:05.228359] [INFO ] [FORECASTER] Starting predict_future for BTA
[2026-02-13T20:18:05.229253] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2026-02-13T20:18:05.229307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:05.229339] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:05.229365] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:05.229421] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:05.290372] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:05.291061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:05.291140] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:05.291174] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:05.405081] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:05.405239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:05.405280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:05.405310] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:05.409187] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: UP (p=58.83%)
[2026-02-13T20:18:05.409477] [INFO ] [FORECASTER] Completed predict_future for BTA
[2026-02-13T20:18:05.409628] [INFO ] [sig       ] BTA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:05.558275] [INFO ] [LOCAL     ] Saved forecast: BTA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BTA.txt
[2026-02-13T20:18:05.558433] [INFO ] [sig       ] [511/3406] Completed BTA in 0.3s | 2.83 sym/s | Total: 3.0m | ETA: 17.1m
[2026-02-13T20:18:05.558473] [INFO ] [sig       ] [512/3406] Forecasting BTAI...
[2026-02-13T20:18:05.558504] [INFO ] [sig       ] Generating forecast for: BTAI
[2026-02-13T20:18:05.558536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2026-02-13T20:18:05.569916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2026-02-13T20:18:05.570240] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2026-02-13T20:18:05.571103] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2026-02-13T20:18:05.571158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:05.571204] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:05.571234] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:05.571292] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:05.631408] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:05.632323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:05.632428] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:05.632463] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:05.757111] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:05.757267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:05.757308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:05.757336] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:05.760904] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2026-02-13T20:18:05.761187] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2026-02-13T20:18:05.761318] [INFO ] [sig       ] BTAI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:05.910341] [INFO ] [LOCAL     ] Saved forecast: BTAI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BTAI.txt
[2026-02-13T20:18:05.910470] [INFO ] [sig       ] [512/3406] Completed BTAI in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 17.1m
[2026-02-13T20:18:05.910510] [INFO ] [sig       ] [513/3406] Forecasting BTCS...
[2026-02-13T20:18:05.910539] [INFO ] [sig       ] Generating forecast for: BTCS
[2026-02-13T20:18:05.910585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2026-02-13T20:18:05.922382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2026-02-13T20:18:05.922707] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2026-02-13T20:18:05.923525] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2026-02-13T20:18:05.923600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:05.923635] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:05.923662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:05.923719] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:05.982334] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:05.982987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:05.983065] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:05.983096] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:06.100912] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:06.101066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:06.101106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:06.101135] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:06.104523] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=35.88%)
[2026-02-13T20:18:06.104824] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2026-02-13T20:18:06.104951] [INFO ] [sig       ] BTCS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:06.243920] [INFO ] [LOCAL     ] Saved forecast: BTCS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BTCS.txt
[2026-02-13T20:18:06.244036] [INFO ] [sig       ] [513/3406] Completed BTCS in 0.3s | 2.83 sym/s | Total: 3.0m | ETA: 17.1m
[2026-02-13T20:18:06.244074] [INFO ] [sig       ] [514/3406] Forecasting BTE...
[2026-02-13T20:18:06.244102] [INFO ] [sig       ] Generating forecast for: BTE
[2026-02-13T20:18:06.244131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2026-02-13T20:18:06.255458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTE'.
[2026-02-13T20:18:06.255880] [INFO ] [FORECASTER] Starting predict_future for BTE
[2026-02-13T20:18:06.256667] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2026-02-13T20:18:06.256723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:06.256755] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:06.256782] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:06.256838] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:06.314261] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:06.315094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:06.315172] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:06.315204] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:06.431014] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:06.431170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:06.431208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:06.431237] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:06.434727] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: UP (p=82.97%)
[2026-02-13T20:18:06.435208] [INFO ] [FORECASTER] Completed predict_future for BTE
[2026-02-13T20:18:06.435339] [INFO ] [sig       ] BTE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:06.581348] [INFO ] [LOCAL     ] Saved forecast: BTE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BTE.txt
[2026-02-13T20:18:06.581509] [INFO ] [sig       ] [514/3406] Completed BTE in 0.3s | 2.83 sym/s | Total: 3.0m | ETA: 17.1m
[2026-02-13T20:18:06.581550] [INFO ] [sig       ] [515/3406] Forecasting BTF...
[2026-02-13T20:18:06.581601] [INFO ] [sig       ] Generating forecast for: BTF
[2026-02-13T20:18:06.581633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2026-02-13T20:18:06.594700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTF'.
[2026-02-13T20:18:06.595109] [INFO ] [FORECASTER] Starting predict_future for BTF
[2026-02-13T20:18:06.595922] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2026-02-13T20:18:06.595975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:06.596005] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:06.596031] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:06.596086] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:06.653171] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:06.654055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:06.654138] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:06.654170] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:06.776513] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:06.776728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:06.776770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:06.776798] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:06.780472] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: DOWN (p=28.86%)
[2026-02-13T20:18:06.780845] [INFO ] [FORECASTER] Completed predict_future for BTF
[2026-02-13T20:18:06.780994] [INFO ] [sig       ] BTF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:06.928415] [INFO ] [LOCAL     ] Saved forecast: BTF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BTF.txt
[2026-02-13T20:18:06.928605] [INFO ] [sig       ] [515/3406] Completed BTF in 0.3s | 2.83 sym/s | Total: 3.0m | ETA: 17.0m
[2026-02-13T20:18:06.928649] [INFO ] [sig       ] [516/3406] Forecasting BTI...
[2026-02-13T20:18:06.928686] [INFO ] [sig       ] Generating forecast for: BTI
[2026-02-13T20:18:06.928718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2026-02-13T20:18:06.941045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTI'.
[2026-02-13T20:18:06.941471] [INFO ] [FORECASTER] Starting predict_future for BTI
[2026-02-13T20:18:06.942354] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2026-02-13T20:18:06.942417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:06.942448] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:06.942476] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:06.942533] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:07.002694] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:07.003557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:07.003697] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:07.003731] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:07.142256] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:07.142420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:07.142468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:07.142502] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:07.147258] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: UP (p=87.98%)
[2026-02-13T20:18:07.147613] [INFO ] [FORECASTER] Completed predict_future for BTI
[2026-02-13T20:18:07.147783] [INFO ] [sig       ] BTI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:07.296888] [INFO ] [LOCAL     ] Saved forecast: BTI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BTI.txt
[2026-02-13T20:18:07.297022] [INFO ] [sig       ] [516/3406] Completed BTI in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 17.0m
[2026-02-13T20:18:07.297061] [INFO ] [sig       ] [517/3406] Forecasting BTMD...
[2026-02-13T20:18:07.297091] [INFO ] [sig       ] Generating forecast for: BTMD
[2026-02-13T20:18:07.297121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2026-02-13T20:18:07.308227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2026-02-13T20:18:07.308624] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2026-02-13T20:18:07.309423] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2026-02-13T20:18:07.309475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:07.309506] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:07.309532] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:07.309608] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:07.368738] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:07.369884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:07.370167] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:07.370201] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:07.504272] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:07.504452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:07.504494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:07.504523] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:07.508812] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: UP (p=98.03%)
[2026-02-13T20:18:07.509310] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2026-02-13T20:18:07.509441] [INFO ] [sig       ] BTMD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:07.658503] [INFO ] [LOCAL     ] Saved forecast: BTMD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BTMD.txt
[2026-02-13T20:18:07.658667] [INFO ] [sig       ] [517/3406] Completed BTMD in 0.4s | 2.83 sym/s | Total: 3.0m | ETA: 17.0m
[2026-02-13T20:18:07.658711] [INFO ] [sig       ] [518/3406] Forecasting BTSG...
[2026-02-13T20:18:07.658743] [INFO ] [sig       ] Generating forecast for: BTSG
[2026-02-13T20:18:07.658775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2026-02-13T20:18:07.670280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2026-02-13T20:18:07.670778] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2026-02-13T20:18:07.671669] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2026-02-13T20:18:07.671726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:07.671759] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:07.671786] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:07.671842] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:07.731092] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:07.732106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:07.732205] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:07.732240] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:07.861940] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:07.862119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:07.862161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:07.862190] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:07.866157] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: DOWN (p=46.98%)
[2026-02-13T20:18:07.866460] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2026-02-13T20:18:07.866624] [INFO ] [sig       ] BTSG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:08.009445] [INFO ] [LOCAL     ] Saved forecast: BTSG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BTSG.txt
[2026-02-13T20:18:08.009611] [INFO ] [sig       ] [518/3406] Completed BTSG in 0.4s | 2.83 sym/s | Total: 3.1m | ETA: 17.0m
[2026-02-13T20:18:08.009654] [INFO ] [sig       ] [519/3406] Forecasting BTZ...
[2026-02-13T20:18:08.009683] [INFO ] [sig       ] Generating forecast for: BTZ
[2026-02-13T20:18:08.009716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2026-02-13T20:18:08.022319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2026-02-13T20:18:08.022656] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2026-02-13T20:18:08.023667] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2026-02-13T20:18:08.023733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:08.023769] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:08.023797] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:08.023856] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:08.082205] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:08.082910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:08.082991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:08.083025] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:08.200565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:08.200755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:08.200797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:08.200842] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:08.204431] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=82.67%)
[2026-02-13T20:18:08.204764] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2026-02-13T20:18:08.204899] [INFO ] [sig       ] BTZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:08.397264] [INFO ] [LOCAL     ] Saved forecast: BTZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BTZ.txt
[2026-02-13T20:18:08.397540] [INFO ] [sig       ] [519/3406] Completed BTZ in 0.4s | 2.83 sym/s | Total: 3.1m | ETA: 17.0m
[2026-02-13T20:18:08.397664] [INFO ] [sig       ] [520/3406] Forecasting BUD...
[2026-02-13T20:18:08.397721] [INFO ] [sig       ] Generating forecast for: BUD
[2026-02-13T20:18:08.397774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2026-02-13T20:18:08.410850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2026-02-13T20:18:08.411307] [INFO ] [FORECASTER] Starting predict_future for BUD
[2026-02-13T20:18:08.412243] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2026-02-13T20:18:08.412313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:08.412354] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:08.412388] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:08.412459] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:08.494500] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:08.495820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:08.495948] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:08.496008] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:08.670614] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:08.670816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:08.670873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:08.670917] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:08.676121] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=16.95%)
[2026-02-13T20:18:08.676744] [INFO ] [FORECASTER] Completed predict_future for BUD
[2026-02-13T20:18:08.676968] [INFO ] [sig       ] BUD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:08.901056] [INFO ] [LOCAL     ] Saved forecast: BUD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BUD.txt
[2026-02-13T20:18:08.901305] [INFO ] [sig       ] [520/3406] Completed BUD in 0.5s | 2.82 sym/s | Total: 3.1m | ETA: 17.0m
[2026-02-13T20:18:08.901372] [INFO ] [sig       ] [521/3406] Forecasting BUFC...
[2026-02-13T20:18:08.901420] [INFO ] [sig       ] Generating forecast for: BUFC
[2026-02-13T20:18:08.901469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2026-02-13T20:18:08.928507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUFC'.
[2026-02-13T20:18:08.929073] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2026-02-13T20:18:08.930231] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2026-02-13T20:18:08.930298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:08.930340] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:08.930376] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:08.930457] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:09.016138] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:09.017379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:09.017544] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:09.017644] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:09.152679] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:09.152888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:09.152957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:09.153010] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:09.158940] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: DOWN (p=21.36%)
[2026-02-13T20:18:09.159532] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2026-02-13T20:18:09.159787] [INFO ] [sig       ] BUFC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:09.390236] [INFO ] [LOCAL     ] Saved forecast: BUFC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BUFC.txt
[2026-02-13T20:18:09.390462] [INFO ] [sig       ] [521/3406] Completed BUFC in 0.5s | 2.82 sym/s | Total: 3.1m | ETA: 17.0m
[2026-02-13T20:18:09.390527] [INFO ] [sig       ] [522/3406] Forecasting BUG...
[2026-02-13T20:18:09.390612] [INFO ] [sig       ] Generating forecast for: BUG
[2026-02-13T20:18:09.390661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2026-02-13T20:18:09.406028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2026-02-13T20:18:09.406549] [INFO ] [FORECASTER] Starting predict_future for BUG
[2026-02-13T20:18:09.408020] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2026-02-13T20:18:09.408104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:09.408147] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:09.408181] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:09.408260] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:09.486466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:09.487766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:09.487882] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:09.487933] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:09.627533] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:09.627773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:09.627826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:09.627863] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:09.632728] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=58.21%)
[2026-02-13T20:18:09.633144] [INFO ] [FORECASTER] Completed predict_future for BUG
[2026-02-13T20:18:09.633322] [INFO ] [sig       ] BUG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:09.795135] [INFO ] [LOCAL     ] Saved forecast: BUG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BUG.txt
[2026-02-13T20:18:09.795298] [INFO ] [sig       ] [522/3406] Completed BUG in 0.4s | 2.82 sym/s | Total: 3.1m | ETA: 17.0m
[2026-02-13T20:18:09.795340] [INFO ] [sig       ] [523/3406] Forecasting BUI...
[2026-02-13T20:18:09.795370] [INFO ] [sig       ] Generating forecast for: BUI
[2026-02-13T20:18:09.795401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2026-02-13T20:18:09.807288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2026-02-13T20:18:09.807746] [INFO ] [FORECASTER] Starting predict_future for BUI
[2026-02-13T20:18:09.808642] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2026-02-13T20:18:09.808696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:09.808758] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:09.808787] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:09.808858] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:09.867877] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:09.868801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:09.868909] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:09.868958] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:09.997476] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:09.997687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:09.997735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:09.997765] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:10.001974] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: DOWN (p=26.10%)
[2026-02-13T20:18:10.002285] [INFO ] [FORECASTER] Completed predict_future for BUI
[2026-02-13T20:18:10.002419] [INFO ] [sig       ] BUI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:10.213158] [INFO ] [LOCAL     ] Saved forecast: BUI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BUI.txt
[2026-02-13T20:18:10.213323] [INFO ] [sig       ] [523/3406] Completed BUI in 0.4s | 2.82 sym/s | Total: 3.1m | ETA: 17.0m
[2026-02-13T20:18:10.213373] [INFO ] [sig       ] [524/3406] Forecasting BURL...
[2026-02-13T20:18:10.213409] [INFO ] [sig       ] Generating forecast for: BURL
[2026-02-13T20:18:10.213444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2026-02-13T20:18:10.224882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2026-02-13T20:18:10.225231] [INFO ] [FORECASTER] Starting predict_future for BURL
[2026-02-13T20:18:10.226062] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2026-02-13T20:18:10.226115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:10.226146] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:10.226172] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:10.226228] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:10.284065] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:10.284991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:10.285083] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:10.285117] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:10.415917] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:10.416104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:10.416159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:10.416198] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:10.420358] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2026-02-13T20:18:10.420719] [INFO ] [FORECASTER] Completed predict_future for BURL
[2026-02-13T20:18:10.420867] [INFO ] [sig       ] BURL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:10.589840] [INFO ] [LOCAL     ] Saved forecast: BURL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BURL.txt
[2026-02-13T20:18:10.590001] [INFO ] [sig       ] [524/3406] Completed BURL in 0.4s | 2.82 sym/s | Total: 3.1m | ETA: 17.0m
[2026-02-13T20:18:10.590043] [INFO ] [sig       ] [525/3406] Forecasting BUSE...
[2026-02-13T20:18:10.590072] [INFO ] [sig       ] Generating forecast for: BUSE
[2026-02-13T20:18:10.590102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2026-02-13T20:18:10.601509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUSE'.
[2026-02-13T20:18:10.601923] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2026-02-13T20:18:10.602730] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2026-02-13T20:18:10.602797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:10.602833] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:10.602862] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:10.602920] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:10.661096] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:10.661985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:10.662070] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:10.662103] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:10.790158] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:10.790316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:10.790356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:10.790384] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:10.793826] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: DOWN (p=17.39%)
[2026-02-13T20:18:10.794285] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2026-02-13T20:18:10.794414] [INFO ] [sig       ] BUSE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:10.936206] [INFO ] [LOCAL     ] Saved forecast: BUSE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BUSE.txt
[2026-02-13T20:18:10.936376] [INFO ] [sig       ] [525/3406] Completed BUSE in 0.3s | 2.82 sym/s | Total: 3.1m | ETA: 17.0m
[2026-02-13T20:18:10.936423] [INFO ] [sig       ] [526/3406] Forecasting BUXX...
[2026-02-13T20:18:10.936455] [INFO ] [sig       ] Generating forecast for: BUXX
[2026-02-13T20:18:10.936486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2026-02-13T20:18:10.948208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUXX'.
[2026-02-13T20:18:10.948597] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2026-02-13T20:18:10.949412] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2026-02-13T20:18:10.949464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:10.949496] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:10.949522] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:10.949599] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:11.006912] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:11.007856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:11.007944] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:11.007976] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:11.130822] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:11.130991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:11.131031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:11.131097] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:11.135302] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=57.70%)
[2026-02-13T20:18:11.135685] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2026-02-13T20:18:11.135844] [INFO ] [sig       ] BUXX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:11.278056] [INFO ] [LOCAL     ] Saved forecast: BUXX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BUXX.txt
[2026-02-13T20:18:11.278219] [INFO ] [sig       ] [526/3406] Completed BUXX in 0.3s | 2.82 sym/s | Total: 3.1m | ETA: 17.0m
[2026-02-13T20:18:11.278258] [INFO ] [sig       ] [527/3406] Forecasting BVFL...
[2026-02-13T20:18:11.278288] [INFO ] [sig       ] Generating forecast for: BVFL
[2026-02-13T20:18:11.278319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2026-02-13T20:18:11.290166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2026-02-13T20:18:11.290585] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2026-02-13T20:18:11.291483] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2026-02-13T20:18:11.291541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:11.291610] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:11.291647] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:11.291707] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:11.352806] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:11.353770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:11.353874] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:11.353917] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:11.478548] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:11.478739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:11.478782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:11.478812] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:11.482522] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: UP (p=65.81%)
[2026-02-13T20:18:11.482892] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2026-02-13T20:18:11.483041] [INFO ] [sig       ] BVFL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:11.634539] [INFO ] [LOCAL     ] Saved forecast: BVFL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BVFL.txt
[2026-02-13T20:18:11.634738] [INFO ] [sig       ] [527/3406] Completed BVFL in 0.4s | 2.82 sym/s | Total: 3.1m | ETA: 17.0m
[2026-02-13T20:18:11.634784] [INFO ] [sig       ] [528/3406] Forecasting BVN...
[2026-02-13T20:18:11.634814] [INFO ] [sig       ] Generating forecast for: BVN
[2026-02-13T20:18:11.634849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2026-02-13T20:18:11.648664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2026-02-13T20:18:11.649181] [INFO ] [FORECASTER] Starting predict_future for BVN
[2026-02-13T20:18:11.650131] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2026-02-13T20:18:11.650186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:11.650218] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:11.650245] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:11.650302] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:11.713820] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:11.714760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:11.714851] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:11.714890] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:11.838258] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:11.838425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:11.838464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:11.838492] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:11.842055] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: DOWN (p=3.70%)
[2026-02-13T20:18:11.842384] [INFO ] [FORECASTER] Completed predict_future for BVN
[2026-02-13T20:18:11.842527] [INFO ] [sig       ] BVN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:11.988541] [INFO ] [LOCAL     ] Saved forecast: BVN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BVN.txt
[2026-02-13T20:18:11.988740] [INFO ] [sig       ] [528/3406] Completed BVN in 0.4s | 2.82 sym/s | Total: 3.1m | ETA: 17.0m
[2026-02-13T20:18:11.988784] [INFO ] [sig       ] [529/3406] Forecasting BVS...
[2026-02-13T20:18:11.988815] [INFO ] [sig       ] Generating forecast for: BVS
[2026-02-13T20:18:11.988848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2026-02-13T20:18:12.000647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVS'.
[2026-02-13T20:18:12.001108] [INFO ] [FORECASTER] Starting predict_future for BVS
[2026-02-13T20:18:12.002266] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2026-02-13T20:18:12.002323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:12.002357] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:12.002385] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:12.002447] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:12.062038] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:12.063032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:12.063124] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:12.063158] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:12.210146] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:12.210324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:12.210373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:12.210409] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:12.215411] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: UP (p=63.96%)
[2026-02-13T20:18:12.215864] [INFO ] [FORECASTER] Completed predict_future for BVS
[2026-02-13T20:18:12.216058] [INFO ] [sig       ] BVS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:12.401497] [INFO ] [LOCAL     ] Saved forecast: BVS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BVS.txt
[2026-02-13T20:18:12.401708] [INFO ] [sig       ] [529/3406] Completed BVS in 0.4s | 2.82 sym/s | Total: 3.1m | ETA: 17.0m
[2026-02-13T20:18:12.401749] [INFO ] [sig       ] [530/3406] Forecasting BWA...
[2026-02-13T20:18:12.401779] [INFO ] [sig       ] Generating forecast for: BWA
[2026-02-13T20:18:12.401809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2026-02-13T20:18:12.415352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2026-02-13T20:18:12.415858] [INFO ] [FORECASTER] Starting predict_future for BWA
[2026-02-13T20:18:12.416794] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2026-02-13T20:18:12.416850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:12.416883] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:12.416910] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:12.416966] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:12.481345] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:12.482480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:12.482595] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:12.482631] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:12.618510] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:12.618704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:12.618746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:12.618774] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:12.622452] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=12.44%)
[2026-02-13T20:18:12.622840] [INFO ] [FORECASTER] Completed predict_future for BWA
[2026-02-13T20:18:12.623006] [INFO ] [sig       ] BWA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:12.776454] [INFO ] [LOCAL     ] Saved forecast: BWA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BWA.txt
[2026-02-13T20:18:12.776672] [INFO ] [sig       ] [530/3406] Completed BWA in 0.4s | 2.82 sym/s | Total: 3.1m | ETA: 17.0m
[2026-02-13T20:18:12.776728] [INFO ] [sig       ] [531/3406] Forecasting BWAY...
[2026-02-13T20:18:12.776763] [INFO ] [sig       ] Generating forecast for: BWAY
[2026-02-13T20:18:12.776795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2026-02-13T20:18:12.791740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWAY'.
[2026-02-13T20:18:12.792423] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2026-02-13T20:18:12.793462] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2026-02-13T20:18:12.793527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:12.793566] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:12.793630] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:12.793718] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:12.859490] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:12.860669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:12.860970] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:12.861012] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:12.988883] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:12.989051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:12.989283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:12.989312] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:12.992882] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: UP (p=61.18%)
[2026-02-13T20:18:12.993175] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2026-02-13T20:18:12.993309] [INFO ] [sig       ] BWAY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:13.138471] [INFO ] [LOCAL     ] Saved forecast: BWAY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BWAY.txt
[2026-02-13T20:18:13.138654] [INFO ] [sig       ] [531/3406] Completed BWAY in 0.4s | 2.82 sym/s | Total: 3.1m | ETA: 17.0m
[2026-02-13T20:18:13.138704] [INFO ] [sig       ] [532/3406] Forecasting BWB...
[2026-02-13T20:18:13.138735] [INFO ] [sig       ] Generating forecast for: BWB
[2026-02-13T20:18:13.138766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2026-02-13T20:18:13.150824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWB'.
[2026-02-13T20:18:13.151247] [INFO ] [FORECASTER] Starting predict_future for BWB
[2026-02-13T20:18:13.152151] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2026-02-13T20:18:13.152207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:13.152240] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:13.152267] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:13.152324] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:13.211631] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:13.212432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:13.212517] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:13.212551] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:13.340730] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:13.340898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:13.340970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:13.341003] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:13.344928] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: UP (p=99.07%)
[2026-02-13T20:18:13.345229] [INFO ] [FORECASTER] Completed predict_future for BWB
[2026-02-13T20:18:13.345367] [INFO ] [sig       ] BWB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:13.488066] [INFO ] [LOCAL     ] Saved forecast: BWB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BWB.txt
[2026-02-13T20:18:13.488226] [INFO ] [sig       ] [532/3406] Completed BWB in 0.3s | 2.82 sym/s | Total: 3.1m | ETA: 17.0m
[2026-02-13T20:18:13.488267] [INFO ] [sig       ] [533/3406] Forecasting BWEN...
[2026-02-13T20:18:13.488297] [INFO ] [sig       ] Generating forecast for: BWEN
[2026-02-13T20:18:13.488326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2026-02-13T20:18:13.499958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2026-02-13T20:18:13.500319] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2026-02-13T20:18:13.501128] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2026-02-13T20:18:13.501180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:13.501211] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:13.501238] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:13.501293] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:13.560906] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:13.561794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:13.561913] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:13.561947] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:13.682698] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:13.682857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:13.682904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:13.682940] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:13.686380] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=37.11%)
[2026-02-13T20:18:13.686683] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2026-02-13T20:18:13.686809] [INFO ] [sig       ] BWEN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:13.828819] [INFO ] [LOCAL     ] Saved forecast: BWEN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BWEN.txt
[2026-02-13T20:18:13.828986] [INFO ] [sig       ] [533/3406] Completed BWEN in 0.3s | 2.82 sym/s | Total: 3.2m | ETA: 17.0m
[2026-02-13T20:18:13.829035] [INFO ] [sig       ] [534/3406] Forecasting BWFG...
[2026-02-13T20:18:13.829064] [INFO ] [sig       ] Generating forecast for: BWFG
[2026-02-13T20:18:13.829093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2026-02-13T20:18:13.839985] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BWFG'.
[2026-02-13T20:18:13.840351] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2026-02-13T20:18:13.841175] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2026-02-13T20:18:13.841229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:13.841267] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:13.841306] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:13.841368] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:13.899168] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:13.900138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:13.900229] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:13.900263] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:14.018430] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:14.018615] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-13T20:18:14.018658] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:14.018688] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:14.022372] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: UP (p=71.94%)
[2026-02-13T20:18:14.022753] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2026-02-13T20:18:14.022900] [INFO ] [sig       ] BWFG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:14.177665] [INFO ] [LOCAL     ] Saved forecast: BWFG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BWFG.txt
[2026-02-13T20:18:14.177850] [INFO ] [sig       ] [534/3406] Completed BWFG in 0.3s | 2.82 sym/s | Total: 3.2m | ETA: 17.0m
[2026-02-13T20:18:14.177899] [INFO ] [sig       ] [535/3406] Forecasting BWG...
[2026-02-13T20:18:14.177932] [INFO ] [sig       ] Generating forecast for: BWG
[2026-02-13T20:18:14.177965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2026-02-13T20:18:14.190799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWG'.
[2026-02-13T20:18:14.191203] [INFO ] [FORECASTER] Starting predict_future for BWG
[2026-02-13T20:18:14.192042] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2026-02-13T20:18:14.192295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:14.192341] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:14.192382] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:14.192449] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:14.257301] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:14.258250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:14.258338] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:14.258374] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:14.385260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:14.385433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:14.385489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:14.385536] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:14.389390] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: DOWN (p=8.27%)
[2026-02-13T20:18:14.389705] [INFO ] [FORECASTER] Completed predict_future for BWG
[2026-02-13T20:18:14.389839] [INFO ] [sig       ] BWG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:14.540161] [INFO ] [LOCAL     ] Saved forecast: BWG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BWG.txt
[2026-02-13T20:18:14.540521] [INFO ] [sig       ] [535/3406] Completed BWG in 0.4s | 2.82 sym/s | Total: 3.2m | ETA: 17.0m
[2026-02-13T20:18:14.540563] [INFO ] [sig       ] [536/3406] Forecasting BWIN...
[2026-02-13T20:18:14.540614] [INFO ] [sig       ] Generating forecast for: BWIN
[2026-02-13T20:18:14.540646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2026-02-13T20:18:14.553350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWIN'.
[2026-02-13T20:18:14.553729] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2026-02-13T20:18:14.554500] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2026-02-13T20:18:14.554552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:14.554642] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:14.554673] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:14.554729] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:14.612007] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:14.612935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:14.613020] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:14.613053] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:14.730763] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:14.730933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:14.730981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:14.731015] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:14.734458] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: UP (p=87.96%)
[2026-02-13T20:18:14.734766] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2026-02-13T20:18:14.734894] [INFO ] [sig       ] BWIN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:14.883268] [INFO ] [LOCAL     ] Saved forecast: BWIN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BWIN.txt
[2026-02-13T20:18:14.883489] [INFO ] [sig       ] [536/3406] Completed BWIN in 0.3s | 2.82 sym/s | Total: 3.2m | ETA: 17.0m
[2026-02-13T20:18:14.883532] [INFO ] [sig       ] [537/3406] Forecasting BWMN...
[2026-02-13T20:18:14.883562] [INFO ] [sig       ] Generating forecast for: BWMN
[2026-02-13T20:18:14.883617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2026-02-13T20:18:14.895486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2026-02-13T20:18:14.895932] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2026-02-13T20:18:14.897019] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2026-02-13T20:18:14.897073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:14.897290] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:14.897316] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:14.897373] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:14.954236] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:14.955186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:14.955280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:14.955313] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:15.080852] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:15.081017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:15.081061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:15.081091] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:15.084710] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=99.69%)
[2026-02-13T20:18:15.085050] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2026-02-13T20:18:15.085190] [INFO ] [sig       ] BWMN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:15.224457] [INFO ] [LOCAL     ] Saved forecast: BWMN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BWMN.txt
[2026-02-13T20:18:15.224621] [INFO ] [sig       ] [537/3406] Completed BWMN in 0.3s | 2.82 sym/s | Total: 3.2m | ETA: 17.0m
[2026-02-13T20:18:15.224664] [INFO ] [sig       ] [538/3406] Forecasting BXC...
[2026-02-13T20:18:15.224694] [INFO ] [sig       ] Generating forecast for: BXC
[2026-02-13T20:18:15.224726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2026-02-13T20:18:15.236070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2026-02-13T20:18:15.236478] [INFO ] [FORECASTER] Starting predict_future for BXC
[2026-02-13T20:18:15.237317] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2026-02-13T20:18:15.237372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:15.237404] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:15.237433] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:15.237491] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:15.293779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:15.294516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:15.294618] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:15.294654] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:15.416907] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:15.417064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:15.417105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:15.417135] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:15.420700] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=26.87%)
[2026-02-13T20:18:15.421014] [INFO ] [FORECASTER] Completed predict_future for BXC
[2026-02-13T20:18:15.421151] [INFO ] [sig       ] BXC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:15.578981] [INFO ] [LOCAL     ] Saved forecast: BXC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BXC.txt
[2026-02-13T20:18:15.579191] [INFO ] [sig       ] [538/3406] Completed BXC in 0.4s | 2.82 sym/s | Total: 3.2m | ETA: 17.0m
[2026-02-13T20:18:15.579243] [INFO ] [sig       ] [539/3406] Forecasting BXMX...
[2026-02-13T20:18:15.579286] [INFO ] [sig       ] Generating forecast for: BXMX
[2026-02-13T20:18:15.579336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2026-02-13T20:18:15.591389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2026-02-13T20:18:15.591797] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2026-02-13T20:18:15.592640] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2026-02-13T20:18:15.592693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:15.592728] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:15.592755] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:15.592813] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:15.660892] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:15.661846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:15.661938] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:15.661971] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:15.793346] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:15.793503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:15.793544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:15.793599] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:15.797416] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=38.25%)
[2026-02-13T20:18:15.797773] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2026-02-13T20:18:15.797916] [INFO ] [sig       ] BXMX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:15.952694] [INFO ] [LOCAL     ] Saved forecast: BXMX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BXMX.txt
[2026-02-13T20:18:15.952843] [INFO ] [sig       ] [539/3406] Completed BXMX in 0.4s | 2.82 sym/s | Total: 3.2m | ETA: 17.0m
[2026-02-13T20:18:15.952883] [INFO ] [sig       ] [540/3406] Forecasting BXP...
[2026-02-13T20:18:15.952928] [INFO ] [sig       ] Generating forecast for: BXP
[2026-02-13T20:18:15.952968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2026-02-13T20:18:15.965556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2026-02-13T20:18:15.965962] [INFO ] [FORECASTER] Starting predict_future for BXP
[2026-02-13T20:18:15.966794] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2026-02-13T20:18:15.966847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:15.966907] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:15.966935] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:15.966990] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:16.025345] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:16.026329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:16.026416] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:16.026449] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:16.154934] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:16.155110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:16.155154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:16.155183] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:16.159372] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: UP (p=81.48%)
[2026-02-13T20:18:16.159700] [INFO ] [FORECASTER] Completed predict_future for BXP
[2026-02-13T20:18:16.159840] [INFO ] [sig       ] BXP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:16.305032] [INFO ] [LOCAL     ] Saved forecast: BXP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BXP.txt
[2026-02-13T20:18:16.305357] [INFO ] [sig       ] [540/3406] Completed BXP in 0.4s | 2.82 sym/s | Total: 3.2m | ETA: 16.9m
[2026-02-13T20:18:16.305399] [INFO ] [sig       ] [541/3406] Forecasting BXSL...
[2026-02-13T20:18:16.305429] [INFO ] [sig       ] Generating forecast for: BXSL
[2026-02-13T20:18:16.305458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2026-02-13T20:18:16.318540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2026-02-13T20:18:16.318972] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2026-02-13T20:18:16.319816] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2026-02-13T20:18:16.319875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:16.319921] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:16.319964] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:16.320024] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:16.379348] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:16.380275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:16.380361] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:16.380396] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:16.509011] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:16.509192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:16.509242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:16.509274] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:16.513128] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: UP (p=55.72%)
[2026-02-13T20:18:16.513467] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2026-02-13T20:18:16.513624] [INFO ] [sig       ] BXSL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:16.656017] [INFO ] [LOCAL     ] Saved forecast: BXSL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BXSL.txt
[2026-02-13T20:18:16.656198] [INFO ] [sig       ] [541/3406] Completed BXSL in 0.4s | 2.82 sym/s | Total: 3.2m | ETA: 16.9m
[2026-02-13T20:18:16.656243] [INFO ] [sig       ] [542/3406] Forecasting BYD...
[2026-02-13T20:18:16.656273] [INFO ] [sig       ] Generating forecast for: BYD
[2026-02-13T20:18:16.656307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2026-02-13T20:18:16.668669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2026-02-13T20:18:16.669009] [INFO ] [FORECASTER] Starting predict_future for BYD
[2026-02-13T20:18:16.669905] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2026-02-13T20:18:16.669959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:16.669996] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:16.670024] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:16.670081] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:16.728351] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:16.729105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:16.729188] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:16.729221] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:16.855013] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:16.855170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:16.855211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:16.855240] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:16.858806] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: UP (p=86.19%)
[2026-02-13T20:18:16.859098] [INFO ] [FORECASTER] Completed predict_future for BYD
[2026-02-13T20:18:16.859231] [INFO ] [sig       ] BYD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:16.997658] [INFO ] [LOCAL     ] Saved forecast: BYD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BYD.txt
[2026-02-13T20:18:16.997823] [INFO ] [sig       ] [542/3406] Completed BYD in 0.3s | 2.82 sym/s | Total: 3.2m | ETA: 16.9m
[2026-02-13T20:18:16.997865] [INFO ] [sig       ] [543/3406] Forecasting BYRN...
[2026-02-13T20:18:16.997894] [INFO ] [sig       ] Generating forecast for: BYRN
[2026-02-13T20:18:16.997923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2026-02-13T20:18:17.008793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2026-02-13T20:18:17.009154] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2026-02-13T20:18:17.009948] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2026-02-13T20:18:17.009999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:17.010030] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:17.010057] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:17.010113] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:17.068347] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:17.069293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:17.069387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:17.069420] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:17.196396] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:17.196593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:17.196640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:17.196723] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:17.200473] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: DOWN (p=44.70%)
[2026-02-13T20:18:17.200792] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2026-02-13T20:18:17.200931] [INFO ] [sig       ] BYRN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:17.350023] [INFO ] [LOCAL     ] Saved forecast: BYRN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BYRN.txt
[2026-02-13T20:18:17.350189] [INFO ] [sig       ] [543/3406] Completed BYRN in 0.4s | 2.82 sym/s | Total: 3.2m | ETA: 16.9m
[2026-02-13T20:18:17.350230] [INFO ] [sig       ] [544/3406] Forecasting BYSI...
[2026-02-13T20:18:17.350260] [INFO ] [sig       ] Generating forecast for: BYSI
[2026-02-13T20:18:17.350290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2026-02-13T20:18:17.361435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2026-02-13T20:18:17.361871] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2026-02-13T20:18:17.362784] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2026-02-13T20:18:17.362838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:17.362872] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:17.362899] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:17.362957] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:17.425786] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:17.426646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:17.426732] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:17.426767] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:17.540241] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:17.540403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:17.540445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:17.540476] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:17.544370] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: UP (p=78.06%)
[2026-02-13T20:18:17.544707] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2026-02-13T20:18:17.544848] [INFO ] [sig       ] BYSI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:17.687255] [INFO ] [LOCAL     ] Saved forecast: BYSI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BYSI.txt
[2026-02-13T20:18:17.687406] [INFO ] [sig       ] [544/3406] Completed BYSI in 0.3s | 2.82 sym/s | Total: 3.2m | ETA: 16.9m
[2026-02-13T20:18:17.687449] [INFO ] [sig       ] [545/3406] Forecasting BZ...
[2026-02-13T20:18:17.687479] [INFO ] [sig       ] Generating forecast for: BZ
[2026-02-13T20:18:17.687510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2026-02-13T20:18:17.699038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2026-02-13T20:18:17.699625] [INFO ] [FORECASTER] Starting predict_future for BZ
[2026-02-13T20:18:17.700468] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2026-02-13T20:18:17.700521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:17.700553] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:17.700608] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:17.700669] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:17.762037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:17.762993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:17.763096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:17.763165] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:17.891345] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:17.891505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:17.891547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:17.891597] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:17.895527] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: UP (p=99.82%)
[2026-02-13T20:18:17.895833] [INFO ] [FORECASTER] Completed predict_future for BZ
[2026-02-13T20:18:17.895966] [INFO ] [sig       ] BZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:18.045649] [INFO ] [LOCAL     ] Saved forecast: BZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BZ.txt
[2026-02-13T20:18:18.045808] [INFO ] [sig       ] [545/3406] Completed BZ in 0.4s | 2.82 sym/s | Total: 3.2m | ETA: 16.9m
[2026-02-13T20:18:18.045848] [INFO ] [sig       ] [546/3406] Forecasting BZH...
[2026-02-13T20:18:18.045878] [INFO ] [sig       ] Generating forecast for: BZH
[2026-02-13T20:18:18.045909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2026-02-13T20:18:18.057899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZH'.
[2026-02-13T20:18:18.058352] [INFO ] [FORECASTER] Starting predict_future for BZH
[2026-02-13T20:18:18.059231] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2026-02-13T20:18:18.059288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:18.059321] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:18.059347] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:18.059404] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:18.117182] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:18.118190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:18.118296] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:18.118329] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:18.237904] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:18.238075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:18.238116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:18.238145] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:18.241796] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: DOWN (p=15.76%)
[2026-02-13T20:18:18.242147] [INFO ] [FORECASTER] Completed predict_future for BZH
[2026-02-13T20:18:18.242293] [INFO ] [sig       ] BZH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:18.383518] [INFO ] [LOCAL     ] Saved forecast: BZH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/BZH.txt
[2026-02-13T20:18:18.383691] [INFO ] [sig       ] [546/3406] Completed BZH in 0.3s | 2.82 sym/s | Total: 3.2m | ETA: 16.9m
[2026-02-13T20:18:18.383733] [INFO ] [sig       ] [547/3406] Forecasting BZUN...
[2026-02-13T20:18:18.383762] [INFO ] [sig       ] Generating forecast for: BZUN
[2026-02-13T20:18:18.383791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2026-02-13T20:18:18.394341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2026-02-13T20:18:18.394680] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2026-02-13T20:18:18.395446] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2026-02-13T20:18:18.395498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:18.395530] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:18.395557] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:18.395669] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:18.453155] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:18.454003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:18.454087] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:18.454119] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:18.579538] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:18.579720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:18.579763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:18.579793] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:18.583863] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: UP (p=54.40%)
[2026-02-13T20:18:18.584157] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2026-02-13T20:18:18.584477] [INFO ] [sig       ] BZUN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:18.733317] [INFO ] [LOCAL     ] Saved forecast: BZUN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/BZUN.txt
[2026-02-13T20:18:18.733684] [INFO ] [sig       ] [547/3406] Completed BZUN in 0.3s | 2.82 sym/s | Total: 3.2m | ETA: 16.9m
[2026-02-13T20:18:18.733726] [INFO ] [sig       ] [548/3406] Forecasting C...
[2026-02-13T20:18:18.733754] [INFO ] [sig       ] Generating forecast for: C
[2026-02-13T20:18:18.733784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2026-02-13T20:18:18.746761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2026-02-13T20:18:18.747126] [INFO ] [FORECASTER] Starting predict_future for C
[2026-02-13T20:18:18.747990] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2026-02-13T20:18:18.748059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:18.748125] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:18.748163] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:18.748221] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:18.807041] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:18.807874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:18.807964] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:18.808003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:18.933717] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:18.933876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:18.933918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:18.933947] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:18.937372] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: UP (p=58.60%)
[2026-02-13T20:18:18.937712] [INFO ] [FORECASTER] Completed predict_future for C
[2026-02-13T20:18:18.937847] [INFO ] [sig       ] C: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:19.097923] [INFO ] [LOCAL     ] Saved forecast: C	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/C.txt
[2026-02-13T20:18:19.098130] [INFO ] [sig       ] [548/3406] Completed C in 0.4s | 2.82 sym/s | Total: 3.2m | ETA: 16.9m
[2026-02-13T20:18:19.098176] [INFO ] [sig       ] [549/3406] Forecasting CAAP...
[2026-02-13T20:18:19.098209] [INFO ] [sig       ] Generating forecast for: CAAP
[2026-02-13T20:18:19.098242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2026-02-13T20:18:19.113067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAP'.
[2026-02-13T20:18:19.113457] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2026-02-13T20:18:19.114284] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2026-02-13T20:18:19.114375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:19.114410] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:19.114436] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:19.114493] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:19.172068] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:19.172944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:19.173029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:19.173063] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:19.298206] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:19.298369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:19.298410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:19.298440] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:19.302284] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=85.26%)
[2026-02-13T20:18:19.302632] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2026-02-13T20:18:19.302798] [INFO ] [sig       ] CAAP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:19.446262] [INFO ] [LOCAL     ] Saved forecast: CAAP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CAAP.txt
[2026-02-13T20:18:19.446401] [INFO ] [sig       ] [549/3406] Completed CAAP in 0.3s | 2.82 sym/s | Total: 3.2m | ETA: 16.9m
[2026-02-13T20:18:19.446439] [INFO ] [sig       ] [550/3406] Forecasting CAAS...
[2026-02-13T20:18:19.446470] [INFO ] [sig       ] Generating forecast for: CAAS
[2026-02-13T20:18:19.446499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2026-02-13T20:18:19.458370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2026-02-13T20:18:19.458823] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2026-02-13T20:18:19.459776] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2026-02-13T20:18:19.459833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:19.459867] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:19.459895] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:19.459953] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:19.526453] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:19.527440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:19.527536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:19.527677] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:19.646011] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:19.646196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:19.646235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:19.646264] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:19.650339] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=68.37%)
[2026-02-13T20:18:19.650766] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2026-02-13T20:18:19.650927] [INFO ] [sig       ] CAAS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:19.803930] [INFO ] [LOCAL     ] Saved forecast: CAAS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CAAS.txt
[2026-02-13T20:18:19.804131] [INFO ] [sig       ] [550/3406] Completed CAAS in 0.4s | 2.82 sym/s | Total: 3.3m | ETA: 16.9m
[2026-02-13T20:18:19.804182] [INFO ] [sig       ] [551/3406] Forecasting CABA...
[2026-02-13T20:18:19.804214] [INFO ] [sig       ] Generating forecast for: CABA
[2026-02-13T20:18:19.804245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2026-02-13T20:18:19.816857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2026-02-13T20:18:19.817305] [INFO ] [FORECASTER] Starting predict_future for CABA
[2026-02-13T20:18:19.818352] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2026-02-13T20:18:19.818412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:19.818449] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:19.818486] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:19.818546] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:19.880485] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:19.881464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:19.881555] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:19.881613] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:19.997782] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:19.997947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:19.997989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:19.998023] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:20.001499] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: DOWN (p=18.00%)
[2026-02-13T20:18:20.001822] [INFO ] [FORECASTER] Completed predict_future for CABA
[2026-02-13T20:18:20.001959] [INFO ] [sig       ] CABA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:20.148704] [INFO ] [LOCAL     ] Saved forecast: CABA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CABA.txt
[2026-02-13T20:18:20.148898] [INFO ] [sig       ] [551/3406] Completed CABA in 0.3s | 2.82 sym/s | Total: 3.3m | ETA: 16.9m
[2026-02-13T20:18:20.148949] [INFO ] [sig       ] [552/3406] Forecasting CABO...
[2026-02-13T20:18:20.148978] [INFO ] [sig       ] Generating forecast for: CABO
[2026-02-13T20:18:20.149007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2026-02-13T20:18:20.160772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABO'.
[2026-02-13T20:18:20.161198] [INFO ] [FORECASTER] Starting predict_future for CABO
[2026-02-13T20:18:20.162023] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2026-02-13T20:18:20.162075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:20.162107] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:20.162133] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:20.162189] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:20.218765] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:20.219740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:20.219826] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:20.219860] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:20.341962] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:20.342135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:20.342180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:20.342208] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:20.345704] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=62.37%)
[2026-02-13T20:18:20.345997] [INFO ] [FORECASTER] Completed predict_future for CABO
[2026-02-13T20:18:20.346156] [INFO ] [sig       ] CABO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:20.485435] [INFO ] [LOCAL     ] Saved forecast: CABO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CABO.txt
[2026-02-13T20:18:20.485641] [INFO ] [sig       ] [552/3406] Completed CABO in 0.3s | 2.82 sym/s | Total: 3.3m | ETA: 16.9m
[2026-02-13T20:18:20.485686] [INFO ] [sig       ] [553/3406] Forecasting CAC...
[2026-02-13T20:18:20.485715] [INFO ] [sig       ] Generating forecast for: CAC
[2026-02-13T20:18:20.485745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2026-02-13T20:18:20.497175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAC'.
[2026-02-13T20:18:20.497650] [INFO ] [FORECASTER] Starting predict_future for CAC
[2026-02-13T20:18:20.498610] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2026-02-13T20:18:20.498682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:20.498730] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:20.498771] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:20.498847] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:20.558077] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:20.559019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:20.559109] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:20.559143] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:20.716079] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:20.716427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:20.716469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:20.716499] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:20.720506] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=11.65%)
[2026-02-13T20:18:20.720859] [INFO ] [FORECASTER] Completed predict_future for CAC
[2026-02-13T20:18:20.721004] [INFO ] [sig       ] CAC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:20.869127] [INFO ] [LOCAL     ] Saved forecast: CAC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CAC.txt
[2026-02-13T20:18:20.869335] [INFO ] [sig       ] [553/3406] Completed CAC in 0.4s | 2.82 sym/s | Total: 3.3m | ETA: 16.9m
[2026-02-13T20:18:20.869386] [INFO ] [sig       ] [554/3406] Forecasting CACC...
[2026-02-13T20:18:20.869417] [INFO ] [sig       ] Generating forecast for: CACC
[2026-02-13T20:18:20.869447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2026-02-13T20:18:20.881066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2026-02-13T20:18:20.881410] [INFO ] [FORECASTER] Starting predict_future for CACC
[2026-02-13T20:18:20.882246] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2026-02-13T20:18:20.882299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:20.882333] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:20.882360] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:20.882417] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:20.939209] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:20.939940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:20.940030] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:20.940064] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:21.061769] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:21.061928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:21.061971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:21.062001] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:21.065531] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=61.44%)
[2026-02-13T20:18:21.065863] [INFO ] [FORECASTER] Completed predict_future for CACC
[2026-02-13T20:18:21.065996] [INFO ] [sig       ] CACC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:21.210048] [INFO ] [LOCAL     ] Saved forecast: CACC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CACC.txt
[2026-02-13T20:18:21.210192] [INFO ] [sig       ] [554/3406] Completed CACC in 0.3s | 2.82 sym/s | Total: 3.3m | ETA: 16.9m
[2026-02-13T20:18:21.210231] [INFO ] [sig       ] [555/3406] Forecasting CACI...
[2026-02-13T20:18:21.210262] [INFO ] [sig       ] Generating forecast for: CACI
[2026-02-13T20:18:21.210291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2026-02-13T20:18:21.221749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACI'.
[2026-02-13T20:18:21.222155] [INFO ] [FORECASTER] Starting predict_future for CACI
[2026-02-13T20:18:21.223000] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2026-02-13T20:18:21.223053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:21.223085] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:21.223113] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:21.223170] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:21.282384] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:21.283300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:21.283415] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:21.283464] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:21.410191] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:21.410349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:21.410391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:21.410421] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:21.414041] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: UP (p=86.77%)
[2026-02-13T20:18:21.414351] [INFO ] [FORECASTER] Completed predict_future for CACI
[2026-02-13T20:18:21.414486] [INFO ] [sig       ] CACI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:21.562389] [INFO ] [LOCAL     ] Saved forecast: CACI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CACI.txt
[2026-02-13T20:18:21.562541] [INFO ] [sig       ] [555/3406] Completed CACI in 0.4s | 2.82 sym/s | Total: 3.3m | ETA: 16.9m
[2026-02-13T20:18:21.562600] [INFO ] [sig       ] [556/3406] Forecasting CADL...
[2026-02-13T20:18:21.562632] [INFO ] [sig       ] Generating forecast for: CADL
[2026-02-13T20:18:21.562661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2026-02-13T20:18:21.574444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2026-02-13T20:18:21.574985] [INFO ] [FORECASTER] Starting predict_future for CADL
[2026-02-13T20:18:21.576050] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2026-02-13T20:18:21.576102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:21.576135] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:21.576161] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:21.576228] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:21.633066] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:21.633855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:21.633952] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:21.633987] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:21.750884] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:21.751043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:21.751130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:21.751169] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:21.754625] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: UP (p=69.05%)
[2026-02-13T20:18:21.754904] [INFO ] [FORECASTER] Completed predict_future for CADL
[2026-02-13T20:18:21.755034] [INFO ] [sig       ] CADL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:21.900362] [INFO ] [LOCAL     ] Saved forecast: CADL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CADL.txt
[2026-02-13T20:18:21.900504] [INFO ] [sig       ] [556/3406] Completed CADL in 0.3s | 2.82 sym/s | Total: 3.3m | ETA: 16.8m
[2026-02-13T20:18:21.900545] [INFO ] [sig       ] [557/3406] Forecasting CAE...
[2026-02-13T20:18:21.900592] [INFO ] [sig       ] Generating forecast for: CAE
[2026-02-13T20:18:21.900625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2026-02-13T20:18:21.911533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2026-02-13T20:18:21.911899] [INFO ] [FORECASTER] Starting predict_future for CAE
[2026-02-13T20:18:21.912746] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2026-02-13T20:18:21.912798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:21.912858] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:21.912886] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:21.912943] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:21.971185] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:21.971943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:21.972025] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:21.972060] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:22.094110] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:22.094264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:22.094306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:22.094333] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:22.097774] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2026-02-13T20:18:22.098077] [INFO ] [FORECASTER] Completed predict_future for CAE
[2026-02-13T20:18:22.098234] [INFO ] [sig       ] CAE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:22.240134] [INFO ] [LOCAL     ] Saved forecast: CAE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CAE.txt
[2026-02-13T20:18:22.240290] [INFO ] [sig       ] [557/3406] Completed CAE in 0.3s | 2.82 sym/s | Total: 3.3m | ETA: 16.8m
[2026-02-13T20:18:22.240330] [INFO ] [sig       ] [558/3406] Forecasting CAF...
[2026-02-13T20:18:22.240359] [INFO ] [sig       ] Generating forecast for: CAF
[2026-02-13T20:18:22.240389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2026-02-13T20:18:22.251244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2026-02-13T20:18:22.251633] [INFO ] [FORECASTER] Starting predict_future for CAF
[2026-02-13T20:18:22.252409] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2026-02-13T20:18:22.252462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:22.252493] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:22.252519] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:22.252594] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:22.309020] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:22.309941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:22.310025] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:22.310058] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:22.425212] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:22.425385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:22.425425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:22.425454] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:22.429166] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=48.43%)
[2026-02-13T20:18:22.429465] [INFO ] [FORECASTER] Completed predict_future for CAF
[2026-02-13T20:18:22.429636] [INFO ] [sig       ] CAF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:22.573186] [INFO ] [LOCAL     ] Saved forecast: CAF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CAF.txt
[2026-02-13T20:18:22.573336] [INFO ] [sig       ] [558/3406] Completed CAF in 0.3s | 2.82 sym/s | Total: 3.3m | ETA: 16.8m
[2026-02-13T20:18:22.573374] [INFO ] [sig       ] [559/3406] Forecasting CAG...
[2026-02-13T20:18:22.573405] [INFO ] [sig       ] Generating forecast for: CAG
[2026-02-13T20:18:22.573435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2026-02-13T20:18:22.585014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAG'.
[2026-02-13T20:18:22.585391] [INFO ] [FORECASTER] Starting predict_future for CAG
[2026-02-13T20:18:22.586200] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2026-02-13T20:18:22.586252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:22.586284] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:22.586310] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:22.586367] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:22.642683] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:22.643436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:22.643519] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:22.643552] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:22.763836] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:22.764002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:22.764044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:22.764074] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:22.767899] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: DOWN (p=11.08%)
[2026-02-13T20:18:22.768197] [INFO ] [FORECASTER] Completed predict_future for CAG
[2026-02-13T20:18:22.768338] [INFO ] [sig       ] CAG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:22.909073] [INFO ] [LOCAL     ] Saved forecast: CAG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CAG.txt
[2026-02-13T20:18:22.909233] [INFO ] [sig       ] [559/3406] Completed CAG in 0.3s | 2.82 sym/s | Total: 3.3m | ETA: 16.8m
[2026-02-13T20:18:22.909275] [INFO ] [sig       ] [560/3406] Forecasting CAH...
[2026-02-13T20:18:22.909303] [INFO ] [sig       ] Generating forecast for: CAH
[2026-02-13T20:18:22.909333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2026-02-13T20:18:22.920599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2026-02-13T20:18:22.920949] [INFO ] [FORECASTER] Starting predict_future for CAH
[2026-02-13T20:18:22.921769] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2026-02-13T20:18:22.921821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:22.921876] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:22.921905] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:22.921961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:22.978324] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:22.979203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:22.979287] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:22.979331] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:23.102864] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:23.103058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:23.103108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:23.103139] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:23.106893] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: UP (p=90.39%)
[2026-02-13T20:18:23.107203] [INFO ] [FORECASTER] Completed predict_future for CAH
[2026-02-13T20:18:23.107336] [INFO ] [sig       ] CAH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:23.246854] [INFO ] [LOCAL     ] Saved forecast: CAH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CAH.txt
[2026-02-13T20:18:23.247015] [INFO ] [sig       ] [560/3406] Completed CAH in 0.3s | 2.82 sym/s | Total: 3.3m | ETA: 16.8m
[2026-02-13T20:18:23.247056] [INFO ] [sig       ] [561/3406] Forecasting CAKE...
[2026-02-13T20:18:23.247090] [INFO ] [sig       ] Generating forecast for: CAKE
[2026-02-13T20:18:23.247135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2026-02-13T20:18:23.259041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2026-02-13T20:18:23.259427] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2026-02-13T20:18:23.260273] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2026-02-13T20:18:23.260325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:23.260356] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:23.260383] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:23.260439] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:23.318266] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:23.319198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:23.319280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:23.319313] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:23.441189] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:23.441349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:23.441388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:23.441415] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:23.444823] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=77.74%)
[2026-02-13T20:18:23.445098] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2026-02-13T20:18:23.445222] [INFO ] [sig       ] CAKE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:23.587635] [INFO ] [LOCAL     ] Saved forecast: CAKE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CAKE.txt
[2026-02-13T20:18:23.587796] [INFO ] [sig       ] [561/3406] Completed CAKE in 0.3s | 2.82 sym/s | Total: 3.3m | ETA: 16.8m
[2026-02-13T20:18:23.587838] [INFO ] [sig       ] [562/3406] Forecasting CAL...
[2026-02-13T20:18:23.587867] [INFO ] [sig       ] Generating forecast for: CAL
[2026-02-13T20:18:23.587898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2026-02-13T20:18:23.599110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2026-02-13T20:18:23.599529] [INFO ] [FORECASTER] Starting predict_future for CAL
[2026-02-13T20:18:23.600319] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2026-02-13T20:18:23.600371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:23.600403] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:23.600430] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:23.600487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:23.659213] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:23.660122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:23.660206] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:23.660241] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:23.780423] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:23.780602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:23.780647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:23.780674] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:23.784279] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=92.52%)
[2026-02-13T20:18:23.784605] [INFO ] [FORECASTER] Completed predict_future for CAL
[2026-02-13T20:18:23.784741] [INFO ] [sig       ] CAL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:23.927845] [INFO ] [LOCAL     ] Saved forecast: CAL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CAL.txt
[2026-02-13T20:18:23.928013] [INFO ] [sig       ] [562/3406] Completed CAL in 0.3s | 2.82 sym/s | Total: 3.3m | ETA: 16.8m
[2026-02-13T20:18:23.928054] [INFO ] [sig       ] [563/3406] Forecasting CALM...
[2026-02-13T20:18:23.928088] [INFO ] [sig       ] Generating forecast for: CALM
[2026-02-13T20:18:23.928133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2026-02-13T20:18:23.940281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2026-02-13T20:18:23.940686] [INFO ] [FORECASTER] Starting predict_future for CALM
[2026-02-13T20:18:23.941481] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2026-02-13T20:18:23.941533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:23.941593] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:23.941626] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:23.941691] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:23.999473] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:24.000440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:24.000556] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:24.000612] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:24.128016] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:24.128182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:24.128222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:24.128251] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:24.131850] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: DOWN (p=27.06%)
[2026-02-13T20:18:24.132139] [INFO ] [FORECASTER] Completed predict_future for CALM
[2026-02-13T20:18:24.132279] [INFO ] [sig       ] CALM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:24.273000] [INFO ] [LOCAL     ] Saved forecast: CALM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CALM.txt
[2026-02-13T20:18:24.273158] [INFO ] [sig       ] [563/3406] Completed CALM in 0.3s | 2.82 sym/s | Total: 3.3m | ETA: 16.8m
[2026-02-13T20:18:24.273199] [INFO ] [sig       ] [564/3406] Forecasting CALX...
[2026-02-13T20:18:24.273241] [INFO ] [sig       ] Generating forecast for: CALX
[2026-02-13T20:18:24.273274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2026-02-13T20:18:24.284372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALX'.
[2026-02-13T20:18:24.284759] [INFO ] [FORECASTER] Starting predict_future for CALX
[2026-02-13T20:18:24.285536] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2026-02-13T20:18:24.285612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:24.285646] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:24.285673] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:24.285730] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:24.346173] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:24.347426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:24.347531] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:24.347624] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:24.480551] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:24.480748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:24.480789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:24.480821] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:24.484520] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=49.31%)
[2026-02-13T20:18:24.484929] [INFO ] [FORECASTER] Completed predict_future for CALX
[2026-02-13T20:18:24.485085] [INFO ] [sig       ] CALX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:24.633675] [INFO ] [LOCAL     ] Saved forecast: CALX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CALX.txt
[2026-02-13T20:18:24.633852] [INFO ] [sig       ] [564/3406] Completed CALX in 0.4s | 2.82 sym/s | Total: 3.3m | ETA: 16.8m
[2026-02-13T20:18:24.633893] [INFO ] [sig       ] [565/3406] Forecasting CAPL...
[2026-02-13T20:18:24.633925] [INFO ] [sig       ] Generating forecast for: CAPL
[2026-02-13T20:18:24.633956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2026-02-13T20:18:24.645832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2026-02-13T20:18:24.646280] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2026-02-13T20:18:24.647141] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2026-02-13T20:18:24.647205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:24.647244] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:24.647275] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:24.647331] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:24.703848] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:24.704772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:24.704863] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:24.704897] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:24.823620] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:24.823783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:24.823823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:24.823851] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:24.827644] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2026-02-13T20:18:24.827942] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2026-02-13T20:18:24.828073] [INFO ] [sig       ] CAPL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:24.968210] [INFO ] [LOCAL     ] Saved forecast: CAPL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CAPL.txt
[2026-02-13T20:18:24.968367] [INFO ] [sig       ] [565/3406] Completed CAPL in 0.3s | 2.82 sym/s | Total: 3.3m | ETA: 16.8m
[2026-02-13T20:18:24.968407] [INFO ] [sig       ] [566/3406] Forecasting CARE...
[2026-02-13T20:18:24.968437] [INFO ] [sig       ] Generating forecast for: CARE
[2026-02-13T20:18:24.968467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2026-02-13T20:18:24.979867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2026-02-13T20:18:24.980243] [INFO ] [FORECASTER] Starting predict_future for CARE
[2026-02-13T20:18:24.981039] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2026-02-13T20:18:24.981091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:24.981123] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:24.981149] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:24.981205] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:25.038166] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:25.039053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:25.039136] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:25.039169] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:25.161369] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:25.161529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:25.161586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:25.161619] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:25.165094] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=94.20%)
[2026-02-13T20:18:25.165378] [INFO ] [FORECASTER] Completed predict_future for CARE
[2026-02-13T20:18:25.165504] [INFO ] [sig       ] CARE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:25.306557] [INFO ] [LOCAL     ] Saved forecast: CARE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CARE.txt
[2026-02-13T20:18:25.306706] [INFO ] [sig       ] [566/3406] Completed CARE in 0.3s | 2.82 sym/s | Total: 3.3m | ETA: 16.8m
[2026-02-13T20:18:25.306744] [INFO ] [sig       ] [567/3406] Forecasting CARG...
[2026-02-13T20:18:25.306773] [INFO ] [sig       ] Generating forecast for: CARG
[2026-02-13T20:18:25.306802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2026-02-13T20:18:25.317908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2026-02-13T20:18:25.318234] [INFO ] [FORECASTER] Starting predict_future for CARG
[2026-02-13T20:18:25.319027] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2026-02-13T20:18:25.319080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:25.319115] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:25.319149] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:25.319218] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:25.376381] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:25.377051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:25.377159] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:25.377197] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:25.503099] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:25.503283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:25.503324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:25.503369] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:25.506917] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=50.40%)
[2026-02-13T20:18:25.507205] [INFO ] [FORECASTER] Completed predict_future for CARG
[2026-02-13T20:18:25.507336] [INFO ] [sig       ] CARG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:25.647094] [INFO ] [LOCAL     ] Saved forecast: CARG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CARG.txt
[2026-02-13T20:18:25.647224] [INFO ] [sig       ] [567/3406] Completed CARG in 0.3s | 2.82 sym/s | Total: 3.3m | ETA: 16.8m
[2026-02-13T20:18:25.647263] [INFO ] [sig       ] [568/3406] Forecasting CARS...
[2026-02-13T20:18:25.647292] [INFO ] [sig       ] Generating forecast for: CARS
[2026-02-13T20:18:25.647321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2026-02-13T20:18:25.658724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2026-02-13T20:18:25.659068] [INFO ] [FORECASTER] Starting predict_future for CARS
[2026-02-13T20:18:25.659899] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2026-02-13T20:18:25.659951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:25.659983] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:25.660009] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:25.660066] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:25.719449] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:25.720119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:25.720204] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:25.720237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:25.837933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:25.838085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:25.838124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:25.838158] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:25.841619] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: UP (p=54.09%)
[2026-02-13T20:18:25.841897] [INFO ] [FORECASTER] Completed predict_future for CARS
[2026-02-13T20:18:25.842022] [INFO ] [sig       ] CARS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:25.983085] [INFO ] [LOCAL     ] Saved forecast: CARS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CARS.txt
[2026-02-13T20:18:25.983221] [INFO ] [sig       ] [568/3406] Completed CARS in 0.3s | 2.82 sym/s | Total: 3.4m | ETA: 16.8m
[2026-02-13T20:18:25.983269] [INFO ] [sig       ] [569/3406] Forecasting CASH...
[2026-02-13T20:18:25.983299] [INFO ] [sig       ] Generating forecast for: CASH
[2026-02-13T20:18:25.983329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2026-02-13T20:18:25.994192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2026-02-13T20:18:25.994539] [INFO ] [FORECASTER] Starting predict_future for CASH
[2026-02-13T20:18:25.995332] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2026-02-13T20:18:25.995383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:25.995415] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:25.995442] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:25.995499] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:26.052485] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:26.053180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:26.053260] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:26.053308] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:26.176835] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:26.177009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:26.177050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:26.177079] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:26.180751] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=90.65%)
[2026-02-13T20:18:26.181036] [INFO ] [FORECASTER] Completed predict_future for CASH
[2026-02-13T20:18:26.181165] [INFO ] [sig       ] CASH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:26.320431] [INFO ] [LOCAL     ] Saved forecast: CASH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CASH.txt
[2026-02-13T20:18:26.320559] [INFO ] [sig       ] [569/3406] Completed CASH in 0.3s | 2.82 sym/s | Total: 3.4m | ETA: 16.8m
[2026-02-13T20:18:26.320618] [INFO ] [sig       ] [570/3406] Forecasting CASS...
[2026-02-13T20:18:26.320648] [INFO ] [sig       ] Generating forecast for: CASS
[2026-02-13T20:18:26.320678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2026-02-13T20:18:26.331944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASS'.
[2026-02-13T20:18:26.332318] [INFO ] [FORECASTER] Starting predict_future for CASS
[2026-02-13T20:18:26.333126] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2026-02-13T20:18:26.333181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:26.333216] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:26.333245] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:26.333304] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:26.390516] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:26.391168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:26.391264] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:26.391298] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:26.518433] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:26.518625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:26.518667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:26.518697] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:26.522188] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: DOWN (p=22.57%)
[2026-02-13T20:18:26.522506] [INFO ] [FORECASTER] Completed predict_future for CASS
[2026-02-13T20:18:26.522663] [INFO ] [sig       ] CASS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:26.663224] [INFO ] [LOCAL     ] Saved forecast: CASS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CASS.txt
[2026-02-13T20:18:26.663406] [INFO ] [sig       ] [570/3406] Completed CASS in 0.3s | 2.82 sym/s | Total: 3.4m | ETA: 16.7m
[2026-02-13T20:18:26.663448] [INFO ] [sig       ] [571/3406] Forecasting CASY...
[2026-02-13T20:18:26.663477] [INFO ] [sig       ] Generating forecast for: CASY
[2026-02-13T20:18:26.663506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2026-02-13T20:18:26.674477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2026-02-13T20:18:26.674822] [INFO ] [FORECASTER] Starting predict_future for CASY
[2026-02-13T20:18:26.675623] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2026-02-13T20:18:26.675675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:26.675706] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:26.675763] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:26.675823] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:26.731960] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:26.732625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:26.732704] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:26.732736] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:26.858708] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:26.858884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:26.858924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:26.858952] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:26.862403] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: DOWN (p=10.79%)
[2026-02-13T20:18:26.862717] [INFO ] [FORECASTER] Completed predict_future for CASY
[2026-02-13T20:18:26.862851] [INFO ] [sig       ] CASY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:27.004813] [INFO ] [LOCAL     ] Saved forecast: CASY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CASY.txt
[2026-02-13T20:18:27.004970] [INFO ] [sig       ] [571/3406] Completed CASY in 0.3s | 2.82 sym/s | Total: 3.4m | ETA: 16.7m
[2026-02-13T20:18:27.005011] [INFO ] [sig       ] [572/3406] Forecasting CATH...
[2026-02-13T20:18:27.005040] [INFO ] [sig       ] Generating forecast for: CATH
[2026-02-13T20:18:27.005069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2026-02-13T20:18:27.016392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATH'.
[2026-02-13T20:18:27.016746] [INFO ] [FORECASTER] Starting predict_future for CATH
[2026-02-13T20:18:27.017535] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2026-02-13T20:18:27.017623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:27.017656] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:27.017683] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:27.017739] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:27.074550] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:27.075252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:27.075348] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:27.075382] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:27.193621] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:27.193772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:27.193811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:27.193839] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:27.197246] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: UP (p=80.27%)
[2026-02-13T20:18:27.197519] [INFO ] [FORECASTER] Completed predict_future for CATH
[2026-02-13T20:18:27.197678] [INFO ] [sig       ] CATH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:27.336313] [INFO ] [LOCAL     ] Saved forecast: CATH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CATH.txt
[2026-02-13T20:18:27.336438] [INFO ] [sig       ] [572/3406] Completed CATH in 0.3s | 2.82 sym/s | Total: 3.4m | ETA: 16.7m
[2026-02-13T20:18:27.336478] [INFO ] [sig       ] [573/3406] Forecasting CATO...
[2026-02-13T20:18:27.336508] [INFO ] [sig       ] Generating forecast for: CATO
[2026-02-13T20:18:27.336537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2026-02-13T20:18:27.347471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATO'.
[2026-02-13T20:18:27.347850] [INFO ] [FORECASTER] Starting predict_future for CATO
[2026-02-13T20:18:27.348672] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2026-02-13T20:18:27.348723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:27.348757] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:27.348786] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:27.348842] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:27.406375] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:27.407022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:27.407101] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:27.407134] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:27.521047] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:27.521193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:27.521232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:27.521261] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:27.524715] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: UP (p=81.67%)
[2026-02-13T20:18:27.524988] [INFO ] [FORECASTER] Completed predict_future for CATO
[2026-02-13T20:18:27.525114] [INFO ] [sig       ] CATO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:27.664485] [INFO ] [LOCAL     ] Saved forecast: CATO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CATO.txt
[2026-02-13T20:18:27.664638] [INFO ] [sig       ] [573/3406] Completed CATO in 0.3s | 2.82 sym/s | Total: 3.4m | ETA: 16.7m
[2026-02-13T20:18:27.664681] [INFO ] [sig       ] [574/3406] Forecasting CATY...
[2026-02-13T20:18:27.664710] [INFO ] [sig       ] Generating forecast for: CATY
[2026-02-13T20:18:27.664739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2026-02-13T20:18:27.679088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2026-02-13T20:18:27.679461] [INFO ] [FORECASTER] Starting predict_future for CATY
[2026-02-13T20:18:27.680304] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2026-02-13T20:18:27.680357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:27.680415] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:27.680444] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:27.680502] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:27.737542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:27.738395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:27.738474] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:27.738506] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:27.858876] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:27.859031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:27.859071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:27.859100] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:27.862539] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=5.93%)
[2026-02-13T20:18:27.862834] [INFO ] [FORECASTER] Completed predict_future for CATY
[2026-02-13T20:18:27.862959] [INFO ] [sig       ] CATY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:28.002604] [INFO ] [LOCAL     ] Saved forecast: CATY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CATY.txt
[2026-02-13T20:18:28.002748] [INFO ] [sig       ] [574/3406] Completed CATY in 0.3s | 2.82 sym/s | Total: 3.4m | ETA: 16.7m
[2026-02-13T20:18:28.002788] [INFO ] [sig       ] [575/3406] Forecasting CAVA...
[2026-02-13T20:18:28.002817] [INFO ] [sig       ] Generating forecast for: CAVA
[2026-02-13T20:18:28.002852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2026-02-13T20:18:28.014048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAVA'.
[2026-02-13T20:18:28.014381] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2026-02-13T20:18:28.015166] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2026-02-13T20:18:28.015217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:28.015249] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:28.015275] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:28.015331] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:28.073014] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:28.073680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:28.073758] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:28.073791] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:28.195995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:28.196153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:28.196199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:28.196227] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:28.199721] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=1.59%)
[2026-02-13T20:18:28.200022] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2026-02-13T20:18:28.200148] [INFO ] [sig       ] CAVA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:28.339059] [INFO ] [LOCAL     ] Saved forecast: CAVA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CAVA.txt
[2026-02-13T20:18:28.339198] [INFO ] [sig       ] [575/3406] Completed CAVA in 0.3s | 2.82 sym/s | Total: 3.4m | ETA: 16.7m
[2026-02-13T20:18:28.339239] [INFO ] [sig       ] [576/3406] Forecasting CB...
[2026-02-13T20:18:28.339268] [INFO ] [sig       ] Generating forecast for: CB
[2026-02-13T20:18:28.339298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2026-02-13T20:18:28.351146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2026-02-13T20:18:28.351482] [INFO ] [FORECASTER] Starting predict_future for CB
[2026-02-13T20:18:28.352270] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2026-02-13T20:18:28.352322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:28.352354] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:28.352381] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:28.352438] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:28.409024] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:28.409752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:28.409834] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:28.409867] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:28.537830] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:28.538032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:28.538079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:28.538109] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:28.541884] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2026-02-13T20:18:28.542177] [INFO ] [FORECASTER] Completed predict_future for CB
[2026-02-13T20:18:28.542327] [INFO ] [sig       ] CB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:28.683839] [INFO ] [LOCAL     ] Saved forecast: CB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CB.txt
[2026-02-13T20:18:28.683995] [INFO ] [sig       ] [576/3406] Completed CB in 0.3s | 2.82 sym/s | Total: 3.4m | ETA: 16.7m
[2026-02-13T20:18:28.684038] [INFO ] [sig       ] [577/3406] Forecasting CBAN...
[2026-02-13T20:18:28.684067] [INFO ] [sig       ] Generating forecast for: CBAN
[2026-02-13T20:18:28.684097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2026-02-13T20:18:28.696419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2026-02-13T20:18:28.696781] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2026-02-13T20:18:28.697565] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2026-02-13T20:18:28.697652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:28.697684] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:28.697711] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:28.697768] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:28.755309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:28.756040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:28.756122] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:28.756153] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:28.872595] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:28.872755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:28.872796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:28.872864] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:28.876524] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=61.36%)
[2026-02-13T20:18:28.876840] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2026-02-13T20:18:28.876978] [INFO ] [sig       ] CBAN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:29.026836] [INFO ] [LOCAL     ] Saved forecast: CBAN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CBAN.txt
[2026-02-13T20:18:29.026993] [INFO ] [sig       ] [577/3406] Completed CBAN in 0.3s | 2.82 sym/s | Total: 3.4m | ETA: 16.7m
[2026-02-13T20:18:29.027034] [INFO ] [sig       ] [578/3406] Forecasting CBL...
[2026-02-13T20:18:29.027066] [INFO ] [sig       ] Generating forecast for: CBL
[2026-02-13T20:18:29.027097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2026-02-13T20:18:29.038691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2026-02-13T20:18:29.039037] [INFO ] [FORECASTER] Starting predict_future for CBL
[2026-02-13T20:18:29.039927] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2026-02-13T20:18:29.039982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:29.040017] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:29.040045] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:29.040117] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:29.099878] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:29.100669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:29.100749] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:29.100782] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:29.231746] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:29.231943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:29.231987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:29.232016] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:29.235862] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: UP (p=82.79%)
[2026-02-13T20:18:29.236237] [INFO ] [FORECASTER] Completed predict_future for CBL
[2026-02-13T20:18:29.236383] [INFO ] [sig       ] CBL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:29.382602] [INFO ] [LOCAL     ] Saved forecast: CBL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CBL.txt
[2026-02-13T20:18:29.382741] [INFO ] [sig       ] [578/3406] Completed CBL in 0.4s | 2.82 sym/s | Total: 3.4m | ETA: 16.7m
[2026-02-13T20:18:29.382780] [INFO ] [sig       ] [579/3406] Forecasting CBNK...
[2026-02-13T20:18:29.382809] [INFO ] [sig       ] Generating forecast for: CBNK
[2026-02-13T20:18:29.382839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2026-02-13T20:18:29.394071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2026-02-13T20:18:29.394427] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2026-02-13T20:18:29.395233] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2026-02-13T20:18:29.395296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:29.395333] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:29.395366] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:29.395436] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:29.452082] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:29.452789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:29.452869] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:29.452901] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:29.574656] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:29.574826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:29.574869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:29.574899] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:29.578520] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=13.59%)
[2026-02-13T20:18:29.578831] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2026-02-13T20:18:29.578970] [INFO ] [sig       ] CBNK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:29.723510] [INFO ] [LOCAL     ] Saved forecast: CBNK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CBNK.txt
[2026-02-13T20:18:29.723745] [INFO ] [sig       ] [579/3406] Completed CBNK in 0.3s | 2.82 sym/s | Total: 3.4m | ETA: 16.7m
[2026-02-13T20:18:29.723798] [INFO ] [sig       ] [580/3406] Forecasting CBRE...
[2026-02-13T20:18:29.723836] [INFO ] [sig       ] Generating forecast for: CBRE
[2026-02-13T20:18:29.723879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2026-02-13T20:18:29.736231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRE'.
[2026-02-13T20:18:29.736639] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2026-02-13T20:18:29.737440] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2026-02-13T20:18:29.737492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:29.737524] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:29.737549] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:29.737779] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:29.795035] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:29.795817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:29.795902] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:29.795934] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:29.916057] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:29.916237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:29.916282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:29.916310] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:29.919817] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=6.18%)
[2026-02-13T20:18:29.920093] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2026-02-13T20:18:29.920221] [INFO ] [sig       ] CBRE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:30.062613] [INFO ] [LOCAL     ] Saved forecast: CBRE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CBRE.txt
[2026-02-13T20:18:30.062764] [INFO ] [sig       ] [580/3406] Completed CBRE in 0.3s | 2.82 sym/s | Total: 3.4m | ETA: 16.7m
[2026-02-13T20:18:30.062803] [INFO ] [sig       ] [581/3406] Forecasting CBRL...
[2026-02-13T20:18:30.062833] [INFO ] [sig       ] Generating forecast for: CBRL
[2026-02-13T20:18:30.062862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2026-02-13T20:18:30.073920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBRL'.
[2026-02-13T20:18:30.074267] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2026-02-13T20:18:30.075095] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2026-02-13T20:18:30.075147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:30.075180] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:30.075207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:30.075275] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:30.132941] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:30.133849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:30.133934] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:30.133966] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:30.259882] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:30.260044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:30.260093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:30.260124] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:30.263741] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: UP (p=94.69%)
[2026-02-13T20:18:30.264026] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2026-02-13T20:18:30.264155] [INFO ] [sig       ] CBRL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:30.405499] [INFO ] [LOCAL     ] Saved forecast: CBRL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CBRL.txt
[2026-02-13T20:18:30.405654] [INFO ] [sig       ] [581/3406] Completed CBRL in 0.3s | 2.82 sym/s | Total: 3.4m | ETA: 16.7m
[2026-02-13T20:18:30.405697] [INFO ] [sig       ] [582/3406] Forecasting CBSH...
[2026-02-13T20:18:30.405729] [INFO ] [sig       ] Generating forecast for: CBSH
[2026-02-13T20:18:30.405760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2026-02-13T20:18:30.417431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2026-02-13T20:18:30.417839] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2026-02-13T20:18:30.418673] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2026-02-13T20:18:30.418729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:30.418763] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:30.418791] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:30.418849] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:30.485638] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:30.486593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:30.486679] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:30.486714] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:30.605770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:30.605926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:30.605966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:30.606016] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:30.609556] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: DOWN (p=7.61%)
[2026-02-13T20:18:30.609860] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2026-02-13T20:18:30.609994] [INFO ] [sig       ] CBSH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:30.757979] [INFO ] [LOCAL     ] Saved forecast: CBSH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CBSH.txt
[2026-02-13T20:18:30.758143] [INFO ] [sig       ] [582/3406] Completed CBSH in 0.4s | 2.82 sym/s | Total: 3.4m | ETA: 16.7m
[2026-02-13T20:18:30.758186] [INFO ] [sig       ] [583/3406] Forecasting CBUS...
[2026-02-13T20:18:30.758216] [INFO ] [sig       ] Generating forecast for: CBUS
[2026-02-13T20:18:30.758252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2026-02-13T20:18:30.769916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBUS'.
[2026-02-13T20:18:30.770279] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2026-02-13T20:18:30.771112] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2026-02-13T20:18:30.771165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:30.771198] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:30.771225] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:30.771294] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:30.828251] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:30.828969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:30.829050] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:30.829083] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:30.953457] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:30.953635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:30.953678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:30.953707] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:30.957255] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: UP (p=87.25%)
[2026-02-13T20:18:30.957554] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2026-02-13T20:18:30.957740] [INFO ] [sig       ] CBUS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:31.108828] [INFO ] [LOCAL     ] Saved forecast: CBUS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CBUS.txt
[2026-02-13T20:18:31.109002] [INFO ] [sig       ] [583/3406] Completed CBUS in 0.4s | 2.82 sym/s | Total: 3.4m | ETA: 16.7m
[2026-02-13T20:18:31.109043] [INFO ] [sig       ] [584/3406] Forecasting CBZ...
[2026-02-13T20:18:31.109076] [INFO ] [sig       ] Generating forecast for: CBZ
[2026-02-13T20:18:31.109106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2026-02-13T20:18:31.121006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2026-02-13T20:18:31.121359] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2026-02-13T20:18:31.122196] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2026-02-13T20:18:31.122265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:31.122301] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:31.122332] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:31.122389] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:31.183730] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:31.184498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:31.184629] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:31.184667] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:31.304670] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:31.304838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:31.304878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:31.304907] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:31.308517] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: DOWN (p=3.28%)
[2026-02-13T20:18:31.308900] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2026-02-13T20:18:31.309050] [INFO ] [sig       ] CBZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:31.474550] [INFO ] [LOCAL     ] Saved forecast: CBZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CBZ.txt
[2026-02-13T20:18:31.474751] [INFO ] [sig       ] [584/3406] Completed CBZ in 0.4s | 2.82 sym/s | Total: 3.4m | ETA: 16.7m
[2026-02-13T20:18:31.474796] [INFO ] [sig       ] [585/3406] Forecasting CC...
[2026-02-13T20:18:31.474828] [INFO ] [sig       ] Generating forecast for: CC
[2026-02-13T20:18:31.474859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2026-02-13T20:18:31.489272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CC'.
[2026-02-13T20:18:31.489719] [INFO ] [FORECASTER] Starting predict_future for CC
[2026-02-13T20:18:31.490623] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2026-02-13T20:18:31.490690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:31.490726] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:31.490755] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:31.490816] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:31.552714] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:31.553643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:31.553740] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:31.553775] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:31.689278] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:31.689450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:31.689493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:31.689526] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:31.693660] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=23.56%)
[2026-02-13T20:18:31.693983] [INFO ] [FORECASTER] Completed predict_future for CC
[2026-02-13T20:18:31.694126] [INFO ] [sig       ] CC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:31.851704] [INFO ] [LOCAL     ] Saved forecast: CC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CC.txt
[2026-02-13T20:18:31.851873] [INFO ] [sig       ] [585/3406] Completed CC in 0.4s | 2.82 sym/s | Total: 3.5m | ETA: 16.6m
[2026-02-13T20:18:31.851914] [INFO ] [sig       ] [586/3406] Forecasting CCAP...
[2026-02-13T20:18:31.851946] [INFO ] [sig       ] Generating forecast for: CCAP
[2026-02-13T20:18:31.851976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2026-02-13T20:18:31.864831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCAP'.
[2026-02-13T20:18:31.865243] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2026-02-13T20:18:31.866096] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2026-02-13T20:18:31.866151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:31.866184] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:31.866212] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:31.866270] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:31.927947] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:31.928873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:31.928968] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:31.929002] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:32.059252] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:32.059418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:32.059460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:32.059490] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:32.063058] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: UP (p=95.84%)
[2026-02-13T20:18:32.063410] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2026-02-13T20:18:32.063610] [INFO ] [sig       ] CCAP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:32.214307] [INFO ] [LOCAL     ] Saved forecast: CCAP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CCAP.txt
[2026-02-13T20:18:32.214490] [INFO ] [sig       ] [586/3406] Completed CCAP in 0.4s | 2.82 sym/s | Total: 3.5m | ETA: 16.6m
[2026-02-13T20:18:32.214531] [INFO ] [sig       ] [587/3406] Forecasting CCB...
[2026-02-13T20:18:32.214562] [INFO ] [sig       ] Generating forecast for: CCB
[2026-02-13T20:18:32.214615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2026-02-13T20:18:32.226092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCB'.
[2026-02-13T20:18:32.226509] [INFO ] [FORECASTER] Starting predict_future for CCB
[2026-02-13T20:18:32.227358] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2026-02-13T20:18:32.227425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:32.227465] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:32.227494] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:32.227552] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:32.288531] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:32.289497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:32.289612] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:32.289649] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:32.418457] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:32.418636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:32.418680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:32.418711] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:32.422237] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: UP (p=59.49%)
[2026-02-13T20:18:32.422523] [INFO ] [FORECASTER] Completed predict_future for CCB
[2026-02-13T20:18:32.422675] [INFO ] [sig       ] CCB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:32.571046] [INFO ] [LOCAL     ] Saved forecast: CCB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CCB.txt
[2026-02-13T20:18:32.571263] [INFO ] [sig       ] [587/3406] Completed CCB in 0.4s | 2.82 sym/s | Total: 3.5m | ETA: 16.6m
[2026-02-13T20:18:32.571319] [INFO ] [sig       ] [588/3406] Forecasting CCBG...
[2026-02-13T20:18:32.571354] [INFO ] [sig       ] Generating forecast for: CCBG
[2026-02-13T20:18:32.571386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2026-02-13T20:18:32.582925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2026-02-13T20:18:32.583295] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2026-02-13T20:18:32.584148] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2026-02-13T20:18:32.584203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:32.584236] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:32.584263] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:32.584325] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:32.644516] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:32.645303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:32.645386] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:32.645421] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:32.772965] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:32.773129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:32.773173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:32.773205] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:32.776934] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2026-02-13T20:18:32.777229] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2026-02-13T20:18:32.777365] [INFO ] [sig       ] CCBG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:32.925839] [INFO ] [LOCAL     ] Saved forecast: CCBG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CCBG.txt
[2026-02-13T20:18:32.925987] [INFO ] [sig       ] [588/3406] Completed CCBG in 0.4s | 2.82 sym/s | Total: 3.5m | ETA: 16.6m
[2026-02-13T20:18:32.926029] [INFO ] [sig       ] [589/3406] Forecasting CCCC...
[2026-02-13T20:18:32.926060] [INFO ] [sig       ] Generating forecast for: CCCC
[2026-02-13T20:18:32.926091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2026-02-13T20:18:32.938173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCCC'.
[2026-02-13T20:18:32.938615] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2026-02-13T20:18:32.939426] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2026-02-13T20:18:32.939481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:32.939513] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:32.939541] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:32.939617] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:33.000808] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:33.001656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:33.001744] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:33.001778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:33.126655] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:33.126809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:33.126848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:33.126876] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:33.130284] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: UP (p=75.97%)
[2026-02-13T20:18:33.130614] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2026-02-13T20:18:33.130789] [INFO ] [sig       ] CCCC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:33.281463] [INFO ] [LOCAL     ] Saved forecast: CCCC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CCCC.txt
[2026-02-13T20:18:33.281634] [INFO ] [sig       ] [589/3406] Completed CCCC in 0.4s | 2.82 sym/s | Total: 3.5m | ETA: 16.6m
[2026-02-13T20:18:33.281683] [INFO ] [sig       ] [590/3406] Forecasting CCD...
[2026-02-13T20:18:33.281714] [INFO ] [sig       ] Generating forecast for: CCD
[2026-02-13T20:18:33.281745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2026-02-13T20:18:33.293431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCD'.
[2026-02-13T20:18:33.293837] [INFO ] [FORECASTER] Starting predict_future for CCD
[2026-02-13T20:18:33.294760] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2026-02-13T20:18:33.294813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:33.294848] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:33.294875] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:33.294932] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:33.355519] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:33.356384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:33.356472] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:33.356508] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:33.481289] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:33.481453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:33.481493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:33.481524] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:33.485049] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=25.31%)
[2026-02-13T20:18:33.485333] [INFO ] [FORECASTER] Completed predict_future for CCD
[2026-02-13T20:18:33.485471] [INFO ] [sig       ] CCD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:33.637210] [INFO ] [LOCAL     ] Saved forecast: CCD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CCD.txt
[2026-02-13T20:18:33.637358] [INFO ] [sig       ] [590/3406] Completed CCD in 0.4s | 2.82 sym/s | Total: 3.5m | ETA: 16.6m
[2026-02-13T20:18:33.637398] [INFO ] [sig       ] [591/3406] Forecasting CCEC...
[2026-02-13T20:18:33.637431] [INFO ] [sig       ] Generating forecast for: CCEC
[2026-02-13T20:18:33.637461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2026-02-13T20:18:33.649234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2026-02-13T20:18:33.649644] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2026-02-13T20:18:33.650420] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2026-02-13T20:18:33.650472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:33.650532] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:33.650560] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:33.650637] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:33.707098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:33.707851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:33.707932] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:33.707964] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:33.813827] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:33.813984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:33.814044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:33.814089] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:33.817698] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: DOWN (p=20.36%)
[2026-02-13T20:18:33.817984] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2026-02-13T20:18:33.818121] [INFO ] [sig       ] CCEC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:33.964659] [INFO ] [LOCAL     ] Saved forecast: CCEC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CCEC.txt
[2026-02-13T20:18:33.964799] [INFO ] [sig       ] [591/3406] Completed CCEC in 0.3s | 2.82 sym/s | Total: 3.5m | ETA: 16.6m
[2026-02-13T20:18:33.964839] [INFO ] [sig       ] [592/3406] Forecasting CCEP...
[2026-02-13T20:18:33.964867] [INFO ] [sig       ] Generating forecast for: CCEP
[2026-02-13T20:18:33.964895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2026-02-13T20:18:33.976113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2026-02-13T20:18:33.976476] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2026-02-13T20:18:33.977310] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2026-02-13T20:18:33.977374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:33.977411] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:33.977443] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:33.977506] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:34.035255] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:34.036053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:34.036139] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:34.036174] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:34.160861] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:34.161019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:34.161059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:34.161090] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:34.164559] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: UP (p=65.86%)
[2026-02-13T20:18:34.164867] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2026-02-13T20:18:34.164999] [INFO ] [sig       ] CCEP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:34.306856] [INFO ] [LOCAL     ] Saved forecast: CCEP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CCEP.txt
[2026-02-13T20:18:34.307000] [INFO ] [sig       ] [592/3406] Completed CCEP in 0.3s | 2.82 sym/s | Total: 3.5m | ETA: 16.6m
[2026-02-13T20:18:34.307040] [INFO ] [sig       ] [593/3406] Forecasting CCI...
[2026-02-13T20:18:34.307071] [INFO ] [sig       ] Generating forecast for: CCI
[2026-02-13T20:18:34.307100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2026-02-13T20:18:34.318132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2026-02-13T20:18:34.318485] [INFO ] [FORECASTER] Starting predict_future for CCI
[2026-02-13T20:18:34.319289] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2026-02-13T20:18:34.319349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:34.319389] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:34.319421] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:34.319489] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:34.375937] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:34.376782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:34.376883] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:34.376917] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:34.497625] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:34.497794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:34.497834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:34.497862] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:34.501341] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=10.70%)
[2026-02-13T20:18:34.501653] [INFO ] [FORECASTER] Completed predict_future for CCI
[2026-02-13T20:18:34.501783] [INFO ] [sig       ] CCI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:34.641933] [INFO ] [LOCAL     ] Saved forecast: CCI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CCI.txt
[2026-02-13T20:18:34.642075] [INFO ] [sig       ] [593/3406] Completed CCI in 0.3s | 2.82 sym/s | Total: 3.5m | ETA: 16.6m
[2026-02-13T20:18:34.642116] [INFO ] [sig       ] [594/3406] Forecasting CCIF...
[2026-02-13T20:18:34.642145] [INFO ] [sig       ] Generating forecast for: CCIF
[2026-02-13T20:18:34.642176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2026-02-13T20:18:34.653530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2026-02-13T20:18:34.653949] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2026-02-13T20:18:34.654746] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2026-02-13T20:18:34.654799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:34.654830] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:34.654856] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:34.654912] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:34.710994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:34.711799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:34.711886] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:34.711920] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:34.836035] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:34.836196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:34.836239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:34.836318] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:34.840055] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=29.99%)
[2026-02-13T20:18:34.840347] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2026-02-13T20:18:34.840507] [INFO ] [sig       ] CCIF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:34.989791] [INFO ] [LOCAL     ] Saved forecast: CCIF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CCIF.txt
[2026-02-13T20:18:34.989965] [INFO ] [sig       ] [594/3406] Completed CCIF in 0.3s | 2.82 sym/s | Total: 3.5m | ETA: 16.6m
[2026-02-13T20:18:34.990011] [INFO ] [sig       ] [595/3406] Forecasting CCJ...
[2026-02-13T20:18:34.990040] [INFO ] [sig       ] Generating forecast for: CCJ
[2026-02-13T20:18:34.990071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2026-02-13T20:18:35.001552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCJ'.
[2026-02-13T20:18:35.001957] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2026-02-13T20:18:35.002821] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2026-02-13T20:18:35.002875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:35.002923] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:35.002954] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:35.003014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:35.065103] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:35.066156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:35.066240] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:35.066275] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:35.201893] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:35.202067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:35.202115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:35.202146] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:35.206196] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=7.50%)
[2026-02-13T20:18:35.206523] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2026-02-13T20:18:35.206705] [INFO ] [sig       ] CCJ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:35.364194] [INFO ] [LOCAL     ] Saved forecast: CCJ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CCJ.txt
[2026-02-13T20:18:35.364414] [INFO ] [sig       ] [595/3406] Completed CCJ in 0.4s | 2.82 sym/s | Total: 3.5m | ETA: 16.6m
[2026-02-13T20:18:35.364484] [INFO ] [sig       ] [596/3406] Forecasting CCK...
[2026-02-13T20:18:35.364715] [INFO ] [sig       ] Generating forecast for: CCK
[2026-02-13T20:18:35.364776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2026-02-13T20:18:35.380740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCK'.
[2026-02-13T20:18:35.381266] [INFO ] [FORECASTER] Starting predict_future for CCK
[2026-02-13T20:18:35.382569] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2026-02-13T20:18:35.382674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:35.382730] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:35.382782] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:35.382882] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:35.444237] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:35.445120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:35.445205] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:35.445238] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:35.574131] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:35.574296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:35.574345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:35.574376] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:35.578097] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=94.58%)
[2026-02-13T20:18:35.578384] [INFO ] [FORECASTER] Completed predict_future for CCK
[2026-02-13T20:18:35.578515] [INFO ] [sig       ] CCK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:35.725592] [INFO ] [LOCAL     ] Saved forecast: CCK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CCK.txt
[2026-02-13T20:18:35.725752] [INFO ] [sig       ] [596/3406] Completed CCK in 0.4s | 2.82 sym/s | Total: 3.5m | ETA: 16.6m
[2026-02-13T20:18:35.725796] [INFO ] [sig       ] [597/3406] Forecasting CCL...
[2026-02-13T20:18:35.725829] [INFO ] [sig       ] Generating forecast for: CCL
[2026-02-13T20:18:35.725861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2026-02-13T20:18:35.739271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCL'.
[2026-02-13T20:18:35.739706] [INFO ] [FORECASTER] Starting predict_future for CCL
[2026-02-13T20:18:35.740644] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2026-02-13T20:18:35.740701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:35.740734] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:35.740761] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:35.740818] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:35.800570] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:35.801553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:35.801671] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:35.801709] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:35.929776] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:35.929929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:35.929975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:35.930006] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:35.933649] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=52.10%)
[2026-02-13T20:18:35.933953] [INFO ] [FORECASTER] Completed predict_future for CCL
[2026-02-13T20:18:35.934092] [INFO ] [sig       ] CCL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:36.082186] [INFO ] [LOCAL     ] Saved forecast: CCL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CCL.txt
[2026-02-13T20:18:36.082357] [INFO ] [sig       ] [597/3406] Completed CCL in 0.4s | 2.82 sym/s | Total: 3.5m | ETA: 16.6m
[2026-02-13T20:18:36.082400] [INFO ] [sig       ] [598/3406] Forecasting CCLD...
[2026-02-13T20:18:36.082428] [INFO ] [sig       ] Generating forecast for: CCLD
[2026-02-13T20:18:36.082466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2026-02-13T20:18:36.094018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2026-02-13T20:18:36.094363] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2026-02-13T20:18:36.095200] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2026-02-13T20:18:36.095254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:36.095293] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:36.095323] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:36.095408] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:36.152800] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:36.153720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:36.153839] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:36.153874] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:36.273797] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:36.273959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:36.273998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:36.274028] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:36.277535] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=27.76%)
[2026-02-13T20:18:36.277887] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2026-02-13T20:18:36.278029] [INFO ] [sig       ] CCLD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:36.418943] [INFO ] [LOCAL     ] Saved forecast: CCLD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CCLD.txt
[2026-02-13T20:18:36.419077] [INFO ] [sig       ] [598/3406] Completed CCLD in 0.3s | 2.82 sym/s | Total: 3.5m | ETA: 16.6m
[2026-02-13T20:18:36.419115] [INFO ] [sig       ] [599/3406] Forecasting CCNE...
[2026-02-13T20:18:36.419145] [INFO ] [sig       ] Generating forecast for: CCNE
[2026-02-13T20:18:36.419191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2026-02-13T20:18:36.430171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2026-02-13T20:18:36.430512] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2026-02-13T20:18:36.431285] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2026-02-13T20:18:36.431337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:36.431368] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:36.431395] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:36.431451] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:36.489143] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:36.490038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:36.490122] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:36.490155] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:36.614738] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:36.614898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:36.614941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:36.614970] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:36.618715] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: DOWN (p=17.09%)
[2026-02-13T20:18:36.619073] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2026-02-13T20:18:36.619244] [INFO ] [sig       ] CCNE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:36.765447] [INFO ] [LOCAL     ] Saved forecast: CCNE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CCNE.txt
[2026-02-13T20:18:36.765598] [INFO ] [sig       ] [599/3406] Completed CCNE in 0.3s | 2.82 sym/s | Total: 3.5m | ETA: 16.6m
[2026-02-13T20:18:36.765641] [INFO ] [sig       ] [600/3406] Forecasting CCO...
[2026-02-13T20:18:36.765670] [INFO ] [sig       ] Generating forecast for: CCO
[2026-02-13T20:18:36.765701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2026-02-13T20:18:36.777537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2026-02-13T20:18:36.777913] [INFO ] [FORECASTER] Starting predict_future for CCO
[2026-02-13T20:18:36.778758] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2026-02-13T20:18:36.778814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:36.778856] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:36.778895] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:36.778962] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:36.836291] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:36.836956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:36.837034] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:36.837066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:36.961380] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:36.961541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:36.961600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:36.961633] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:36.965107] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: DOWN (p=20.08%)
[2026-02-13T20:18:36.965395] [INFO ] [FORECASTER] Completed predict_future for CCO
[2026-02-13T20:18:36.965533] [INFO ] [sig       ] CCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:37.105837] [INFO ] [LOCAL     ] Saved forecast: CCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CCO.txt
[2026-02-13T20:18:37.105972] [INFO ] [sig       ] [600/3406] Completed CCO in 0.3s | 2.82 sym/s | Total: 3.5m | ETA: 16.6m
[2026-02-13T20:18:37.106012] [INFO ] [sig       ] [601/3406] Forecasting CCOI...
[2026-02-13T20:18:37.106042] [INFO ] [sig       ] Generating forecast for: CCOI
[2026-02-13T20:18:37.106071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2026-02-13T20:18:37.117131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2026-02-13T20:18:37.117446] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2026-02-13T20:18:37.118277] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2026-02-13T20:18:37.118330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:37.118361] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:37.118388] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:37.118444] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:37.177305] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:37.178232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:37.178358] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:37.178393] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:37.298930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:37.299088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:37.299128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:37.299156] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:37.302597] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2026-02-13T20:18:37.302886] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2026-02-13T20:18:37.303011] [INFO ] [sig       ] CCOI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:37.445647] [INFO ] [LOCAL     ] Saved forecast: CCOI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CCOI.txt
[2026-02-13T20:18:37.445772] [INFO ] [sig       ] [601/3406] Completed CCOI in 0.3s | 2.83 sym/s | Total: 3.5m | ETA: 16.5m
[2026-02-13T20:18:37.445811] [INFO ] [sig       ] [602/3406] Forecasting CCRN...
[2026-02-13T20:18:37.445841] [INFO ] [sig       ] Generating forecast for: CCRN
[2026-02-13T20:18:37.445870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2026-02-13T20:18:37.457033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCRN'.
[2026-02-13T20:18:37.457383] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2026-02-13T20:18:37.458400] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2026-02-13T20:18:37.458453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:37.458485] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:37.458517] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:37.458590] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:37.523318] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:37.524704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:37.524899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:37.524937] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:37.653339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:37.653525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:37.653605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:37.653669] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:37.657837] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: UP (p=65.99%)
[2026-02-13T20:18:37.658245] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2026-02-13T20:18:37.658437] [INFO ] [sig       ] CCRN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:37.805764] [INFO ] [LOCAL     ] Saved forecast: CCRN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CCRN.txt
[2026-02-13T20:18:37.805922] [INFO ] [sig       ] [602/3406] Completed CCRN in 0.4s | 2.83 sym/s | Total: 3.6m | ETA: 16.5m
[2026-02-13T20:18:37.805968] [INFO ] [sig       ] [603/3406] Forecasting CCS...
[2026-02-13T20:18:37.805999] [INFO ] [sig       ] Generating forecast for: CCS
[2026-02-13T20:18:37.806029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2026-02-13T20:18:37.820223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2026-02-13T20:18:37.820644] [INFO ] [FORECASTER] Starting predict_future for CCS
[2026-02-13T20:18:37.821453] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2026-02-13T20:18:37.821507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:37.821544] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:37.821570] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:37.821655] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:37.879196] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:37.880026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:37.880125] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:37.880160] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:38.001429] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:38.001633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:38.001684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:38.001719] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:38.005766] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2026-02-13T20:18:38.006084] [INFO ] [FORECASTER] Completed predict_future for CCS
[2026-02-13T20:18:38.006238] [INFO ] [sig       ] CCS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:38.153020] [INFO ] [LOCAL     ] Saved forecast: CCS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CCS.txt
[2026-02-13T20:18:38.153159] [INFO ] [sig       ] [603/3406] Completed CCS in 0.3s | 2.83 sym/s | Total: 3.6m | ETA: 16.5m
[2026-02-13T20:18:38.153198] [INFO ] [sig       ] [604/3406] Forecasting CCSI...
[2026-02-13T20:18:38.153227] [INFO ] [sig       ] Generating forecast for: CCSI
[2026-02-13T20:18:38.153258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2026-02-13T20:18:38.165318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2026-02-13T20:18:38.165728] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2026-02-13T20:18:38.166597] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2026-02-13T20:18:38.166666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:38.166701] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:38.166729] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:38.166787] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:38.223673] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:38.224432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:38.224532] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:38.224596] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:38.343455] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:38.343642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:38.343685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:38.343714] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:38.347311] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=97.01%)
[2026-02-13T20:18:38.347636] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2026-02-13T20:18:38.347767] [INFO ] [sig       ] CCSI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:38.487873] [INFO ] [LOCAL     ] Saved forecast: CCSI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CCSI.txt
[2026-02-13T20:18:38.488055] [INFO ] [sig       ] [604/3406] Completed CCSI in 0.3s | 2.83 sym/s | Total: 3.6m | ETA: 16.5m
[2026-02-13T20:18:38.488095] [INFO ] [sig       ] [605/3406] Forecasting CDC...
[2026-02-13T20:18:38.488126] [INFO ] [sig       ] Generating forecast for: CDC
[2026-02-13T20:18:38.488156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2026-02-13T20:18:38.499160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDC'.
[2026-02-13T20:18:38.499592] [INFO ] [FORECASTER] Starting predict_future for CDC
[2026-02-13T20:18:38.500392] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2026-02-13T20:18:38.500444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:38.500476] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:38.500504] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:38.500564] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:38.556943] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:38.557813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:38.557898] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:38.557930] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:38.674101] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:38.674261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:38.674300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:38.674329] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:38.677752] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: UP (p=96.88%)
[2026-02-13T20:18:38.678035] [INFO ] [FORECASTER] Completed predict_future for CDC
[2026-02-13T20:18:38.678161] [INFO ] [sig       ] CDC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:38.818437] [INFO ] [LOCAL     ] Saved forecast: CDC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CDC.txt
[2026-02-13T20:18:38.818610] [INFO ] [sig       ] [605/3406] Completed CDC in 0.3s | 2.83 sym/s | Total: 3.6m | ETA: 16.5m
[2026-02-13T20:18:38.818652] [INFO ] [sig       ] [606/3406] Forecasting CDE...
[2026-02-13T20:18:38.818682] [INFO ] [sig       ] Generating forecast for: CDE
[2026-02-13T20:18:38.818712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2026-02-13T20:18:38.829997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDE'.
[2026-02-13T20:18:38.830317] [INFO ] [FORECASTER] Starting predict_future for CDE
[2026-02-13T20:18:38.831113] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2026-02-13T20:18:38.831165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:38.831196] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:38.831222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:38.831292] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:38.887903] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:38.888631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:38.888712] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:38.888744] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:39.011274] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:39.011434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:39.011473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:39.011501] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:39.015226] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=52.70%)
[2026-02-13T20:18:39.015530] [INFO ] [FORECASTER] Completed predict_future for CDE
[2026-02-13T20:18:39.015713] [INFO ] [sig       ] CDE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:39.156085] [INFO ] [LOCAL     ] Saved forecast: CDE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CDE.txt
[2026-02-13T20:18:39.156247] [INFO ] [sig       ] [606/3406] Completed CDE in 0.3s | 2.83 sym/s | Total: 3.6m | ETA: 16.5m
[2026-02-13T20:18:39.156287] [INFO ] [sig       ] [607/3406] Forecasting CDIO...
[2026-02-13T20:18:39.156316] [INFO ] [sig       ] Generating forecast for: CDIO
[2026-02-13T20:18:39.156345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2026-02-13T20:18:39.167694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2026-02-13T20:18:39.168059] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2026-02-13T20:18:39.168909] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2026-02-13T20:18:39.168961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:39.168993] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:39.169019] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:39.169074] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:39.227721] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:39.228731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:39.228828] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:39.228863] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:39.361804] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:39.361985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:39.362026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:39.362055] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:39.365949] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: UP (p=74.57%)
[2026-02-13T20:18:39.366361] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2026-02-13T20:18:39.366513] [INFO ] [sig       ] CDIO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:39.512613] [INFO ] [LOCAL     ] Saved forecast: CDIO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CDIO.txt
[2026-02-13T20:18:39.512770] [INFO ] [sig       ] [607/3406] Completed CDIO in 0.4s | 2.83 sym/s | Total: 3.6m | ETA: 16.5m
[2026-02-13T20:18:39.512812] [INFO ] [sig       ] [608/3406] Forecasting CDL...
[2026-02-13T20:18:39.512840] [INFO ] [sig       ] Generating forecast for: CDL
[2026-02-13T20:18:39.512870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2026-02-13T20:18:39.524796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2026-02-13T20:18:39.525246] [INFO ] [FORECASTER] Starting predict_future for CDL
[2026-02-13T20:18:39.526127] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2026-02-13T20:18:39.526197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:39.526260] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:39.526290] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:39.526348] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:39.585133] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:39.586291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:39.586401] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:39.586443] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:39.711151] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:39.711313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:39.711354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:39.711385] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:39.715475] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2026-02-13T20:18:39.715795] [INFO ] [FORECASTER] Completed predict_future for CDL
[2026-02-13T20:18:39.715931] [INFO ] [sig       ] CDL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:39.855625] [INFO ] [LOCAL     ] Saved forecast: CDL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CDL.txt
[2026-02-13T20:18:39.855782] [INFO ] [sig       ] [608/3406] Completed CDL in 0.3s | 2.83 sym/s | Total: 3.6m | ETA: 16.5m
[2026-02-13T20:18:39.855824] [INFO ] [sig       ] [609/3406] Forecasting CDNA...
[2026-02-13T20:18:39.855853] [INFO ] [sig       ] Generating forecast for: CDNA
[2026-02-13T20:18:39.855882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2026-02-13T20:18:39.868509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2026-02-13T20:18:39.868948] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2026-02-13T20:18:39.869922] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2026-02-13T20:18:39.869982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:39.870022] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:39.870063] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:39.870140] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:39.931607] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:39.932480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:39.932566] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:39.932629] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:40.052784] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:40.052941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:40.052981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:40.053009] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:40.056443] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2026-02-13T20:18:40.056741] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2026-02-13T20:18:40.056894] [INFO ] [sig       ] CDNA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:40.199588] [INFO ] [LOCAL     ] Saved forecast: CDNA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CDNA.txt
[2026-02-13T20:18:40.199730] [INFO ] [sig       ] [609/3406] Completed CDNA in 0.3s | 2.83 sym/s | Total: 3.6m | ETA: 16.5m
[2026-02-13T20:18:40.199771] [INFO ] [sig       ] [610/3406] Forecasting CDNS...
[2026-02-13T20:18:40.199799] [INFO ] [sig       ] Generating forecast for: CDNS
[2026-02-13T20:18:40.199829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2026-02-13T20:18:40.211008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2026-02-13T20:18:40.211357] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2026-02-13T20:18:40.212157] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2026-02-13T20:18:40.212210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:40.212242] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:40.212268] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:40.212324] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:40.269092] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:40.269860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:40.269942] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:40.269975] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:40.394224] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:40.394383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:40.394424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:40.394453] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:40.398110] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2026-02-13T20:18:40.398408] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2026-02-13T20:18:40.398550] [INFO ] [sig       ] CDNS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:40.556094] [INFO ] [LOCAL     ] Saved forecast: CDNS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CDNS.txt
[2026-02-13T20:18:40.556260] [INFO ] [sig       ] [610/3406] Completed CDNS in 0.4s | 2.83 sym/s | Total: 3.6m | ETA: 16.5m
[2026-02-13T20:18:40.556301] [INFO ] [sig       ] [611/3406] Forecasting CDP...
[2026-02-13T20:18:40.556331] [INFO ] [sig       ] Generating forecast for: CDP
[2026-02-13T20:18:40.556362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2026-02-13T20:18:40.570643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2026-02-13T20:18:40.571009] [INFO ] [FORECASTER] Starting predict_future for CDP
[2026-02-13T20:18:40.571859] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2026-02-13T20:18:40.571914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:40.571946] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:40.571973] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:40.572031] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:40.631614] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:40.632474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:40.632565] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:40.632619] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:40.750120] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:40.750270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:40.750309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:40.750371] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:40.754072] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2026-02-13T20:18:40.754380] [INFO ] [FORECASTER] Completed predict_future for CDP
[2026-02-13T20:18:40.754533] [INFO ] [sig       ] CDP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:40.895729] [INFO ] [LOCAL     ] Saved forecast: CDP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CDP.txt
[2026-02-13T20:18:40.895868] [INFO ] [sig       ] [611/3406] Completed CDP in 0.3s | 2.83 sym/s | Total: 3.6m | ETA: 16.5m
[2026-02-13T20:18:40.895922] [INFO ] [sig       ] [612/3406] Forecasting CDRE...
[2026-02-13T20:18:40.895953] [INFO ] [sig       ] Generating forecast for: CDRE
[2026-02-13T20:18:40.895983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2026-02-13T20:18:40.906932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2026-02-13T20:18:40.907257] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2026-02-13T20:18:40.908121] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2026-02-13T20:18:40.908175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:40.908207] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:40.908234] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:40.908291] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:40.969607] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:40.970433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:40.970524] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:40.970566] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:41.096477] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:41.096678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:41.096720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:41.096749] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:41.100334] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2026-02-13T20:18:41.100680] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2026-02-13T20:18:41.100819] [INFO ] [sig       ] CDRE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:41.243318] [INFO ] [LOCAL     ] Saved forecast: CDRE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CDRE.txt
[2026-02-13T20:18:41.243448] [INFO ] [sig       ] [612/3406] Completed CDRE in 0.3s | 2.83 sym/s | Total: 3.6m | ETA: 16.5m
[2026-02-13T20:18:41.243487] [INFO ] [sig       ] [613/3406] Forecasting CDRO...
[2026-02-13T20:18:41.243516] [INFO ] [sig       ] Generating forecast for: CDRO
[2026-02-13T20:18:41.243545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2026-02-13T20:18:41.254329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2026-02-13T20:18:41.254690] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2026-02-13T20:18:41.255489] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2026-02-13T20:18:41.255542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:41.255592] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:41.255623] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:41.255683] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:41.316355] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:41.317100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:41.317181] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:41.317215] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:41.427736] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:41.427897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:41.427939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:41.427969] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:41.432074] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=94.51%)
[2026-02-13T20:18:41.432374] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2026-02-13T20:18:41.432510] [INFO ] [sig       ] CDRO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:41.576430] [INFO ] [LOCAL     ] Saved forecast: CDRO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CDRO.txt
[2026-02-13T20:18:41.576565] [INFO ] [sig       ] [613/3406] Completed CDRO in 0.3s | 2.83 sym/s | Total: 3.6m | ETA: 16.5m
[2026-02-13T20:18:41.576622] [INFO ] [sig       ] [614/3406] Forecasting CDXS...
[2026-02-13T20:18:41.576653] [INFO ] [sig       ] Generating forecast for: CDXS
[2026-02-13T20:18:41.576684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2026-02-13T20:18:41.587328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2026-02-13T20:18:41.587703] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2026-02-13T20:18:41.588495] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2026-02-13T20:18:41.588558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:41.588621] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:41.588654] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:41.588716] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:41.647802] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:41.648439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:41.648519] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:41.648552] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:41.770486] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:41.770660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:41.770701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:41.770731] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:41.774405] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: DOWN (p=34.44%)
[2026-02-13T20:18:41.774904] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2026-02-13T20:18:41.775033] [INFO ] [sig       ] CDXS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:41.916717] [INFO ] [LOCAL     ] Saved forecast: CDXS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CDXS.txt
[2026-02-13T20:18:41.916846] [INFO ] [sig       ] [614/3406] Completed CDXS in 0.3s | 2.83 sym/s | Total: 3.6m | ETA: 16.5m
[2026-02-13T20:18:41.916884] [INFO ] [sig       ] [615/3406] Forecasting CDZI...
[2026-02-13T20:18:41.916913] [INFO ] [sig       ] Generating forecast for: CDZI
[2026-02-13T20:18:41.916943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2026-02-13T20:18:41.927883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2026-02-13T20:18:41.928219] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2026-02-13T20:18:41.929054] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2026-02-13T20:18:41.929105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:41.929137] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:41.929163] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:41.929219] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:41.985502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:41.986137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:41.986215] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:41.986248] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:42.114027] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:42.114182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:42.114251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:42.114282] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:42.117740] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: UP (p=71.56%)
[2026-02-13T20:18:42.118015] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2026-02-13T20:18:42.118141] [INFO ] [sig       ] CDZI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:42.257964] [INFO ] [LOCAL     ] Saved forecast: CDZI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CDZI.txt
[2026-02-13T20:18:42.258097] [INFO ] [sig       ] [615/3406] Completed CDZI in 0.3s | 2.83 sym/s | Total: 3.6m | ETA: 16.5m
[2026-02-13T20:18:42.258135] [INFO ] [sig       ] [616/3406] Forecasting CE...
[2026-02-13T20:18:42.258165] [INFO ] [sig       ] Generating forecast for: CE
[2026-02-13T20:18:42.258195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2026-02-13T20:18:42.269202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2026-02-13T20:18:42.269523] [INFO ] [FORECASTER] Starting predict_future for CE
[2026-02-13T20:18:42.270317] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2026-02-13T20:18:42.270369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:42.270401] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:42.270428] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:42.270485] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:42.327564] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:42.328222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:42.328301] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:42.328334] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:42.450780] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:42.450927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:42.450967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:42.450997] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:42.454477] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: UP (p=65.62%)
[2026-02-13T20:18:42.454785] [INFO ] [FORECASTER] Completed predict_future for CE
[2026-02-13T20:18:42.454919] [INFO ] [sig       ] CE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:42.594105] [INFO ] [LOCAL     ] Saved forecast: CE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CE.txt
[2026-02-13T20:18:42.594236] [INFO ] [sig       ] [616/3406] Completed CE in 0.3s | 2.83 sym/s | Total: 3.6m | ETA: 16.4m
[2026-02-13T20:18:42.594274] [INFO ] [sig       ] [617/3406] Forecasting CECO...
[2026-02-13T20:18:42.594305] [INFO ] [sig       ] Generating forecast for: CECO
[2026-02-13T20:18:42.594335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2026-02-13T20:18:42.605717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CECO'.
[2026-02-13T20:18:42.606032] [INFO ] [FORECASTER] Starting predict_future for CECO
[2026-02-13T20:18:42.606849] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2026-02-13T20:18:42.606900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:42.606932] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:42.606958] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:42.607014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:42.666089] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:42.667014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:42.667115] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:42.667154] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:42.782859] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:42.782996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:42.783037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:42.783067] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:42.786533] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=37.54%)
[2026-02-13T20:18:42.786844] [INFO ] [FORECASTER] Completed predict_future for CECO
[2026-02-13T20:18:42.786977] [INFO ] [sig       ] CECO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:42.927066] [INFO ] [LOCAL     ] Saved forecast: CECO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CECO.txt
[2026-02-13T20:18:42.927199] [INFO ] [sig       ] [617/3406] Completed CECO in 0.3s | 2.83 sym/s | Total: 3.6m | ETA: 16.4m
[2026-02-13T20:18:42.927238] [INFO ] [sig       ] [618/3406] Forecasting CEG...
[2026-02-13T20:18:42.927267] [INFO ] [sig       ] Generating forecast for: CEG
[2026-02-13T20:18:42.927297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2026-02-13T20:18:42.938686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEG'.
[2026-02-13T20:18:42.939032] [INFO ] [FORECASTER] Starting predict_future for CEG
[2026-02-13T20:18:42.939864] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2026-02-13T20:18:42.939916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:42.939950] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:42.939978] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:42.940036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:42.998930] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:42.999639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:42.999749] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:42.999784] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:43.121849] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:43.122010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:43.122051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:43.122081] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:43.125652] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: UP (p=84.33%)
[2026-02-13T20:18:43.126002] [INFO ] [FORECASTER] Completed predict_future for CEG
[2026-02-13T20:18:43.126144] [INFO ] [sig       ] CEG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:43.266197] [INFO ] [LOCAL     ] Saved forecast: CEG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CEG.txt
[2026-02-13T20:18:43.266326] [INFO ] [sig       ] [618/3406] Completed CEG in 0.3s | 2.83 sym/s | Total: 3.6m | ETA: 16.4m
[2026-02-13T20:18:43.266365] [INFO ] [sig       ] [619/3406] Forecasting CELC...
[2026-02-13T20:18:43.266395] [INFO ] [sig       ] Generating forecast for: CELC
[2026-02-13T20:18:43.266425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2026-02-13T20:18:43.277548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2026-02-13T20:18:43.277952] [INFO ] [FORECASTER] Starting predict_future for CELC
[2026-02-13T20:18:43.278772] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2026-02-13T20:18:43.278826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:43.278892] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:43.278923] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:43.278982] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:43.336947] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:43.337625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:43.337709] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:43.337744] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:43.452397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:43.452552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:43.452611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:43.452641] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:43.456010] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=83.35%)
[2026-02-13T20:18:43.456286] [INFO ] [FORECASTER] Completed predict_future for CELC
[2026-02-13T20:18:43.456414] [INFO ] [sig       ] CELC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:43.602705] [INFO ] [LOCAL     ] Saved forecast: CELC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CELC.txt
[2026-02-13T20:18:43.602863] [INFO ] [sig       ] [619/3406] Completed CELC in 0.3s | 2.83 sym/s | Total: 3.6m | ETA: 16.4m
[2026-02-13T20:18:43.602903] [INFO ] [sig       ] [620/3406] Forecasting CELH...
[2026-02-13T20:18:43.602933] [INFO ] [sig       ] Generating forecast for: CELH
[2026-02-13T20:18:43.602964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2026-02-13T20:18:43.614419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2026-02-13T20:18:43.614913] [INFO ] [FORECASTER] Starting predict_future for CELH
[2026-02-13T20:18:43.615806] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2026-02-13T20:18:43.615864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:43.615897] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:43.615924] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:43.615981] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:43.674146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:43.675193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:43.675279] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:43.675331] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:43.796166] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:43.796323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:43.796364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:43.796393] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:43.799950] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: UP (p=95.23%)
[2026-02-13T20:18:43.800241] [INFO ] [FORECASTER] Completed predict_future for CELH
[2026-02-13T20:18:43.800375] [INFO ] [sig       ] CELH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:43.941235] [INFO ] [LOCAL     ] Saved forecast: CELH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CELH.txt
[2026-02-13T20:18:43.941369] [INFO ] [sig       ] [620/3406] Completed CELH in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 16.4m
[2026-02-13T20:18:43.941418] [INFO ] [sig       ] [621/3406] Forecasting CELZ...
[2026-02-13T20:18:43.941449] [INFO ] [sig       ] Generating forecast for: CELZ
[2026-02-13T20:18:43.941479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2026-02-13T20:18:43.952616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELZ'.
[2026-02-13T20:18:43.952988] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2026-02-13T20:18:43.953807] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2026-02-13T20:18:43.953859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:43.953891] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:43.953918] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:43.953973] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:44.012342] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:44.013325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:44.013414] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:44.013450] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:44.134770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:44.134926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:44.134965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:44.134995] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:44.138489] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=19.99%)
[2026-02-13T20:18:44.138828] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2026-02-13T20:18:44.138961] [INFO ] [sig       ] CELZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:44.284140] [INFO ] [LOCAL     ] Saved forecast: CELZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CELZ.txt
[2026-02-13T20:18:44.284309] [INFO ] [sig       ] [621/3406] Completed CELZ in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 16.4m
[2026-02-13T20:18:44.284350] [INFO ] [sig       ] [622/3406] Forecasting CENTA...
[2026-02-13T20:18:44.284378] [INFO ] [sig       ] Generating forecast for: CENTA
[2026-02-13T20:18:44.284407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2026-02-13T20:18:44.295332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2026-02-13T20:18:44.295709] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2026-02-13T20:18:44.296504] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2026-02-13T20:18:44.296558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:44.296615] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:44.296645] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:44.296704] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:44.353933] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:44.354659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:44.354741] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:44.354775] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:44.472936] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:44.473093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:44.473133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:44.473161] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:44.476702] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: DOWN (p=34.92%)
[2026-02-13T20:18:44.476987] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2026-02-13T20:18:44.477115] [INFO ] [sig       ] CENTA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:44.622016] [INFO ] [LOCAL     ] Saved forecast: CENTA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CENTA.txt
[2026-02-13T20:18:44.622151] [INFO ] [sig       ] [622/3406] Completed CENTA in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 16.4m
[2026-02-13T20:18:44.622190] [INFO ] [sig       ] [623/3406] Forecasting CENX...
[2026-02-13T20:18:44.622224] [INFO ] [sig       ] Generating forecast for: CENX
[2026-02-13T20:18:44.622256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2026-02-13T20:18:44.633621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2026-02-13T20:18:44.634001] [INFO ] [FORECASTER] Starting predict_future for CENX
[2026-02-13T20:18:44.634835] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2026-02-13T20:18:44.634887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:44.634918] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:44.634944] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:44.634999] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:44.693440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:44.694315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:44.694399] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:44.694431] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:44.824222] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:44.824377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:44.824418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:44.824447] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:44.827940] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: UP (p=63.94%)
[2026-02-13T20:18:44.828222] [INFO ] [FORECASTER] Completed predict_future for CENX
[2026-02-13T20:18:44.828351] [INFO ] [sig       ] CENX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:44.969517] [INFO ] [LOCAL     ] Saved forecast: CENX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CENX.txt
[2026-02-13T20:18:44.969680] [INFO ] [sig       ] [623/3406] Completed CENX in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 16.4m
[2026-02-13T20:18:44.969724] [INFO ] [sig       ] [624/3406] Forecasting CERS...
[2026-02-13T20:18:44.969754] [INFO ] [sig       ] Generating forecast for: CERS
[2026-02-13T20:18:44.969793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2026-02-13T20:18:44.983094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CERS'.
[2026-02-13T20:18:44.983426] [INFO ] [FORECASTER] Starting predict_future for CERS
[2026-02-13T20:18:44.984312] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2026-02-13T20:18:44.984366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:44.984401] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:44.984429] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:44.984491] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:45.048438] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:45.049270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:45.049354] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:45.049388] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:45.169590] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:45.169753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:45.169989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:45.170019] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:45.173591] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=10.94%)
[2026-02-13T20:18:45.173878] [INFO ] [FORECASTER] Completed predict_future for CERS
[2026-02-13T20:18:45.174010] [INFO ] [sig       ] CERS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:45.315936] [INFO ] [LOCAL     ] Saved forecast: CERS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CERS.txt
[2026-02-13T20:18:45.316081] [INFO ] [sig       ] [624/3406] Completed CERS in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 16.4m
[2026-02-13T20:18:45.316121] [INFO ] [sig       ] [625/3406] Forecasting CETX...
[2026-02-13T20:18:45.316152] [INFO ] [sig       ] Generating forecast for: CETX
[2026-02-13T20:18:45.316181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2026-02-13T20:18:45.326821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2026-02-13T20:18:45.327166] [INFO ] [FORECASTER] Starting predict_future for CETX
[2026-02-13T20:18:45.328038] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2026-02-13T20:18:45.328091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:45.328151] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:45.328179] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:45.328234] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:45.391986] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:45.392949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:45.393049] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:45.393084] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:45.508060] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:45.508215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:45.508254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:45.508282] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:45.511738] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: UP (p=80.14%)
[2026-02-13T20:18:45.512015] [INFO ] [FORECASTER] Completed predict_future for CETX
[2026-02-13T20:18:45.512142] [INFO ] [sig       ] CETX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:45.655118] [INFO ] [LOCAL     ] Saved forecast: CETX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CETX.txt
[2026-02-13T20:18:45.655259] [INFO ] [sig       ] [625/3406] Completed CETX in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 16.4m
[2026-02-13T20:18:45.655300] [INFO ] [sig       ] [626/3406] Forecasting CF...
[2026-02-13T20:18:45.655330] [INFO ] [sig       ] Generating forecast for: CF
[2026-02-13T20:18:45.655360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2026-02-13T20:18:45.666416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CF'.
[2026-02-13T20:18:45.666791] [INFO ] [FORECASTER] Starting predict_future for CF
[2026-02-13T20:18:45.667661] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2026-02-13T20:18:45.667737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:45.667783] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:45.667815] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:45.667874] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:45.727920] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:45.728652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:45.728765] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:45.728816] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:45.851084] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:45.851243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:45.851284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:45.851331] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:45.854881] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=86.07%)
[2026-02-13T20:18:45.855181] [INFO ] [FORECASTER] Completed predict_future for CF
[2026-02-13T20:18:45.855313] [INFO ] [sig       ] CF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:45.998155] [INFO ] [LOCAL     ] Saved forecast: CF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CF.txt
[2026-02-13T20:18:45.998306] [INFO ] [sig       ] [626/3406] Completed CF in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 16.4m
[2026-02-13T20:18:45.998347] [INFO ] [sig       ] [627/3406] Forecasting CFFN...
[2026-02-13T20:18:45.998378] [INFO ] [sig       ] Generating forecast for: CFFN
[2026-02-13T20:18:45.998409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2026-02-13T20:18:46.010434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2026-02-13T20:18:46.010824] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2026-02-13T20:18:46.011661] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2026-02-13T20:18:46.011714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:46.011747] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:46.011775] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:46.011833] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:46.074834] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:46.075682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:46.075768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:46.075801] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:46.199755] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:46.199912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:46.199953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:46.199982] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:46.203530] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: DOWN (p=43.66%)
[2026-02-13T20:18:46.203851] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2026-02-13T20:18:46.203987] [INFO ] [sig       ] CFFN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:46.351702] [INFO ] [LOCAL     ] Saved forecast: CFFN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CFFN.txt
[2026-02-13T20:18:46.351926] [INFO ] [sig       ] [627/3406] Completed CFFN in 0.4s | 2.83 sym/s | Total: 3.7m | ETA: 16.4m
[2026-02-13T20:18:46.351981] [INFO ] [sig       ] [628/3406] Forecasting CFG...
[2026-02-13T20:18:46.352023] [INFO ] [sig       ] Generating forecast for: CFG
[2026-02-13T20:18:46.352068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2026-02-13T20:18:46.366668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2026-02-13T20:18:46.367152] [INFO ] [FORECASTER] Starting predict_future for CFG
[2026-02-13T20:18:46.368302] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2026-02-13T20:18:46.368374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:46.368420] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:46.368458] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:46.368542] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:46.437228] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:46.438167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:46.438255] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:46.438331] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:46.578055] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:46.578235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:46.578286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:46.578323] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:46.582931] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: DOWN (p=26.47%)
[2026-02-13T20:18:46.583280] [INFO ] [FORECASTER] Completed predict_future for CFG
[2026-02-13T20:18:46.583449] [INFO ] [sig       ] CFG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:46.737732] [INFO ] [LOCAL     ] Saved forecast: CFG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CFG.txt
[2026-02-13T20:18:46.737897] [INFO ] [sig       ] [628/3406] Completed CFG in 0.4s | 2.83 sym/s | Total: 3.7m | ETA: 16.4m
[2026-02-13T20:18:46.737937] [INFO ] [sig       ] [629/3406] Forecasting CFO...
[2026-02-13T20:18:46.737968] [INFO ] [sig       ] Generating forecast for: CFO
[2026-02-13T20:18:46.737998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2026-02-13T20:18:46.749041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFO'.
[2026-02-13T20:18:46.749407] [INFO ] [FORECASTER] Starting predict_future for CFO
[2026-02-13T20:18:46.750213] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2026-02-13T20:18:46.750266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:46.750298] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:46.750325] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:46.750381] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:46.807168] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:46.808056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:46.808138] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:46.808170] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:46.919686] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:46.919865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:46.919904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:46.919933] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:46.923398] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2026-02-13T20:18:46.923710] [INFO ] [FORECASTER] Completed predict_future for CFO
[2026-02-13T20:18:46.923860] [INFO ] [sig       ] CFO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:47.063087] [INFO ] [LOCAL     ] Saved forecast: CFO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CFO.txt
[2026-02-13T20:18:47.063246] [INFO ] [sig       ] [629/3406] Completed CFO in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 16.4m
[2026-02-13T20:18:47.063284] [INFO ] [sig       ] [630/3406] Forecasting CG...
[2026-02-13T20:18:47.063313] [INFO ] [sig       ] Generating forecast for: CG
[2026-02-13T20:18:47.063343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2026-02-13T20:18:47.074591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CG'.
[2026-02-13T20:18:47.074974] [INFO ] [FORECASTER] Starting predict_future for CG
[2026-02-13T20:18:47.075776] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2026-02-13T20:18:47.075827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:47.075859] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:47.075885] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:47.075957] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:47.132779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:47.133683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:47.133781] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:47.133816] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:47.251626] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:47.251788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:47.251828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:47.251857] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:47.255297] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: UP (p=85.10%)
[2026-02-13T20:18:47.255595] [INFO ] [FORECASTER] Completed predict_future for CG
[2026-02-13T20:18:47.255729] [INFO ] [sig       ] CG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:47.401528] [INFO ] [LOCAL     ] Saved forecast: CG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CG.txt
[2026-02-13T20:18:47.401728] [INFO ] [sig       ] [630/3406] Completed CG in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 16.4m
[2026-02-13T20:18:47.401769] [INFO ] [sig       ] [631/3406] Forecasting CGABL...
[2026-02-13T20:18:47.401798] [INFO ] [sig       ] Generating forecast for: CGABL
[2026-02-13T20:18:47.401828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2026-02-13T20:18:47.413544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2026-02-13T20:18:47.413995] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2026-02-13T20:18:47.414822] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2026-02-13T20:18:47.414873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:47.414905] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:47.414931] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:47.414987] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:47.471426] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:47.472301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:47.472383] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:47.472417] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:47.587131] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:47.587289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:47.587330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:47.587358] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:47.590847] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: DOWN (p=6.51%)
[2026-02-13T20:18:47.591125] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2026-02-13T20:18:47.591251] [INFO ] [sig       ] CGABL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:47.729724] [INFO ] [LOCAL     ] Saved forecast: CGABL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CGABL.txt
[2026-02-13T20:18:47.729856] [INFO ] [sig       ] [631/3406] Completed CGABL in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 16.3m
[2026-02-13T20:18:47.729896] [INFO ] [sig       ] [632/3406] Forecasting CGBD...
[2026-02-13T20:18:47.729923] [INFO ] [sig       ] Generating forecast for: CGBD
[2026-02-13T20:18:47.729952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2026-02-13T20:18:47.741428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2026-02-13T20:18:47.741777] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2026-02-13T20:18:47.742646] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2026-02-13T20:18:47.742713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:47.742754] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:47.742791] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:47.742856] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:47.800311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:47.801029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:47.801110] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:47.801144] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:47.915257] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:47.915404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:47.915443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:47.915472] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:47.919016] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2026-02-13T20:18:47.919289] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2026-02-13T20:18:47.919413] [INFO ] [sig       ] CGBD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:48.058823] [INFO ] [LOCAL     ] Saved forecast: CGBD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CGBD.txt
[2026-02-13T20:18:48.058958] [INFO ] [sig       ] [632/3406] Completed CGBD in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 16.3m
[2026-02-13T20:18:48.058998] [INFO ] [sig       ] [633/3406] Forecasting CGC...
[2026-02-13T20:18:48.059028] [INFO ] [sig       ] Generating forecast for: CGC
[2026-02-13T20:18:48.059058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2026-02-13T20:18:48.070455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2026-02-13T20:18:48.070803] [INFO ] [FORECASTER] Starting predict_future for CGC
[2026-02-13T20:18:48.071598] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2026-02-13T20:18:48.071651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:48.071682] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:48.071712] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:48.071768] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:48.129302] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:48.129986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:48.130068] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:48.130101] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:48.248861] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:48.249008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:48.249049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:48.249079] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:48.252611] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: DOWN (p=16.62%)
[2026-02-13T20:18:48.252893] [INFO ] [FORECASTER] Completed predict_future for CGC
[2026-02-13T20:18:48.253022] [INFO ] [sig       ] CGC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:48.397278] [INFO ] [LOCAL     ] Saved forecast: CGC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CGC.txt
[2026-02-13T20:18:48.397417] [INFO ] [sig       ] [633/3406] Completed CGC in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 16.3m
[2026-02-13T20:18:48.397455] [INFO ] [sig       ] [634/3406] Forecasting CGEM...
[2026-02-13T20:18:48.397484] [INFO ] [sig       ] Generating forecast for: CGEM
[2026-02-13T20:18:48.397514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2026-02-13T20:18:48.408978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2026-02-13T20:18:48.409316] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2026-02-13T20:18:48.410143] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2026-02-13T20:18:48.410197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:48.410230] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:48.410258] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:48.410317] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:48.468005] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:48.468678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:48.468764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:48.468796] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:48.589496] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:48.589676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:48.589716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:48.589744] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:48.593249] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: DOWN (p=45.26%)
[2026-02-13T20:18:48.593537] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2026-02-13T20:18:48.593696] [INFO ] [sig       ] CGEM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:48.742642] [INFO ] [LOCAL     ] Saved forecast: CGEM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CGEM.txt
[2026-02-13T20:18:48.742820] [INFO ] [sig       ] [634/3406] Completed CGEM in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 16.3m
[2026-02-13T20:18:48.742863] [INFO ] [sig       ] [635/3406] Forecasting CGEN...
[2026-02-13T20:18:48.742894] [INFO ] [sig       ] Generating forecast for: CGEN
[2026-02-13T20:18:48.742924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2026-02-13T20:18:48.757040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2026-02-13T20:18:48.757367] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2026-02-13T20:18:48.758208] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2026-02-13T20:18:48.758262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:48.758293] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:48.758320] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:48.758377] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:48.816210] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:48.817029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:48.817145] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:48.817181] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:48.937698] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:48.937865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:48.937904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:48.937934] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:48.941423] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: UP (p=84.24%)
[2026-02-13T20:18:48.941739] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2026-02-13T20:18:48.941883] [INFO ] [sig       ] CGEN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:49.091080] [INFO ] [LOCAL     ] Saved forecast: CGEN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CGEN.txt
[2026-02-13T20:18:49.091340] [INFO ] [sig       ] [635/3406] Completed CGEN in 0.3s | 2.83 sym/s | Total: 3.7m | ETA: 16.3m
[2026-02-13T20:18:49.091396] [INFO ] [sig       ] [636/3406] Forecasting CGNX...
[2026-02-13T20:18:49.091438] [INFO ] [sig       ] Generating forecast for: CGNX
[2026-02-13T20:18:49.091483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2026-02-13T20:18:49.104707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2026-02-13T20:18:49.105114] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2026-02-13T20:18:49.105970] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2026-02-13T20:18:49.106022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:49.106053] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:49.106080] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:49.106135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:49.163378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:49.164332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:49.164419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:49.164454] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:49.290613] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:49.290784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:49.291017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:49.291046] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:49.295161] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=70.52%)
[2026-02-13T20:18:49.295475] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2026-02-13T20:18:49.295637] [INFO ] [sig       ] CGNX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:49.447399] [INFO ] [LOCAL     ] Saved forecast: CGNX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CGNX.txt
[2026-02-13T20:18:49.447563] [INFO ] [sig       ] [636/3406] Completed CGNX in 0.4s | 2.83 sym/s | Total: 3.7m | ETA: 16.3m
[2026-02-13T20:18:49.447650] [INFO ] [sig       ] [637/3406] Forecasting CGO...
[2026-02-13T20:18:49.447680] [INFO ] [sig       ] Generating forecast for: CGO
[2026-02-13T20:18:49.447711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2026-02-13T20:18:49.459673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2026-02-13T20:18:49.460093] [INFO ] [FORECASTER] Starting predict_future for CGO
[2026-02-13T20:18:49.460967] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2026-02-13T20:18:49.461022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:49.461056] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:49.461083] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:49.461141] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:49.520161] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:49.521133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:49.521230] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:49.521263] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:49.644447] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:49.644632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:49.644676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:49.644707] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:49.648965] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2026-02-13T20:18:49.649400] [INFO ] [FORECASTER] Completed predict_future for CGO
[2026-02-13T20:18:49.649555] [INFO ] [sig       ] CGO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:49.801441] [INFO ] [LOCAL     ] Saved forecast: CGO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CGO.txt
[2026-02-13T20:18:49.801617] [INFO ] [sig       ] [637/3406] Completed CGO in 0.4s | 2.83 sym/s | Total: 3.8m | ETA: 16.3m
[2026-02-13T20:18:49.801659] [INFO ] [sig       ] [638/3406] Forecasting CGON...
[2026-02-13T20:18:49.801690] [INFO ] [sig       ] Generating forecast for: CGON
[2026-02-13T20:18:49.801722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2026-02-13T20:18:49.813004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2026-02-13T20:18:49.813433] [INFO ] [FORECASTER] Starting predict_future for CGON
[2026-02-13T20:18:49.814307] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2026-02-13T20:18:49.814362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:49.814395] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:49.814422] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:49.814480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:49.874491] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:49.875408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:49.875499] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:49.875532] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:49.996610] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:49.996772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:49.996811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:49.996839] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:50.000352] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2026-02-13T20:18:50.000696] [INFO ] [FORECASTER] Completed predict_future for CGON
[2026-02-13T20:18:50.000863] [INFO ] [sig       ] CGON: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:50.141597] [INFO ] [LOCAL     ] Saved forecast: CGON	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CGON.txt
[2026-02-13T20:18:50.141766] [INFO ] [sig       ] [638/3406] Completed CGON in 0.3s | 2.83 sym/s | Total: 3.8m | ETA: 16.3m
[2026-02-13T20:18:50.141806] [INFO ] [sig       ] [639/3406] Forecasting CHCI...
[2026-02-13T20:18:50.141836] [INFO ] [sig       ] Generating forecast for: CHCI
[2026-02-13T20:18:50.141865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2026-02-13T20:18:50.152681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2026-02-13T20:18:50.153027] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2026-02-13T20:18:50.153838] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2026-02-13T20:18:50.153890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:50.153922] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:50.153949] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:50.154005] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:50.211110] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:50.211765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:50.211846] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:50.211879] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:50.325209] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:50.325409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:50.325451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:50.325480] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:50.328941] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: DOWN (p=48.45%)
[2026-02-13T20:18:50.329231] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2026-02-13T20:18:50.329362] [INFO ] [sig       ] CHCI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:50.471763] [INFO ] [LOCAL     ] Saved forecast: CHCI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CHCI.txt
[2026-02-13T20:18:50.471929] [INFO ] [sig       ] [639/3406] Completed CHCI in 0.3s | 2.83 sym/s | Total: 3.8m | ETA: 16.3m
[2026-02-13T20:18:50.471969] [INFO ] [sig       ] [640/3406] Forecasting CHCO...
[2026-02-13T20:18:50.471999] [INFO ] [sig       ] Generating forecast for: CHCO
[2026-02-13T20:18:50.472029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2026-02-13T20:18:50.483195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2026-02-13T20:18:50.483606] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2026-02-13T20:18:50.484390] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2026-02-13T20:18:50.484441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:50.484472] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:50.484498] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:50.484554] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:50.545663] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:50.546616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:50.546712] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:50.546754] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:50.672424] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:50.672602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:50.672644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:50.672674] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:50.676283] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: DOWN (p=22.61%)
[2026-02-13T20:18:50.676602] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2026-02-13T20:18:50.676769] [INFO ] [sig       ] CHCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:50.820483] [INFO ] [LOCAL     ] Saved forecast: CHCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CHCO.txt
[2026-02-13T20:18:50.820662] [INFO ] [sig       ] [640/3406] Completed CHCO in 0.3s | 2.83 sym/s | Total: 3.8m | ETA: 16.3m
[2026-02-13T20:18:50.820707] [INFO ] [sig       ] [641/3406] Forecasting CHD...
[2026-02-13T20:18:50.820743] [INFO ] [sig       ] Generating forecast for: CHD
[2026-02-13T20:18:50.820784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2026-02-13T20:18:50.831874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2026-02-13T20:18:50.832181] [INFO ] [FORECASTER] Starting predict_future for CHD
[2026-02-13T20:18:50.833003] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2026-02-13T20:18:50.833055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:50.833098] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:50.833135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:50.833193] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:50.891475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:50.892316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:50.892398] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:50.892430] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:51.018260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:51.018419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:51.018459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:51.018489] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:51.021954] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: UP (p=67.06%)
[2026-02-13T20:18:51.022231] [INFO ] [FORECASTER] Completed predict_future for CHD
[2026-02-13T20:18:51.022359] [INFO ] [sig       ] CHD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:51.164287] [INFO ] [LOCAL     ] Saved forecast: CHD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CHD.txt
[2026-02-13T20:18:51.164452] [INFO ] [sig       ] [641/3406] Completed CHD in 0.3s | 2.83 sym/s | Total: 3.8m | ETA: 16.3m
[2026-02-13T20:18:51.164492] [INFO ] [sig       ] [642/3406] Forecasting CHDN...
[2026-02-13T20:18:51.164521] [INFO ] [sig       ] Generating forecast for: CHDN
[2026-02-13T20:18:51.164553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2026-02-13T20:18:51.177773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2026-02-13T20:18:51.178162] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2026-02-13T20:18:51.179080] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2026-02-13T20:18:51.179145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:51.179211] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:51.179240] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:51.179297] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:51.236817] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:51.237945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:51.238037] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:51.238070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:51.366455] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:51.366639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:51.366687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:51.366717] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:51.370783] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: UP (p=89.25%)
[2026-02-13T20:18:51.371088] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2026-02-13T20:18:51.371227] [INFO ] [sig       ] CHDN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:51.514128] [INFO ] [LOCAL     ] Saved forecast: CHDN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CHDN.txt
[2026-02-13T20:18:51.514272] [INFO ] [sig       ] [642/3406] Completed CHDN in 0.3s | 2.83 sym/s | Total: 3.8m | ETA: 16.3m
[2026-02-13T20:18:51.514311] [INFO ] [sig       ] [643/3406] Forecasting CHE...
[2026-02-13T20:18:51.514340] [INFO ] [sig       ] Generating forecast for: CHE
[2026-02-13T20:18:51.514371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2026-02-13T20:18:51.525173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2026-02-13T20:18:51.525503] [INFO ] [FORECASTER] Starting predict_future for CHE
[2026-02-13T20:18:51.526309] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2026-02-13T20:18:51.526360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:51.526406] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:51.526434] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:51.526491] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:51.583551] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:51.584444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:51.584531] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:51.584563] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:51.705199] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:51.705361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:51.705400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:51.705428] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:51.709563] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: DOWN (p=27.02%)
[2026-02-13T20:18:51.709863] [INFO ] [FORECASTER] Completed predict_future for CHE
[2026-02-13T20:18:51.710187] [INFO ] [sig       ] CHE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:51.857065] [INFO ] [LOCAL     ] Saved forecast: CHE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CHE.txt
[2026-02-13T20:18:51.857230] [INFO ] [sig       ] [643/3406] Completed CHE in 0.3s | 2.83 sym/s | Total: 3.8m | ETA: 16.3m
[2026-02-13T20:18:51.857270] [INFO ] [sig       ] [644/3406] Forecasting CHEF...
[2026-02-13T20:18:51.857299] [INFO ] [sig       ] Generating forecast for: CHEF
[2026-02-13T20:18:51.857331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2026-02-13T20:18:51.868195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2026-02-13T20:18:51.868522] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2026-02-13T20:18:51.869352] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2026-02-13T20:18:51.869403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:51.869435] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:51.869460] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:51.869516] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:51.926510] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:51.927318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:51.927401] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:51.927433] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:52.063491] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:52.063718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:52.063764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:52.063795] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:52.068237] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: DOWN (p=8.02%)
[2026-02-13T20:18:52.068640] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2026-02-13T20:18:52.068809] [INFO ] [sig       ] CHEF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:52.209550] [INFO ] [LOCAL     ] Saved forecast: CHEF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CHEF.txt
[2026-02-13T20:18:52.209754] [INFO ] [sig       ] [644/3406] Completed CHEF in 0.4s | 2.83 sym/s | Total: 3.8m | ETA: 16.3m
[2026-02-13T20:18:52.209799] [INFO ] [sig       ] [645/3406] Forecasting CHH...
[2026-02-13T20:18:52.209828] [INFO ] [sig       ] Generating forecast for: CHH
[2026-02-13T20:18:52.209859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2026-02-13T20:18:52.221596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2026-02-13T20:18:52.222005] [INFO ] [FORECASTER] Starting predict_future for CHH
[2026-02-13T20:18:52.222813] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2026-02-13T20:18:52.222866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:52.222897] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:52.222923] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:52.222986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:52.279765] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:52.280604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:52.280686] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:52.280719] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:52.401621] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:52.401779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:52.401818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:52.401897] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:52.405338] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2026-02-13T20:18:52.405649] [INFO ] [FORECASTER] Completed predict_future for CHH
[2026-02-13T20:18:52.405785] [INFO ] [sig       ] CHH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:52.547353] [INFO ] [LOCAL     ] Saved forecast: CHH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CHH.txt
[2026-02-13T20:18:52.547516] [INFO ] [sig       ] [645/3406] Completed CHH in 0.3s | 2.83 sym/s | Total: 3.8m | ETA: 16.3m
[2026-02-13T20:18:52.547554] [INFO ] [sig       ] [646/3406] Forecasting CHI...
[2026-02-13T20:18:52.547625] [INFO ] [sig       ] Generating forecast for: CHI
[2026-02-13T20:18:52.547665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2026-02-13T20:18:52.558693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHI'.
[2026-02-13T20:18:52.559031] [INFO ] [FORECASTER] Starting predict_future for CHI
[2026-02-13T20:18:52.559846] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2026-02-13T20:18:52.559909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:52.559948] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:52.559977] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:52.560032] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:52.615974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:52.616712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:52.616794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:52.616827] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:52.737640] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:52.737804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:52.737850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:52.737884] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:52.741340] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=79.50%)
[2026-02-13T20:18:52.741635] [INFO ] [FORECASTER] Completed predict_future for CHI
[2026-02-13T20:18:52.741763] [INFO ] [sig       ] CHI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:52.880413] [INFO ] [LOCAL     ] Saved forecast: CHI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CHI.txt
[2026-02-13T20:18:52.880536] [INFO ] [sig       ] [646/3406] Completed CHI in 0.3s | 2.83 sym/s | Total: 3.8m | ETA: 16.2m
[2026-02-13T20:18:52.880599] [INFO ] [sig       ] [647/3406] Forecasting CHKP...
[2026-02-13T20:18:52.880632] [INFO ] [sig       ] Generating forecast for: CHKP
[2026-02-13T20:18:52.880661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2026-02-13T20:18:52.891560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2026-02-13T20:18:52.891890] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2026-02-13T20:18:52.892674] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2026-02-13T20:18:52.892726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:52.892758] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:52.892784] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:52.892842] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:52.950415] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:52.951109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:52.951195] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:52.951227] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:53.069232] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:53.069388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:53.069426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:53.069455] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:53.072858] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2026-02-13T20:18:53.073135] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2026-02-13T20:18:53.073262] [INFO ] [sig       ] CHKP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:53.211697] [INFO ] [LOCAL     ] Saved forecast: CHKP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CHKP.txt
[2026-02-13T20:18:53.211826] [INFO ] [sig       ] [647/3406] Completed CHKP in 0.3s | 2.83 sym/s | Total: 3.8m | ETA: 16.2m
[2026-02-13T20:18:53.211864] [INFO ] [sig       ] [648/3406] Forecasting CHMI...
[2026-02-13T20:18:53.211893] [INFO ] [sig       ] Generating forecast for: CHMI
[2026-02-13T20:18:53.211924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2026-02-13T20:18:53.222644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2026-02-13T20:18:53.222966] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2026-02-13T20:18:53.223754] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2026-02-13T20:18:53.223808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:53.223849] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:53.223876] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:53.223932] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:53.281444] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:53.282101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:53.282180] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:53.282213] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:53.400818] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:53.400987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:53.401025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:53.401053] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:53.404667] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=32.72%)
[2026-02-13T20:18:53.404957] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2026-02-13T20:18:53.405101] [INFO ] [sig       ] CHMI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:53.567647] [INFO ] [LOCAL     ] Saved forecast: CHMI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CHMI.txt
[2026-02-13T20:18:53.567834] [INFO ] [sig       ] [648/3406] Completed CHMI in 0.4s | 2.83 sym/s | Total: 3.8m | ETA: 16.2m
[2026-02-13T20:18:53.567883] [INFO ] [sig       ] [649/3406] Forecasting CHRD...
[2026-02-13T20:18:53.567918] [INFO ] [sig       ] Generating forecast for: CHRD
[2026-02-13T20:18:53.567954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2026-02-13T20:18:53.579773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2026-02-13T20:18:53.580169] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2026-02-13T20:18:53.580988] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2026-02-13T20:18:53.581041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:53.581074] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:53.581101] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:53.581157] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:53.638422] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:53.639338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:53.639430] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:53.639462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:53.761988] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:53.762149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:53.762190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:53.762219] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:53.765686] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: UP (p=96.84%)
[2026-02-13T20:18:53.765988] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2026-02-13T20:18:53.766274] [INFO ] [sig       ] CHRD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:53.914070] [INFO ] [LOCAL     ] Saved forecast: CHRD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CHRD.txt
[2026-02-13T20:18:53.914239] [INFO ] [sig       ] [649/3406] Completed CHRD in 0.3s | 2.83 sym/s | Total: 3.8m | ETA: 16.2m
[2026-02-13T20:18:53.914280] [INFO ] [sig       ] [650/3406] Forecasting CHRS...
[2026-02-13T20:18:53.914311] [INFO ] [sig       ] Generating forecast for: CHRS
[2026-02-13T20:18:53.914339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2026-02-13T20:18:53.926364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2026-02-13T20:18:53.926805] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2026-02-13T20:18:53.927666] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2026-02-13T20:18:53.927719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:53.927751] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:53.927780] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:53.927848] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:53.986335] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:53.987464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:53.987549] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:53.987619] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:54.115169] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:54.115322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:54.115377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:54.115407] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:54.118843] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: UP (p=82.99%)
[2026-02-13T20:18:54.119142] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2026-02-13T20:18:54.119267] [INFO ] [sig       ] CHRS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:54.259126] [INFO ] [LOCAL     ] Saved forecast: CHRS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CHRS.txt
[2026-02-13T20:18:54.259256] [INFO ] [sig       ] [650/3406] Completed CHRS in 0.3s | 2.83 sym/s | Total: 3.8m | ETA: 16.2m
[2026-02-13T20:18:54.259294] [INFO ] [sig       ] [651/3406] Forecasting CHSCL...
[2026-02-13T20:18:54.259323] [INFO ] [sig       ] Generating forecast for: CHSCL
[2026-02-13T20:18:54.259352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2026-02-13T20:18:54.269845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2026-02-13T20:18:54.270173] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2026-02-13T20:18:54.270961] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2026-02-13T20:18:54.271012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:54.271043] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:54.271070] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:54.271126] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:54.328557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:54.329236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:54.329314] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:54.329347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:54.448412] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:54.448558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:54.448615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:54.448644] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:54.452022] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2026-02-13T20:18:54.452297] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2026-02-13T20:18:54.452420] [INFO ] [sig       ] CHSCL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:54.593758] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CHSCL.txt
[2026-02-13T20:18:54.593884] [INFO ] [sig       ] [651/3406] Completed CHSCL in 0.3s | 2.83 sym/s | Total: 3.8m | ETA: 16.2m
[2026-02-13T20:18:54.593925] [INFO ] [sig       ] [652/3406] Forecasting CHSCM...
[2026-02-13T20:18:54.593957] [INFO ] [sig       ] Generating forecast for: CHSCM
[2026-02-13T20:18:54.593986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2026-02-13T20:18:54.605175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCM'.
[2026-02-13T20:18:54.605503] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2026-02-13T20:18:54.606331] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2026-02-13T20:18:54.606383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:54.606414] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:54.606442] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:54.606499] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:54.664743] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:54.665715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:54.665849] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:54.665884] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:54.783668] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:54.783823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:54.783867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:54.783896] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:54.787392] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: DOWN (p=15.85%)
[2026-02-13T20:18:54.787726] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2026-02-13T20:18:54.787871] [INFO ] [sig       ] CHSCM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:54.929984] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CHSCM.txt
[2026-02-13T20:18:54.930154] [INFO ] [sig       ] [652/3406] Completed CHSCM in 0.3s | 2.83 sym/s | Total: 3.8m | ETA: 16.2m
[2026-02-13T20:18:54.930193] [INFO ] [sig       ] [653/3406] Forecasting CHSCN...
[2026-02-13T20:18:54.930224] [INFO ] [sig       ] Generating forecast for: CHSCN
[2026-02-13T20:18:54.930254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2026-02-13T20:18:54.941863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2026-02-13T20:18:54.942293] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2026-02-13T20:18:54.943142] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2026-02-13T20:18:54.943196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:54.943228] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:54.943257] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:54.943315] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:55.017882] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:55.018828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:55.018914] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:55.018948] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:55.135220] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:55.135381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:55.135422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:55.135452] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:55.139061] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: DOWN (p=15.92%)
[2026-02-13T20:18:55.139347] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2026-02-13T20:18:55.139478] [INFO ] [sig       ] CHSCN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:55.280311] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CHSCN.txt
[2026-02-13T20:18:55.280443] [INFO ] [sig       ] [653/3406] Completed CHSCN in 0.4s | 2.83 sym/s | Total: 3.8m | ETA: 16.2m
[2026-02-13T20:18:55.280483] [INFO ] [sig       ] [654/3406] Forecasting CHSCO...
[2026-02-13T20:18:55.280513] [INFO ] [sig       ] Generating forecast for: CHSCO
[2026-02-13T20:18:55.280542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2026-02-13T20:18:55.292524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCO'.
[2026-02-13T20:18:55.292893] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2026-02-13T20:18:55.293717] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2026-02-13T20:18:55.293769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:55.293816] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:55.293846] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:55.293904] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:55.353439] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:55.354353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:55.354441] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:55.354475] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:55.465100] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:55.465262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:55.465302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:55.465331] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:55.468862] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: UP (p=66.19%)
[2026-02-13T20:18:55.469201] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2026-02-13T20:18:55.469353] [INFO ] [sig       ] CHSCO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:55.671487] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CHSCO.txt
[2026-02-13T20:18:55.671646] [INFO ] [sig       ] [654/3406] Completed CHSCO in 0.4s | 2.83 sym/s | Total: 3.8m | ETA: 16.2m
[2026-02-13T20:18:55.671687] [INFO ] [sig       ] [655/3406] Forecasting CHSCP...
[2026-02-13T20:18:55.671718] [INFO ] [sig       ] Generating forecast for: CHSCP
[2026-02-13T20:18:55.671748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2026-02-13T20:18:55.682361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2026-02-13T20:18:55.682747] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2026-02-13T20:18:55.683593] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2026-02-13T20:18:55.683646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:55.683677] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:55.683704] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:55.683761] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:55.742503] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:55.743651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:55.743738] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:55.743773] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:55.854885] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:55.855054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:55.855095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:55.855319] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:55.859252] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: UP (p=81.48%)
[2026-02-13T20:18:55.859559] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2026-02-13T20:18:55.859712] [INFO ] [sig       ] CHSCP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:56.016405] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CHSCP.txt
[2026-02-13T20:18:56.016681] [INFO ] [sig       ] [655/3406] Completed CHSCP in 0.3s | 2.83 sym/s | Total: 3.9m | ETA: 16.2m
[2026-02-13T20:18:56.016755] [INFO ] [sig       ] [656/3406] Forecasting CHWY...
[2026-02-13T20:18:56.016810] [INFO ] [sig       ] Generating forecast for: CHWY
[2026-02-13T20:18:56.016864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2026-02-13T20:18:56.030251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2026-02-13T20:18:56.030761] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2026-02-13T20:18:56.031734] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2026-02-13T20:18:56.031795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:56.031839] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:56.031875] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:56.031935] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:56.092144] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:56.093118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:56.093225] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:56.093259] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:56.254071] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:56.254245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:56.254287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:56.254316] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:56.258644] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=26.42%)
[2026-02-13T20:18:56.259162] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2026-02-13T20:18:56.259335] [INFO ] [sig       ] CHWY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:56.467224] [INFO ] [LOCAL     ] Saved forecast: CHWY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CHWY.txt
[2026-02-13T20:18:56.467454] [INFO ] [sig       ] [656/3406] Completed CHWY in 0.5s | 2.83 sym/s | Total: 3.9m | ETA: 16.2m
[2026-02-13T20:18:56.467507] [INFO ] [sig       ] [657/3406] Forecasting CHY...
[2026-02-13T20:18:56.467547] [INFO ] [sig       ] Generating forecast for: CHY
[2026-02-13T20:18:56.467811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2026-02-13T20:18:56.488986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2026-02-13T20:18:56.489494] [INFO ] [FORECASTER] Starting predict_future for CHY
[2026-02-13T20:18:56.490464] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2026-02-13T20:18:56.490533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:56.490601] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:56.490640] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:56.490702] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:56.577537] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:56.578826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:56.578950] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:56.578992] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:56.753984] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:56.754190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:56.754249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:56.754290] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:56.759603] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2026-02-13T20:18:56.760137] [INFO ] [FORECASTER] Completed predict_future for CHY
[2026-02-13T20:18:56.760351] [INFO ] [sig       ] CHY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:56.971338] [INFO ] [LOCAL     ] Saved forecast: CHY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CHY.txt
[2026-02-13T20:18:56.971606] [INFO ] [sig       ] [657/3406] Completed CHY in 0.5s | 2.83 sym/s | Total: 3.9m | ETA: 16.2m
[2026-02-13T20:18:56.971688] [INFO ] [sig       ] [658/3406] Forecasting CI...
[2026-02-13T20:18:56.971741] [INFO ] [sig       ] Generating forecast for: CI
[2026-02-13T20:18:56.971787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2026-02-13T20:18:56.989203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2026-02-13T20:18:56.989773] [INFO ] [FORECASTER] Starting predict_future for CI
[2026-02-13T20:18:56.991036] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2026-02-13T20:18:56.991108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:56.991162] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:56.991211] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:56.991305] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:57.068037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:57.069263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:57.069379] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:57.069427] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:57.230920] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:57.231094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:57.231139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:57.231169] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:57.234836] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: DOWN (p=45.87%)
[2026-02-13T20:18:57.235160] [INFO ] [FORECASTER] Completed predict_future for CI
[2026-02-13T20:18:57.235304] [INFO ] [sig       ] CI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:57.376375] [INFO ] [LOCAL     ] Saved forecast: CI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CI.txt
[2026-02-13T20:18:57.376544] [INFO ] [sig       ] [658/3406] Completed CI in 0.4s | 2.83 sym/s | Total: 3.9m | ETA: 16.2m
[2026-02-13T20:18:57.376607] [INFO ] [sig       ] [659/3406] Forecasting CIA...
[2026-02-13T20:18:57.376640] [INFO ] [sig       ] Generating forecast for: CIA
[2026-02-13T20:18:57.376670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2026-02-13T20:18:57.388132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2026-02-13T20:18:57.388520] [INFO ] [FORECASTER] Starting predict_future for CIA
[2026-02-13T20:18:57.389369] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2026-02-13T20:18:57.389451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:57.389485] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:57.389512] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:57.389588] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:57.445989] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:57.446931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:57.447019] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:57.447052] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:57.564936] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:57.565091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:57.565130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:57.565158] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:57.568692] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=4.32%)
[2026-02-13T20:18:57.568995] [INFO ] [FORECASTER] Completed predict_future for CIA
[2026-02-13T20:18:57.569125] [INFO ] [sig       ] CIA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:57.708552] [INFO ] [LOCAL     ] Saved forecast: CIA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CIA.txt
[2026-02-13T20:18:57.708703] [INFO ] [sig       ] [659/3406] Completed CIA in 0.3s | 2.83 sym/s | Total: 3.9m | ETA: 16.2m
[2026-02-13T20:18:57.708743] [INFO ] [sig       ] [660/3406] Forecasting CIB...
[2026-02-13T20:18:57.708774] [INFO ] [sig       ] Generating forecast for: CIB
[2026-02-13T20:18:57.708803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2026-02-13T20:18:57.719470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2026-02-13T20:18:57.719833] [INFO ] [FORECASTER] Starting predict_future for CIB
[2026-02-13T20:18:57.720706] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2026-02-13T20:18:57.720761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:57.720794] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:57.720823] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:57.720882] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:57.778543] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:57.779222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:57.779300] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:57.779333] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:57.899185] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:57.899340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:57.899379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:57.899407] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:57.902895] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=91.01%)
[2026-02-13T20:18:57.903169] [INFO ] [FORECASTER] Completed predict_future for CIB
[2026-02-13T20:18:57.903301] [INFO ] [sig       ] CIB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:58.045105] [INFO ] [LOCAL     ] Saved forecast: CIB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CIB.txt
[2026-02-13T20:18:58.045236] [INFO ] [sig       ] [660/3406] Completed CIB in 0.3s | 2.83 sym/s | Total: 3.9m | ETA: 16.2m
[2026-02-13T20:18:58.045276] [INFO ] [sig       ] [661/3406] Forecasting CIEN...
[2026-02-13T20:18:58.045305] [INFO ] [sig       ] Generating forecast for: CIEN
[2026-02-13T20:18:58.045335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2026-02-13T20:18:58.057060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2026-02-13T20:18:58.057390] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2026-02-13T20:18:58.058240] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2026-02-13T20:18:58.058293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:58.058324] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:58.058349] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:58.058405] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:58.118781] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:58.119706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:58.119786] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:58.119819] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:58.243862] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:58.244005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:58.244044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:58.244086] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:58.247489] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=96.11%)
[2026-02-13T20:18:58.247812] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2026-02-13T20:18:58.247946] [INFO ] [sig       ] CIEN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:58.387279] [INFO ] [LOCAL     ] Saved forecast: CIEN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CIEN.txt
[2026-02-13T20:18:58.387433] [INFO ] [sig       ] [661/3406] Completed CIEN in 0.3s | 2.83 sym/s | Total: 3.9m | ETA: 16.2m
[2026-02-13T20:18:58.387495] [INFO ] [sig       ] [662/3406] Forecasting CIF...
[2026-02-13T20:18:58.387537] [INFO ] [sig       ] Generating forecast for: CIF
[2026-02-13T20:18:58.387601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2026-02-13T20:18:58.398504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIF'.
[2026-02-13T20:18:58.398883] [INFO ] [FORECASTER] Starting predict_future for CIF
[2026-02-13T20:18:58.399696] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2026-02-13T20:18:58.399748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:58.399779] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:58.399805] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:58.399861] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:58.458731] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:58.459658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:58.459753] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:58.459787] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:58.569681] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:58.569841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:58.569914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:58.569944] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:58.573521] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: UP (p=87.68%)
[2026-02-13T20:18:58.573857] [INFO ] [FORECASTER] Completed predict_future for CIF
[2026-02-13T20:18:58.574042] [INFO ] [sig       ] CIF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:58.719779] [INFO ] [LOCAL     ] Saved forecast: CIF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CIF.txt
[2026-02-13T20:18:58.719931] [INFO ] [sig       ] [662/3406] Completed CIF in 0.3s | 2.83 sym/s | Total: 3.9m | ETA: 16.2m
[2026-02-13T20:18:58.719979] [INFO ] [sig       ] [663/3406] Forecasting CIG...
[2026-02-13T20:18:58.720014] [INFO ] [sig       ] Generating forecast for: CIG
[2026-02-13T20:18:58.720051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2026-02-13T20:18:58.731281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2026-02-13T20:18:58.731628] [INFO ] [FORECASTER] Starting predict_future for CIG
[2026-02-13T20:18:58.732441] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2026-02-13T20:18:58.732493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:58.732524] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:58.732551] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:58.732626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:58.790612] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:58.791312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:58.791394] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:58.791442] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:58.911614] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:58.911767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:58.911807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:58.911835] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:58.915224] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=20.59%)
[2026-02-13T20:18:58.915499] [INFO ] [FORECASTER] Completed predict_future for CIG
[2026-02-13T20:18:58.915642] [INFO ] [sig       ] CIG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:18:59.057355] [INFO ] [LOCAL     ] Saved forecast: CIG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CIG.txt
[2026-02-13T20:18:59.057484] [INFO ] [sig       ] [663/3406] Completed CIG in 0.3s | 2.83 sym/s | Total: 3.9m | ETA: 16.2m
[2026-02-13T20:18:59.057523] [INFO ] [sig       ] [664/3406] Forecasting CIGI...
[2026-02-13T20:18:59.057554] [INFO ] [sig       ] Generating forecast for: CIGI
[2026-02-13T20:18:59.057619] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2026-02-13T20:18:59.068900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIGI'.
[2026-02-13T20:18:59.069215] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2026-02-13T20:18:59.070005] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2026-02-13T20:18:59.070057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:59.070088] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:59.070116] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:59.070172] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:59.128534] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:59.129290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:59.129369] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:59.129402] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:59.248398] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:59.248552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:59.248610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:59.248639] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:59.252020] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: UP (p=87.94%)
[2026-02-13T20:18:59.252301] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2026-02-13T20:18:59.252428] [INFO ] [sig       ] CIGI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:59.392424] [INFO ] [LOCAL     ] Saved forecast: CIGI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CIGI.txt
[2026-02-13T20:18:59.392598] [INFO ] [sig       ] [664/3406] Completed CIGI in 0.3s | 2.83 sym/s | Total: 3.9m | ETA: 16.2m
[2026-02-13T20:18:59.392639] [INFO ] [sig       ] [665/3406] Forecasting CII...
[2026-02-13T20:18:59.392669] [INFO ] [sig       ] Generating forecast for: CII
[2026-02-13T20:18:59.392700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2026-02-13T20:18:59.404297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CII'.
[2026-02-13T20:18:59.404702] [INFO ] [FORECASTER] Starting predict_future for CII
[2026-02-13T20:18:59.405496] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2026-02-13T20:18:59.405550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:59.405615] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:59.405647] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:59.405720] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:59.463712] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:59.464426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:59.464507] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:59.464539] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:59.586908] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:59.587067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:59.587106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:59.587133] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:59.590617] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=57.24%)
[2026-02-13T20:18:59.590912] [INFO ] [FORECASTER] Completed predict_future for CII
[2026-02-13T20:18:59.591067] [INFO ] [sig       ] CII: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:18:59.734679] [INFO ] [LOCAL     ] Saved forecast: CII	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CII.txt
[2026-02-13T20:18:59.734824] [INFO ] [sig       ] [665/3406] Completed CII in 0.3s | 2.83 sym/s | Total: 3.9m | ETA: 16.1m
[2026-02-13T20:18:59.734864] [INFO ] [sig       ] [666/3406] Forecasting CIM...
[2026-02-13T20:18:59.734894] [INFO ] [sig       ] Generating forecast for: CIM
[2026-02-13T20:18:59.734960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2026-02-13T20:18:59.746085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2026-02-13T20:18:59.746424] [INFO ] [FORECASTER] Starting predict_future for CIM
[2026-02-13T20:18:59.747226] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2026-02-13T20:18:59.747277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:18:59.747310] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:18:59.747337] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:18:59.747398] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:18:59.804595] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:18:59.805314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:18:59.805392] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:18:59.805425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:18:59.925341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:18:59.925494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:18:59.925533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:18:59.925561] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:18:59.929139] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=84.41%)
[2026-02-13T20:18:59.929424] [INFO ] [FORECASTER] Completed predict_future for CIM
[2026-02-13T20:18:59.929556] [INFO ] [sig       ] CIM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:00.069539] [INFO ] [LOCAL     ] Saved forecast: CIM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CIM.txt
[2026-02-13T20:19:00.069689] [INFO ] [sig       ] [666/3406] Completed CIM in 0.3s | 2.83 sym/s | Total: 3.9m | ETA: 16.1m
[2026-02-13T20:19:00.069730] [INFO ] [sig       ] [667/3406] Forecasting CINF...
[2026-02-13T20:19:00.069760] [INFO ] [sig       ] Generating forecast for: CINF
[2026-02-13T20:19:00.069789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2026-02-13T20:19:00.080506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2026-02-13T20:19:00.080853] [INFO ] [FORECASTER] Starting predict_future for CINF
[2026-02-13T20:19:00.081641] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2026-02-13T20:19:00.081704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:00.081736] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:00.081763] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:00.081819] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:00.138464] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:00.139348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:00.139434] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:00.139467] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:00.258006] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:00.258164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:00.258203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:00.258231] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:00.261665] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=38.63%)
[2026-02-13T20:19:00.261944] [INFO ] [FORECASTER] Completed predict_future for CINF
[2026-02-13T20:19:00.262100] [INFO ] [sig       ] CINF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:00.405259] [INFO ] [LOCAL     ] Saved forecast: CINF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CINF.txt
[2026-02-13T20:19:00.405437] [INFO ] [sig       ] [667/3406] Completed CINF in 0.3s | 2.83 sym/s | Total: 3.9m | ETA: 16.1m
[2026-02-13T20:19:00.405485] [INFO ] [sig       ] [668/3406] Forecasting CING...
[2026-02-13T20:19:00.405518] [INFO ] [sig       ] Generating forecast for: CING
[2026-02-13T20:19:00.405551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2026-02-13T20:19:00.416669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2026-02-13T20:19:00.417061] [INFO ] [FORECASTER] Starting predict_future for CING
[2026-02-13T20:19:00.417908] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2026-02-13T20:19:00.417960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:00.417991] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:00.418017] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:00.418073] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:00.476931] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:00.477872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:00.477961] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:00.478002] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:00.609286] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:00.609449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:00.609491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:00.609521] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:00.613149] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2026-02-13T20:19:00.613473] [INFO ] [FORECASTER] Completed predict_future for CING
[2026-02-13T20:19:00.613638] [INFO ] [sig       ] CING: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:00.768760] [INFO ] [LOCAL     ] Saved forecast: CING	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CING.txt
[2026-02-13T20:19:00.768920] [INFO ] [sig       ] [668/3406] Completed CING in 0.4s | 2.83 sym/s | Total: 3.9m | ETA: 16.1m
[2026-02-13T20:19:00.768959] [INFO ] [sig       ] [669/3406] Forecasting CION...
[2026-02-13T20:19:00.768990] [INFO ] [sig       ] Generating forecast for: CION
[2026-02-13T20:19:00.769021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2026-02-13T20:19:00.780070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2026-02-13T20:19:00.780460] [INFO ] [FORECASTER] Starting predict_future for CION
[2026-02-13T20:19:00.781291] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2026-02-13T20:19:00.781343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:00.781375] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:00.781401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:00.781456] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:00.859489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:00.860860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:00.860974] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:00.861017] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:00.994655] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:00.994817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:00.994856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:00.994886] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:00.998332] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2026-02-13T20:19:00.998637] [INFO ] [FORECASTER] Completed predict_future for CION
[2026-02-13T20:19:00.998769] [INFO ] [sig       ] CION: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:01.147369] [INFO ] [LOCAL     ] Saved forecast: CION	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CION.txt
[2026-02-13T20:19:01.147998] [INFO ] [sig       ] [669/3406] Completed CION in 0.4s | 2.83 sym/s | Total: 3.9m | ETA: 16.1m
[2026-02-13T20:19:01.148058] [INFO ] [sig       ] [670/3406] Forecasting CIVB...
[2026-02-13T20:19:01.148099] [INFO ] [sig       ] Generating forecast for: CIVB
[2026-02-13T20:19:01.148141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2026-02-13T20:19:01.162634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2026-02-13T20:19:01.163118] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2026-02-13T20:19:01.164146] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2026-02-13T20:19:01.164210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:01.164255] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:01.164294] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:01.164373] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:01.241147] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:01.242114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:01.242207] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:01.242242] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:01.370668] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:01.370838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:01.370879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:01.370906] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:01.374410] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2026-02-13T20:19:01.374731] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2026-02-13T20:19:01.374868] [INFO ] [sig       ] CIVB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:01.545896] [INFO ] [LOCAL     ] Saved forecast: CIVB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CIVB.txt
[2026-02-13T20:19:01.546069] [INFO ] [sig       ] [670/3406] Completed CIVB in 0.4s | 2.83 sym/s | Total: 3.9m | ETA: 16.1m
[2026-02-13T20:19:01.546114] [INFO ] [sig       ] [671/3406] Forecasting CLB...
[2026-02-13T20:19:01.546143] [INFO ] [sig       ] Generating forecast for: CLB
[2026-02-13T20:19:01.546174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2026-02-13T20:19:01.557637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLB'.
[2026-02-13T20:19:01.558024] [INFO ] [FORECASTER] Starting predict_future for CLB
[2026-02-13T20:19:01.559072] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2026-02-13T20:19:01.559126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:01.559158] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:01.559184] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:01.559240] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:01.622103] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:01.623087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:01.623185] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:01.623220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:01.761938] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:01.762100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:01.762140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:01.762169] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:01.765724] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=67.47%)
[2026-02-13T20:19:01.766034] [INFO ] [FORECASTER] Completed predict_future for CLB
[2026-02-13T20:19:01.766175] [INFO ] [sig       ] CLB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:01.934302] [INFO ] [LOCAL     ] Saved forecast: CLB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CLB.txt
[2026-02-13T20:19:01.934465] [INFO ] [sig       ] [671/3406] Completed CLB in 0.4s | 2.83 sym/s | Total: 4.0m | ETA: 16.1m
[2026-02-13T20:19:01.934507] [INFO ] [sig       ] [672/3406] Forecasting CLBK...
[2026-02-13T20:19:01.934536] [INFO ] [sig       ] Generating forecast for: CLBK
[2026-02-13T20:19:01.934565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2026-02-13T20:19:01.946167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2026-02-13T20:19:01.946606] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2026-02-13T20:19:01.947444] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2026-02-13T20:19:01.947498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:01.947531] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:01.947558] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:01.947673] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:02.014867] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:02.016055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:02.016179] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:02.016229] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:02.183225] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:02.183414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:02.183472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:02.183516] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:02.188606] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=4.65%)
[2026-02-13T20:19:02.189082] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2026-02-13T20:19:02.189308] [INFO ] [sig       ] CLBK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:02.341665] [INFO ] [LOCAL     ] Saved forecast: CLBK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CLBK.txt
[2026-02-13T20:19:02.341808] [INFO ] [sig       ] [672/3406] Completed CLBK in 0.4s | 2.83 sym/s | Total: 4.0m | ETA: 16.1m
[2026-02-13T20:19:02.341848] [INFO ] [sig       ] [673/3406] Forecasting CLDX...
[2026-02-13T20:19:02.341878] [INFO ] [sig       ] Generating forecast for: CLDX
[2026-02-13T20:19:02.341908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2026-02-13T20:19:02.354303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2026-02-13T20:19:02.354644] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2026-02-13T20:19:02.355467] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2026-02-13T20:19:02.355519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:02.355551] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:02.355598] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:02.355658] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:02.413594] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:02.414327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:02.414408] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:02.414441] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:02.536217] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:02.536382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:02.536423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:02.536455] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:02.540337] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: UP (p=78.45%)
[2026-02-13T20:19:02.540833] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2026-02-13T20:19:02.540965] [INFO ] [sig       ] CLDX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:02.683968] [INFO ] [LOCAL     ] Saved forecast: CLDX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CLDX.txt
[2026-02-13T20:19:02.684097] [INFO ] [sig       ] [673/3406] Completed CLDX in 0.3s | 2.83 sym/s | Total: 4.0m | ETA: 16.1m
[2026-02-13T20:19:02.684137] [INFO ] [sig       ] [674/3406] Forecasting CLF...
[2026-02-13T20:19:02.684166] [INFO ] [sig       ] Generating forecast for: CLF
[2026-02-13T20:19:02.684196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2026-02-13T20:19:02.695451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2026-02-13T20:19:02.695975] [INFO ] [FORECASTER] Starting predict_future for CLF
[2026-02-13T20:19:02.696798] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2026-02-13T20:19:02.696850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:02.696882] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:02.696908] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:02.696963] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:02.758536] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:02.759683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:02.759771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:02.759806] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:02.887110] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:02.887295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:02.887336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:02.887365] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:02.890868] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=67.40%)
[2026-02-13T20:19:02.891144] [INFO ] [FORECASTER] Completed predict_future for CLF
[2026-02-13T20:19:02.891273] [INFO ] [sig       ] CLF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:03.034954] [INFO ] [LOCAL     ] Saved forecast: CLF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CLF.txt
[2026-02-13T20:19:03.035122] [INFO ] [sig       ] [674/3406] Completed CLF in 0.4s | 2.83 sym/s | Total: 4.0m | ETA: 16.1m
[2026-02-13T20:19:03.035162] [INFO ] [sig       ] [675/3406] Forecasting CLFD...
[2026-02-13T20:19:03.035193] [INFO ] [sig       ] Generating forecast for: CLFD
[2026-02-13T20:19:03.035222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2026-02-13T20:19:03.046104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2026-02-13T20:19:03.046426] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2026-02-13T20:19:03.047227] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2026-02-13T20:19:03.047279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:03.047310] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:03.047337] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:03.047393] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:03.105270] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:03.106006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:03.106089] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:03.106124] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:03.228990] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:03.229151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:03.229192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:03.229220] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:03.232712] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: DOWN (p=11.06%)
[2026-02-13T20:19:03.232989] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2026-02-13T20:19:03.233115] [INFO ] [sig       ] CLFD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:03.374866] [INFO ] [LOCAL     ] Saved forecast: CLFD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CLFD.txt
[2026-02-13T20:19:03.375042] [INFO ] [sig       ] [675/3406] Completed CLFD in 0.3s | 2.83 sym/s | Total: 4.0m | ETA: 16.1m
[2026-02-13T20:19:03.375095] [INFO ] [sig       ] [676/3406] Forecasting CLH...
[2026-02-13T20:19:03.375132] [INFO ] [sig       ] Generating forecast for: CLH
[2026-02-13T20:19:03.375169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2026-02-13T20:19:03.386715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2026-02-13T20:19:03.387110] [INFO ] [FORECASTER] Starting predict_future for CLH
[2026-02-13T20:19:03.388019] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2026-02-13T20:19:03.388074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:03.388106] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:03.388133] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:03.388190] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:03.447215] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:03.448161] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:03.448259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:03.448292] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:03.580616] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:03.580815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:03.580866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:03.580903] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:03.586156] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2026-02-13T20:19:03.586650] [INFO ] [FORECASTER] Completed predict_future for CLH
[2026-02-13T20:19:03.586851] [INFO ] [sig       ] CLH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:03.737082] [INFO ] [LOCAL     ] Saved forecast: CLH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CLH.txt
[2026-02-13T20:19:03.737259] [INFO ] [sig       ] [676/3406] Completed CLH in 0.4s | 2.83 sym/s | Total: 4.0m | ETA: 16.1m
[2026-02-13T20:19:03.737298] [INFO ] [sig       ] [677/3406] Forecasting CLLS...
[2026-02-13T20:19:03.737328] [INFO ] [sig       ] Generating forecast for: CLLS
[2026-02-13T20:19:03.737358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2026-02-13T20:19:03.749098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2026-02-13T20:19:03.749522] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2026-02-13T20:19:03.750385] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2026-02-13T20:19:03.750437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:03.750469] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:03.750495] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:03.750551] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:03.807997] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:03.808888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:03.808976] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:03.809008] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:03.936975] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:03.937151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:03.937199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:03.937227] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:03.940892] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: DOWN (p=12.06%)
[2026-02-13T20:19:03.941193] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2026-02-13T20:19:03.941328] [INFO ] [sig       ] CLLS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:04.084965] [INFO ] [LOCAL     ] Saved forecast: CLLS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CLLS.txt
[2026-02-13T20:19:04.085123] [INFO ] [sig       ] [677/3406] Completed CLLS in 0.3s | 2.83 sym/s | Total: 4.0m | ETA: 16.1m
[2026-02-13T20:19:04.085172] [INFO ] [sig       ] [678/3406] Forecasting CLMB...
[2026-02-13T20:19:04.085207] [INFO ] [sig       ] Generating forecast for: CLMB
[2026-02-13T20:19:04.085237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2026-02-13T20:19:04.096853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2026-02-13T20:19:04.097192] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2026-02-13T20:19:04.098023] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2026-02-13T20:19:04.098074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:04.098123] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:04.098151] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:04.098206] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:04.154972] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:04.155804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:04.155888] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:04.155923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:04.276855] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:04.277010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:04.277050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:04.277079] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:04.280769] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: DOWN (p=12.92%)
[2026-02-13T20:19:04.281080] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2026-02-13T20:19:04.281218] [INFO ] [sig       ] CLMB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:04.433351] [INFO ] [LOCAL     ] Saved forecast: CLMB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CLMB.txt
[2026-02-13T20:19:04.433515] [INFO ] [sig       ] [678/3406] Completed CLMB in 0.3s | 2.83 sym/s | Total: 4.0m | ETA: 16.1m
[2026-02-13T20:19:04.433559] [INFO ] [sig       ] [679/3406] Forecasting CLNE...
[2026-02-13T20:19:04.433608] [INFO ] [sig       ] Generating forecast for: CLNE
[2026-02-13T20:19:04.433641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2026-02-13T20:19:04.446876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2026-02-13T20:19:04.447240] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2026-02-13T20:19:04.448301] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2026-02-13T20:19:04.448514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:04.448544] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:04.448594] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:04.448656] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:04.506270] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:04.506939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:04.507029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:04.507063] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:04.624985] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:04.625161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:04.625202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:04.625230] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:04.628683] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: UP (p=85.84%)
[2026-02-13T20:19:04.628978] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2026-02-13T20:19:04.629118] [INFO ] [sig       ] CLNE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:04.768868] [INFO ] [LOCAL     ] Saved forecast: CLNE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CLNE.txt
[2026-02-13T20:19:04.769007] [INFO ] [sig       ] [679/3406] Completed CLNE in 0.3s | 2.83 sym/s | Total: 4.0m | ETA: 16.1m
[2026-02-13T20:19:04.769047] [INFO ] [sig       ] [680/3406] Forecasting CLNN...
[2026-02-13T20:19:04.769077] [INFO ] [sig       ] Generating forecast for: CLNN
[2026-02-13T20:19:04.769108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2026-02-13T20:19:04.779714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2026-02-13T20:19:04.780055] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2026-02-13T20:19:04.780865] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2026-02-13T20:19:04.780917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:04.780948] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:04.780976] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:04.781032] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:04.839113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:04.839921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:04.840004] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:04.840038] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:04.959304] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:04.959471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:04.959512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:04.959542] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:04.963630] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2026-02-13T20:19:04.964013] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2026-02-13T20:19:04.964171] [INFO ] [sig       ] CLNN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:05.115381] [INFO ] [LOCAL     ] Saved forecast: CLNN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CLNN.txt
[2026-02-13T20:19:05.115561] [INFO ] [sig       ] [680/3406] Completed CLNN in 0.3s | 2.83 sym/s | Total: 4.0m | ETA: 16.1m
[2026-02-13T20:19:05.115633] [INFO ] [sig       ] [681/3406] Forecasting CLOA...
[2026-02-13T20:19:05.115664] [INFO ] [sig       ] Generating forecast for: CLOA
[2026-02-13T20:19:05.115694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2026-02-13T20:19:05.127226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2026-02-13T20:19:05.127708] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2026-02-13T20:19:05.128653] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2026-02-13T20:19:05.128716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:05.128763] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:05.128794] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:05.128852] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:05.191416] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:05.192368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:05.192455] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:05.192489] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:05.300736] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:05.300902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:05.300950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:05.300980] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:05.304688] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=76.29%)
[2026-02-13T20:19:05.304978] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2026-02-13T20:19:05.305113] [INFO ] [sig       ] CLOA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:05.472832] [INFO ] [LOCAL     ] Saved forecast: CLOA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CLOA.txt
[2026-02-13T20:19:05.473001] [INFO ] [sig       ] [681/3406] Completed CLOA in 0.4s | 2.83 sym/s | Total: 4.0m | ETA: 16.1m
[2026-02-13T20:19:05.473050] [INFO ] [sig       ] [682/3406] Forecasting CLRB...
[2026-02-13T20:19:05.473079] [INFO ] [sig       ] Generating forecast for: CLRB
[2026-02-13T20:19:05.473109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2026-02-13T20:19:05.485701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2026-02-13T20:19:05.486050] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2026-02-13T20:19:05.487121] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2026-02-13T20:19:05.487175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:05.487207] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:05.487234] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:05.487294] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:05.549897] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:05.550803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:05.550883] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:05.550917] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:05.671333] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:05.671490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:05.671532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:05.671562] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:05.675142] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: DOWN (p=49.83%)
[2026-02-13T20:19:05.675428] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2026-02-13T20:19:05.675559] [INFO ] [sig       ] CLRB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:05.823654] [INFO ] [LOCAL     ] Saved forecast: CLRB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CLRB.txt
[2026-02-13T20:19:05.823792] [INFO ] [sig       ] [682/3406] Completed CLRB in 0.4s | 2.83 sym/s | Total: 4.0m | ETA: 16.1m
[2026-02-13T20:19:05.823869] [INFO ] [sig       ] [683/3406] Forecasting CLRO...
[2026-02-13T20:19:05.823900] [INFO ] [sig       ] Generating forecast for: CLRO
[2026-02-13T20:19:05.823931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2026-02-13T20:19:05.835660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2026-02-13T20:19:05.835988] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2026-02-13T20:19:05.836940] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2026-02-13T20:19:05.836992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:05.837023] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:05.837049] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:05.837114] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:05.893991] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:05.894686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:05.894766] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:05.894797] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:06.006080] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:06.006219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:06.006257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:06.006285] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:06.009649] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2026-02-13T20:19:06.009924] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2026-02-13T20:19:06.010084] [INFO ] [sig       ] CLRO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:06.157478] [INFO ] [LOCAL     ] Saved forecast: CLRO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CLRO.txt
[2026-02-13T20:19:06.157698] [INFO ] [sig       ] [683/3406] Completed CLRO in 0.3s | 2.83 sym/s | Total: 4.0m | ETA: 16.0m
[2026-02-13T20:19:06.157747] [INFO ] [sig       ] [684/3406] Forecasting CLS...
[2026-02-13T20:19:06.157776] [INFO ] [sig       ] Generating forecast for: CLS
[2026-02-13T20:19:06.157805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2026-02-13T20:19:06.169746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2026-02-13T20:19:06.170135] [INFO ] [FORECASTER] Starting predict_future for CLS
[2026-02-13T20:19:06.170990] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2026-02-13T20:19:06.171044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:06.171077] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:06.171106] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:06.171166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:06.229767] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:06.230700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:06.230804] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:06.230837] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:06.354646] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:06.354805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:06.354846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:06.354874] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:06.358344] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=76.43%)
[2026-02-13T20:19:06.358656] [INFO ] [FORECASTER] Completed predict_future for CLS
[2026-02-13T20:19:06.358788] [INFO ] [sig       ] CLS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:06.505108] [INFO ] [LOCAL     ] Saved forecast: CLS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CLS.txt
[2026-02-13T20:19:06.505270] [INFO ] [sig       ] [684/3406] Completed CLS in 0.3s | 2.83 sym/s | Total: 4.0m | ETA: 16.0m
[2026-02-13T20:19:06.505311] [INFO ] [sig       ] [685/3406] Forecasting CLX...
[2026-02-13T20:19:06.505341] [INFO ] [sig       ] Generating forecast for: CLX
[2026-02-13T20:19:06.505555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2026-02-13T20:19:06.517898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2026-02-13T20:19:06.518270] [INFO ] [FORECASTER] Starting predict_future for CLX
[2026-02-13T20:19:06.519239] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2026-02-13T20:19:06.519455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:06.519487] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:06.519514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:06.519586] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:06.577853] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:06.578674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:06.578760] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:06.578793] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:06.703605] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:06.703771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:06.703829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:06.703861] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:06.707450] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: DOWN (p=38.11%)
[2026-02-13T20:19:06.707794] [INFO ] [FORECASTER] Completed predict_future for CLX
[2026-02-13T20:19:06.707939] [INFO ] [sig       ] CLX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:06.857374] [INFO ] [LOCAL     ] Saved forecast: CLX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CLX.txt
[2026-02-13T20:19:06.857520] [INFO ] [sig       ] [685/3406] Completed CLX in 0.4s | 2.83 sym/s | Total: 4.0m | ETA: 16.0m
[2026-02-13T20:19:06.857559] [INFO ] [sig       ] [686/3406] Forecasting CM...
[2026-02-13T20:19:06.857632] [INFO ] [sig       ] Generating forecast for: CM
[2026-02-13T20:19:06.857667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2026-02-13T20:19:06.869301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CM'.
[2026-02-13T20:19:06.869723] [INFO ] [FORECASTER] Starting predict_future for CM
[2026-02-13T20:19:06.870544] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2026-02-13T20:19:06.870616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:06.870648] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:06.870703] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:06.870761] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:06.926930] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:06.927872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:06.927963] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:06.927995] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:07.053838] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:07.054024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:07.054067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:07.054097] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:07.058057] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2026-02-13T20:19:07.058366] [INFO ] [FORECASTER] Completed predict_future for CM
[2026-02-13T20:19:07.058517] [INFO ] [sig       ] CM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:07.200115] [INFO ] [LOCAL     ] Saved forecast: CM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CM.txt
[2026-02-13T20:19:07.200285] [INFO ] [sig       ] [686/3406] Completed CM in 0.3s | 2.83 sym/s | Total: 4.0m | ETA: 16.0m
[2026-02-13T20:19:07.200334] [INFO ] [sig       ] [687/3406] Forecasting CMC...
[2026-02-13T20:19:07.200365] [INFO ] [sig       ] Generating forecast for: CMC
[2026-02-13T20:19:07.200396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2026-02-13T20:19:07.211963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMC'.
[2026-02-13T20:19:07.212350] [INFO ] [FORECASTER] Starting predict_future for CMC
[2026-02-13T20:19:07.213174] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2026-02-13T20:19:07.213227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:07.213259] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:07.213285] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:07.213341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:07.271337] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:07.272328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:07.272440] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:07.272475] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:07.401224] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:07.401409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:07.401460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:07.401491] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:07.405404] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: UP (p=65.62%)
[2026-02-13T20:19:07.405762] [INFO ] [FORECASTER] Completed predict_future for CMC
[2026-02-13T20:19:07.405909] [INFO ] [sig       ] CMC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:07.550167] [INFO ] [LOCAL     ] Saved forecast: CMC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CMC.txt
[2026-02-13T20:19:07.550344] [INFO ] [sig       ] [687/3406] Completed CMC in 0.3s | 2.83 sym/s | Total: 4.0m | ETA: 16.0m
[2026-02-13T20:19:07.550396] [INFO ] [sig       ] [688/3406] Forecasting CMCM...
[2026-02-13T20:19:07.550426] [INFO ] [sig       ] Generating forecast for: CMCM
[2026-02-13T20:19:07.550456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2026-02-13T20:19:07.561555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCM'.
[2026-02-13T20:19:07.561986] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2026-02-13T20:19:07.562842] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2026-02-13T20:19:07.562896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:07.562928] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:07.562955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:07.563013] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:07.622649] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:07.623552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:07.623659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:07.623692] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:07.739962] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:07.740130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:07.740172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:07.740202] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:07.743781] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=69.39%)
[2026-02-13T20:19:07.744098] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2026-02-13T20:19:07.744264] [INFO ] [sig       ] CMCM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:07.894358] [INFO ] [LOCAL     ] Saved forecast: CMCM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CMCM.txt
[2026-02-13T20:19:07.894537] [INFO ] [sig       ] [688/3406] Completed CMCM in 0.3s | 2.83 sym/s | Total: 4.1m | ETA: 16.0m
[2026-02-13T20:19:07.894599] [INFO ] [sig       ] [689/3406] Forecasting CMCO...
[2026-02-13T20:19:07.894631] [INFO ] [sig       ] Generating forecast for: CMCO
[2026-02-13T20:19:07.894662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2026-02-13T20:19:07.906648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2026-02-13T20:19:07.907038] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2026-02-13T20:19:07.907925] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2026-02-13T20:19:07.907978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:07.908009] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:07.908051] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:07.908108] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:07.969962] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:07.970895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:07.971007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:07.971045] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:08.097401] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:08.097562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:08.097662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:08.097693] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:08.101372] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=55.56%)
[2026-02-13T20:19:08.101711] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2026-02-13T20:19:08.101853] [INFO ] [sig       ] CMCO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:08.250018] [INFO ] [LOCAL     ] Saved forecast: CMCO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CMCO.txt
[2026-02-13T20:19:08.250200] [INFO ] [sig       ] [689/3406] Completed CMCO in 0.4s | 2.83 sym/s | Total: 4.1m | ETA: 16.0m
[2026-02-13T20:19:08.250250] [INFO ] [sig       ] [690/3406] Forecasting CMCSA...
[2026-02-13T20:19:08.250285] [INFO ] [sig       ] Generating forecast for: CMCSA
[2026-02-13T20:19:08.250316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2026-02-13T20:19:08.261693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2026-02-13T20:19:08.262110] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2026-02-13T20:19:08.262977] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2026-02-13T20:19:08.263032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:08.263064] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:08.263090] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:08.263147] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:08.320161] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:08.321044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:08.321139] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:08.321174] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:08.441409] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:08.441588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:08.441631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:08.441661] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:08.445162] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: UP (p=85.61%)
[2026-02-13T20:19:08.445466] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2026-02-13T20:19:08.445620] [INFO ] [sig       ] CMCSA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:08.589920] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CMCSA.txt
[2026-02-13T20:19:08.590103] [INFO ] [sig       ] [690/3406] Completed CMCSA in 0.3s | 2.83 sym/s | Total: 4.1m | ETA: 16.0m
[2026-02-13T20:19:08.590146] [INFO ] [sig       ] [691/3406] Forecasting CME...
[2026-02-13T20:19:08.590179] [INFO ] [sig       ] Generating forecast for: CME
[2026-02-13T20:19:08.590210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2026-02-13T20:19:08.602502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CME'.
[2026-02-13T20:19:08.602934] [INFO ] [FORECASTER] Starting predict_future for CME
[2026-02-13T20:19:08.603847] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2026-02-13T20:19:08.603902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:08.603936] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:08.603964] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:08.604022] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:08.662969] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:08.663941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:08.664032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:08.664067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:08.792924] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:08.793088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:08.793130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:08.793166] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:08.796799] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2026-02-13T20:19:08.797109] [INFO ] [FORECASTER] Completed predict_future for CME
[2026-02-13T20:19:08.797245] [INFO ] [sig       ] CME: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:08.938238] [INFO ] [LOCAL     ] Saved forecast: CME	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CME.txt
[2026-02-13T20:19:08.938419] [INFO ] [sig       ] [691/3406] Completed CME in 0.3s | 2.83 sym/s | Total: 4.1m | ETA: 16.0m
[2026-02-13T20:19:08.938460] [INFO ] [sig       ] [692/3406] Forecasting CMG...
[2026-02-13T20:19:08.938491] [INFO ] [sig       ] Generating forecast for: CMG
[2026-02-13T20:19:08.938521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2026-02-13T20:19:08.950043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2026-02-13T20:19:08.950443] [INFO ] [FORECASTER] Starting predict_future for CMG
[2026-02-13T20:19:08.951290] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2026-02-13T20:19:08.951346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:08.951385] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:08.951420] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:08.951479] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:09.010781] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:09.011693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:09.011781] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:09.011816] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:09.136091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:09.136256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:09.136297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:09.136327] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:09.139955] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=78.71%)
[2026-02-13T20:19:09.140253] [INFO ] [FORECASTER] Completed predict_future for CMG
[2026-02-13T20:19:09.140386] [INFO ] [sig       ] CMG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:09.279480] [INFO ] [LOCAL     ] Saved forecast: CMG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CMG.txt
[2026-02-13T20:19:09.279642] [INFO ] [sig       ] [692/3406] Completed CMG in 0.3s | 2.83 sym/s | Total: 4.1m | ETA: 16.0m
[2026-02-13T20:19:09.279695] [INFO ] [sig       ] [693/3406] Forecasting CMI...
[2026-02-13T20:19:09.279725] [INFO ] [sig       ] Generating forecast for: CMI
[2026-02-13T20:19:09.279762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2026-02-13T20:19:09.291151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2026-02-13T20:19:09.291589] [INFO ] [FORECASTER] Starting predict_future for CMI
[2026-02-13T20:19:09.292387] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2026-02-13T20:19:09.292440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:09.292473] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:09.292500] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:09.292556] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:09.349797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:09.350689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:09.350775] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:09.350807] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:09.478163] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:09.478342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:09.478383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:09.478414] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:09.482400] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: DOWN (p=18.78%)
[2026-02-13T20:19:09.482741] [INFO ] [FORECASTER] Completed predict_future for CMI
[2026-02-13T20:19:09.482909] [INFO ] [sig       ] CMI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:09.626727] [INFO ] [LOCAL     ] Saved forecast: CMI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CMI.txt
[2026-02-13T20:19:09.626886] [INFO ] [sig       ] [693/3406] Completed CMI in 0.3s | 2.83 sym/s | Total: 4.1m | ETA: 16.0m
[2026-02-13T20:19:09.626927] [INFO ] [sig       ] [694/3406] Forecasting CMMB...
[2026-02-13T20:19:09.626955] [INFO ] [sig       ] Generating forecast for: CMMB
[2026-02-13T20:19:09.626985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2026-02-13T20:19:09.638317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMMB'.
[2026-02-13T20:19:09.638706] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2026-02-13T20:19:09.639540] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2026-02-13T20:19:09.639615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:09.639649] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:09.639677] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:09.639736] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:09.705038] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:09.705945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:09.706030] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:09.706063] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:09.824121] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:09.824280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:09.824319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:09.824346] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:09.827848] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: UP (p=75.18%)
[2026-02-13T20:19:09.828126] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2026-02-13T20:19:09.828275] [INFO ] [sig       ] CMMB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:09.967687] [INFO ] [LOCAL     ] Saved forecast: CMMB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CMMB.txt
[2026-02-13T20:19:09.967806] [INFO ] [sig       ] [694/3406] Completed CMMB in 0.3s | 2.83 sym/s | Total: 4.1m | ETA: 16.0m
[2026-02-13T20:19:09.967843] [INFO ] [sig       ] [695/3406] Forecasting CMP...
[2026-02-13T20:19:09.967876] [INFO ] [sig       ] Generating forecast for: CMP
[2026-02-13T20:19:09.967906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2026-02-13T20:19:09.979257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2026-02-13T20:19:09.979597] [INFO ] [FORECASTER] Starting predict_future for CMP
[2026-02-13T20:19:09.980361] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2026-02-13T20:19:09.980413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:09.980444] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:09.980471] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:09.980527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:10.037300] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:10.037981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:10.038059] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:10.038092] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:10.162545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:10.162744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:10.162796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:10.162826] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:10.166548] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=96.07%)
[2026-02-13T20:19:10.166862] [INFO ] [FORECASTER] Completed predict_future for CMP
[2026-02-13T20:19:10.167005] [INFO ] [sig       ] CMP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:10.325202] [INFO ] [LOCAL     ] Saved forecast: CMP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CMP.txt
[2026-02-13T20:19:10.325361] [INFO ] [sig       ] [695/3406] Completed CMP in 0.4s | 2.83 sym/s | Total: 4.1m | ETA: 16.0m
[2026-02-13T20:19:10.325403] [INFO ] [sig       ] [696/3406] Forecasting CMPS...
[2026-02-13T20:19:10.325432] [INFO ] [sig       ] Generating forecast for: CMPS
[2026-02-13T20:19:10.325463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2026-02-13T20:19:10.337750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPS'.
[2026-02-13T20:19:10.338189] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2026-02-13T20:19:10.339083] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2026-02-13T20:19:10.339142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:10.339173] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:10.339205] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:10.339263] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:10.405348] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:10.406315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:10.406439] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:10.406472] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:10.537041] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:10.537229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:10.537282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:10.537322] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:10.542203] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: UP (p=66.13%)
[2026-02-13T20:19:10.542695] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2026-02-13T20:19:10.542856] [INFO ] [sig       ] CMPS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:10.694598] [INFO ] [LOCAL     ] Saved forecast: CMPS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CMPS.txt
[2026-02-13T20:19:10.694763] [INFO ] [sig       ] [696/3406] Completed CMPS in 0.4s | 2.83 sym/s | Total: 4.1m | ETA: 16.0m
[2026-02-13T20:19:10.694805] [INFO ] [sig       ] [697/3406] Forecasting CMPX...
[2026-02-13T20:19:10.694834] [INFO ] [sig       ] Generating forecast for: CMPX
[2026-02-13T20:19:10.694864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2026-02-13T20:19:10.706999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2026-02-13T20:19:10.707366] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2026-02-13T20:19:10.708243] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2026-02-13T20:19:10.708311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:10.708352] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:10.708386] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:10.708446] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:10.767240] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:10.768069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:10.768155] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:10.768189] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:10.892187] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:10.892384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:10.892438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:10.892469] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:10.896220] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: UP (p=95.57%)
[2026-02-13T20:19:10.896522] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2026-02-13T20:19:10.896701] [INFO ] [sig       ] CMPX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:11.040909] [INFO ] [LOCAL     ] Saved forecast: CMPX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CMPX.txt
[2026-02-13T20:19:11.041052] [INFO ] [sig       ] [697/3406] Completed CMPX in 0.3s | 2.83 sym/s | Total: 4.1m | ETA: 16.0m
[2026-02-13T20:19:11.041092] [INFO ] [sig       ] [698/3406] Forecasting CMRE...
[2026-02-13T20:19:11.041120] [INFO ] [sig       ] Generating forecast for: CMRE
[2026-02-13T20:19:11.041163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2026-02-13T20:19:11.053136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMRE'.
[2026-02-13T20:19:11.053501] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2026-02-13T20:19:11.054324] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2026-02-13T20:19:11.054377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:11.054408] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:11.054434] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:11.054496] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:11.112960] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:11.113915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:11.114025] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:11.114062] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:11.253588] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:11.253752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:11.253807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:11.253842] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:11.257968] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2026-02-13T20:19:11.258291] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2026-02-13T20:19:11.258442] [INFO ] [sig       ] CMRE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:11.411557] [INFO ] [LOCAL     ] Saved forecast: CMRE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CMRE.txt
[2026-02-13T20:19:11.411738] [INFO ] [sig       ] [698/3406] Completed CMRE in 0.4s | 2.83 sym/s | Total: 4.1m | ETA: 16.0m
[2026-02-13T20:19:11.411781] [INFO ] [sig       ] [699/3406] Forecasting CMS...
[2026-02-13T20:19:11.411811] [INFO ] [sig       ] Generating forecast for: CMS
[2026-02-13T20:19:11.411841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2026-02-13T20:19:11.423553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2026-02-13T20:19:11.423947] [INFO ] [FORECASTER] Starting predict_future for CMS
[2026-02-13T20:19:11.424788] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2026-02-13T20:19:11.424850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:11.424885] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:11.424911] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:11.424968] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:11.486623] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:11.487457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:11.487546] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:11.487621] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:11.616380] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:11.616538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:11.616604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:11.616639] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:11.620251] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: DOWN (p=21.40%)
[2026-02-13T20:19:11.620543] [INFO ] [FORECASTER] Completed predict_future for CMS
[2026-02-13T20:19:11.620710] [INFO ] [sig       ] CMS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:11.768493] [INFO ] [LOCAL     ] Saved forecast: CMS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CMS.txt
[2026-02-13T20:19:11.768700] [INFO ] [sig       ] [699/3406] Completed CMS in 0.4s | 2.83 sym/s | Total: 4.1m | ETA: 15.9m
[2026-02-13T20:19:11.768753] [INFO ] [sig       ] [700/3406] Forecasting CMSA...
[2026-02-13T20:19:11.768788] [INFO ] [sig       ] Generating forecast for: CMSA
[2026-02-13T20:19:11.768821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2026-02-13T20:19:11.779898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2026-02-13T20:19:11.780275] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2026-02-13T20:19:11.781164] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2026-02-13T20:19:11.781218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:11.781252] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:11.781278] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:11.781335] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:11.839734] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:11.840421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:11.840510] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:11.840545] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:11.961264] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:11.961427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:11.961469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:11.961498] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:11.965003] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=15.18%)
[2026-02-13T20:19:11.965293] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2026-02-13T20:19:11.965421] [INFO ] [sig       ] CMSA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:12.103736] [INFO ] [LOCAL     ] Saved forecast: CMSA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CMSA.txt
[2026-02-13T20:19:12.103882] [INFO ] [sig       ] [700/3406] Completed CMSA in 0.3s | 2.83 sym/s | Total: 4.1m | ETA: 15.9m
[2026-02-13T20:19:12.103936] [INFO ] [sig       ] [701/3406] Forecasting CMSC...
[2026-02-13T20:19:12.103972] [INFO ] [sig       ] Generating forecast for: CMSC
[2026-02-13T20:19:12.104005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2026-02-13T20:19:12.114762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSC'.
[2026-02-13T20:19:12.115140] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2026-02-13T20:19:12.115957] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2026-02-13T20:19:12.116011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:12.116042] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:12.116069] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:12.116124] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:12.173089] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:12.174006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:12.174096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:12.174132] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:12.287562] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:12.287755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:12.287795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:12.287824] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:12.291291] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: UP (p=94.24%)
[2026-02-13T20:19:12.291601] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2026-02-13T20:19:12.291736] [INFO ] [sig       ] CMSC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:12.431660] [INFO ] [LOCAL     ] Saved forecast: CMSC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CMSC.txt
[2026-02-13T20:19:12.431818] [INFO ] [sig       ] [701/3406] Completed CMSC in 0.3s | 2.83 sym/s | Total: 4.1m | ETA: 15.9m
[2026-02-13T20:19:12.431857] [INFO ] [sig       ] [702/3406] Forecasting CMSD...
[2026-02-13T20:19:12.431886] [INFO ] [sig       ] Generating forecast for: CMSD
[2026-02-13T20:19:12.431918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2026-02-13T20:19:12.442562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2026-02-13T20:19:12.442950] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2026-02-13T20:19:12.443768] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2026-02-13T20:19:12.443836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:12.443870] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:12.443896] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:12.443953] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:12.501191] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:12.501967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:12.502048] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:12.502081] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:12.624148] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:12.624302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:12.624342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:12.624370] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:12.627865] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: UP (p=75.63%)
[2026-02-13T20:19:12.628153] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2026-02-13T20:19:12.628298] [INFO ] [sig       ] CMSD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:12.773844] [INFO ] [LOCAL     ] Saved forecast: CMSD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CMSD.txt
[2026-02-13T20:19:12.774002] [INFO ] [sig       ] [702/3406] Completed CMSD in 0.3s | 2.83 sym/s | Total: 4.1m | ETA: 15.9m
[2026-02-13T20:19:12.774043] [INFO ] [sig       ] [703/3406] Forecasting CMTG...
[2026-02-13T20:19:12.774072] [INFO ] [sig       ] Generating forecast for: CMTG
[2026-02-13T20:19:12.774102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2026-02-13T20:19:12.784875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2026-02-13T20:19:12.785231] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2026-02-13T20:19:12.786060] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2026-02-13T20:19:12.786113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:12.786175] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:12.786204] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:12.786268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:12.854132] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:12.855036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:12.855131] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:12.855165] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:12.976153] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:12.976316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:12.976355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:12.976384] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:12.979923] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: UP (p=86.37%)
[2026-02-13T20:19:12.980206] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2026-02-13T20:19:12.980342] [INFO ] [sig       ] CMTG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:13.119823] [INFO ] [LOCAL     ] Saved forecast: CMTG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CMTG.txt
[2026-02-13T20:19:13.119956] [INFO ] [sig       ] [703/3406] Completed CMTG in 0.3s | 2.83 sym/s | Total: 4.1m | ETA: 15.9m
[2026-02-13T20:19:13.119996] [INFO ] [sig       ] [704/3406] Forecasting CMTL...
[2026-02-13T20:19:13.120025] [INFO ] [sig       ] Generating forecast for: CMTL
[2026-02-13T20:19:13.120054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2026-02-13T20:19:13.133088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2026-02-13T20:19:13.133447] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2026-02-13T20:19:13.134262] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2026-02-13T20:19:13.134315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:13.134348] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:13.134375] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:13.134433] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:13.192517] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:13.193221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:13.193303] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:13.193337] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:13.316408] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:13.316585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:13.316631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:13.316661] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:13.320394] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=87.21%)
[2026-02-13T20:19:13.320711] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2026-02-13T20:19:13.320846] [INFO ] [sig       ] CMTL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:13.460095] [INFO ] [LOCAL     ] Saved forecast: CMTL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CMTL.txt
[2026-02-13T20:19:13.460246] [INFO ] [sig       ] [704/3406] Completed CMTL in 0.3s | 2.83 sym/s | Total: 4.1m | ETA: 15.9m
[2026-02-13T20:19:13.460289] [INFO ] [sig       ] [705/3406] Forecasting CNA...
[2026-02-13T20:19:13.460322] [INFO ] [sig       ] Generating forecast for: CNA
[2026-02-13T20:19:13.460353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2026-02-13T20:19:13.471547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNA'.
[2026-02-13T20:19:13.471938] [INFO ] [FORECASTER] Starting predict_future for CNA
[2026-02-13T20:19:13.472750] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2026-02-13T20:19:13.472803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:13.472835] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:13.472862] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:13.472917] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:13.530224] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:13.531045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:13.531132] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:13.531165] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:13.654757] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:13.654909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:13.654958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:13.654996] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:13.658695] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2026-02-13T20:19:13.658997] [INFO ] [FORECASTER] Completed predict_future for CNA
[2026-02-13T20:19:13.659131] [INFO ] [sig       ] CNA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:13.802413] [INFO ] [LOCAL     ] Saved forecast: CNA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CNA.txt
[2026-02-13T20:19:13.802592] [INFO ] [sig       ] [705/3406] Completed CNA in 0.3s | 2.83 sym/s | Total: 4.2m | ETA: 15.9m
[2026-02-13T20:19:13.802655] [INFO ] [sig       ] [706/3406] Forecasting CNC...
[2026-02-13T20:19:13.802686] [INFO ] [sig       ] Generating forecast for: CNC
[2026-02-13T20:19:13.802717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2026-02-13T20:19:13.814069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2026-02-13T20:19:13.814439] [INFO ] [FORECASTER] Starting predict_future for CNC
[2026-02-13T20:19:13.815265] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2026-02-13T20:19:13.815318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:13.815350] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:13.815377] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:13.815433] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:13.874164] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:13.874950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:13.875035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:13.875069] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:13.997073] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:13.997224] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:13.997263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:13.997332] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:14.000880] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=20.95%)
[2026-02-13T20:19:14.001175] [INFO ] [FORECASTER] Completed predict_future for CNC
[2026-02-13T20:19:14.001311] [INFO ] [sig       ] CNC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:14.143453] [INFO ] [LOCAL     ] Saved forecast: CNC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CNC.txt
[2026-02-13T20:19:14.143616] [INFO ] [sig       ] [706/3406] Completed CNC in 0.3s | 2.83 sym/s | Total: 4.2m | ETA: 15.9m
[2026-02-13T20:19:14.143657] [INFO ] [sig       ] [707/3406] Forecasting CNF...
[2026-02-13T20:19:14.143686] [INFO ] [sig       ] Generating forecast for: CNF
[2026-02-13T20:19:14.143717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2026-02-13T20:19:14.154746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2026-02-13T20:19:14.155110] [INFO ] [FORECASTER] Starting predict_future for CNF
[2026-02-13T20:19:14.155943] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2026-02-13T20:19:14.155996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:14.156029] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:14.156055] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:14.156113] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:14.215746] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:14.216597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:14.216684] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:14.216718] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:14.324879] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:14.325025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:14.325064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:14.325094] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:14.328654] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=79.92%)
[2026-02-13T20:19:14.328935] [INFO ] [FORECASTER] Completed predict_future for CNF
[2026-02-13T20:19:14.329084] [INFO ] [sig       ] CNF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:14.468025] [INFO ] [LOCAL     ] Saved forecast: CNF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CNF.txt
[2026-02-13T20:19:14.468164] [INFO ] [sig       ] [707/3406] Completed CNF in 0.3s | 2.83 sym/s | Total: 4.2m | ETA: 15.9m
[2026-02-13T20:19:14.468204] [INFO ] [sig       ] [708/3406] Forecasting CNI...
[2026-02-13T20:19:14.468234] [INFO ] [sig       ] Generating forecast for: CNI
[2026-02-13T20:19:14.468264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2026-02-13T20:19:14.478899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2026-02-13T20:19:14.479239] [INFO ] [FORECASTER] Starting predict_future for CNI
[2026-02-13T20:19:14.480063] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2026-02-13T20:19:14.480116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:14.480148] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:14.480175] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:14.480231] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:14.538005] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:14.538709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:14.538792] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:14.538826] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:14.659277] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:14.659446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:14.659489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:14.659518] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:14.662931] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=29.05%)
[2026-02-13T20:19:14.663208] [INFO ] [FORECASTER] Completed predict_future for CNI
[2026-02-13T20:19:14.663350] [INFO ] [sig       ] CNI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:14.802810] [INFO ] [LOCAL     ] Saved forecast: CNI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CNI.txt
[2026-02-13T20:19:14.802968] [INFO ] [sig       ] [708/3406] Completed CNI in 0.3s | 2.83 sym/s | Total: 4.2m | ETA: 15.9m
[2026-02-13T20:19:14.803009] [INFO ] [sig       ] [709/3406] Forecasting CNK...
[2026-02-13T20:19:14.803037] [INFO ] [sig       ] Generating forecast for: CNK
[2026-02-13T20:19:14.803070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2026-02-13T20:19:14.813921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2026-02-13T20:19:14.814261] [INFO ] [FORECASTER] Starting predict_future for CNK
[2026-02-13T20:19:14.815064] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2026-02-13T20:19:14.815115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:14.815147] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:14.815173] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:14.815230] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:14.873353] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:14.874098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:14.874182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:14.874216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:15.002600] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:15.002789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:15.002847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:15.002878] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:15.006655] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: DOWN (p=19.85%)
[2026-02-13T20:19:15.006948] [INFO ] [FORECASTER] Completed predict_future for CNK
[2026-02-13T20:19:15.007090] [INFO ] [sig       ] CNK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:15.147840] [INFO ] [LOCAL     ] Saved forecast: CNK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CNK.txt
[2026-02-13T20:19:15.147982] [INFO ] [sig       ] [709/3406] Completed CNK in 0.3s | 2.83 sym/s | Total: 4.2m | ETA: 15.9m
[2026-02-13T20:19:15.148023] [INFO ] [sig       ] [710/3406] Forecasting CNM...
[2026-02-13T20:19:15.148053] [INFO ] [sig       ] Generating forecast for: CNM
[2026-02-13T20:19:15.148083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2026-02-13T20:19:15.159558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2026-02-13T20:19:15.159949] [INFO ] [FORECASTER] Starting predict_future for CNM
[2026-02-13T20:19:15.160791] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2026-02-13T20:19:15.160843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:15.160875] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:15.160901] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:15.160956] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:15.219875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:15.220670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:15.220769] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:15.220804] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:15.347124] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:15.347284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:15.347324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:15.347353] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:15.350859] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: DOWN (p=21.40%)
[2026-02-13T20:19:15.351145] [INFO ] [FORECASTER] Completed predict_future for CNM
[2026-02-13T20:19:15.351278] [INFO ] [sig       ] CNM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:15.492067] [INFO ] [LOCAL     ] Saved forecast: CNM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CNM.txt
[2026-02-13T20:19:15.492239] [INFO ] [sig       ] [710/3406] Completed CNM in 0.3s | 2.83 sym/s | Total: 4.2m | ETA: 15.9m
[2026-02-13T20:19:15.492292] [INFO ] [sig       ] [711/3406] Forecasting CNMD...
[2026-02-13T20:19:15.492330] [INFO ] [sig       ] Generating forecast for: CNMD
[2026-02-13T20:19:15.492372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2026-02-13T20:19:15.503547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNMD'.
[2026-02-13T20:19:15.503955] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2026-02-13T20:19:15.504820] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2026-02-13T20:19:15.504874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:15.504908] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:15.504935] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:15.504992] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:15.562264] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:15.563136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:15.563240] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:15.563276] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:15.684056] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:15.684202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:15.684240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:15.684269] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:15.687782] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=82.11%)
[2026-02-13T20:19:15.688107] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2026-02-13T20:19:15.688246] [INFO ] [sig       ] CNMD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:15.837617] [INFO ] [LOCAL     ] Saved forecast: CNMD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CNMD.txt
[2026-02-13T20:19:15.837805] [INFO ] [sig       ] [711/3406] Completed CNMD in 0.3s | 2.83 sym/s | Total: 4.2m | ETA: 15.9m
[2026-02-13T20:19:15.837849] [INFO ] [sig       ] [712/3406] Forecasting CNNE...
[2026-02-13T20:19:15.837878] [INFO ] [sig       ] Generating forecast for: CNNE
[2026-02-13T20:19:15.837908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2026-02-13T20:19:15.849766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNNE'.
[2026-02-13T20:19:15.850173] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2026-02-13T20:19:15.851066] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2026-02-13T20:19:15.851120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:15.851153] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:15.851180] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:15.851238] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:15.909935] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:15.910831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:15.910920] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:15.910954] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:16.039087] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:16.039244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:16.039283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:16.039311] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:16.042818] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: UP (p=77.56%)
[2026-02-13T20:19:16.043113] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2026-02-13T20:19:16.043249] [INFO ] [sig       ] CNNE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:16.185037] [INFO ] [LOCAL     ] Saved forecast: CNNE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CNNE.txt
[2026-02-13T20:19:16.185196] [INFO ] [sig       ] [712/3406] Completed CNNE in 0.3s | 2.83 sym/s | Total: 4.2m | ETA: 15.9m
[2026-02-13T20:19:16.185238] [INFO ] [sig       ] [713/3406] Forecasting CNO...
[2026-02-13T20:19:16.185268] [INFO ] [sig       ] Generating forecast for: CNO
[2026-02-13T20:19:16.185297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2026-02-13T20:19:16.196671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2026-02-13T20:19:16.197075] [INFO ] [FORECASTER] Starting predict_future for CNO
[2026-02-13T20:19:16.198006] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2026-02-13T20:19:16.198062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:16.198108] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:16.198139] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:16.198196] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:16.256961] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:16.257925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:16.258075] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:16.258110] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:16.383781] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:16.383950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:16.383990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:16.384019] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:16.387711] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=87.05%)
[2026-02-13T20:19:16.388042] [INFO ] [FORECASTER] Completed predict_future for CNO
[2026-02-13T20:19:16.388210] [INFO ] [sig       ] CNO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:16.532260] [INFO ] [LOCAL     ] Saved forecast: CNO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CNO.txt
[2026-02-13T20:19:16.532418] [INFO ] [sig       ] [713/3406] Completed CNO in 0.3s | 2.83 sym/s | Total: 4.2m | ETA: 15.9m
[2026-02-13T20:19:16.532459] [INFO ] [sig       ] [714/3406] Forecasting CNOB...
[2026-02-13T20:19:16.532488] [INFO ] [sig       ] Generating forecast for: CNOB
[2026-02-13T20:19:16.532517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2026-02-13T20:19:16.547790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNOB'.
[2026-02-13T20:19:16.548205] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2026-02-13T20:19:16.549115] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2026-02-13T20:19:16.549170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:16.549202] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:16.549229] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:16.549286] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:16.612456] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:16.613476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:16.613614] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:16.613664] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:16.741157] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:16.741323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:16.741374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:16.741409] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:16.745049] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: UP (p=56.54%)
[2026-02-13T20:19:16.745444] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2026-02-13T20:19:16.745628] [INFO ] [sig       ] CNOB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:16.884482] [INFO ] [LOCAL     ] Saved forecast: CNOB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CNOB.txt
[2026-02-13T20:19:16.884651] [INFO ] [sig       ] [714/3406] Completed CNOB in 0.4s | 2.83 sym/s | Total: 4.2m | ETA: 15.8m
[2026-02-13T20:19:16.884694] [INFO ] [sig       ] [715/3406] Forecasting CNP...
[2026-02-13T20:19:16.884723] [INFO ] [sig       ] Generating forecast for: CNP
[2026-02-13T20:19:16.884752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2026-02-13T20:19:16.896274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2026-02-13T20:19:16.896789] [INFO ] [FORECASTER] Starting predict_future for CNP
[2026-02-13T20:19:16.897710] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2026-02-13T20:19:16.897764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:16.897797] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:16.897823] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:16.897880] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:16.957854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:16.958809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:16.958899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:16.958933] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:17.088285] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:17.088435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:17.088476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:17.088507] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:17.092043] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: UP (p=75.72%)
[2026-02-13T20:19:17.092335] [INFO ] [FORECASTER] Completed predict_future for CNP
[2026-02-13T20:19:17.092472] [INFO ] [sig       ] CNP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:17.237639] [INFO ] [LOCAL     ] Saved forecast: CNP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CNP.txt
[2026-02-13T20:19:17.237778] [INFO ] [sig       ] [715/3406] Completed CNP in 0.4s | 2.83 sym/s | Total: 4.2m | ETA: 15.8m
[2026-02-13T20:19:17.237820] [INFO ] [sig       ] [716/3406] Forecasting CNQ...
[2026-02-13T20:19:17.237849] [INFO ] [sig       ] Generating forecast for: CNQ
[2026-02-13T20:19:17.237880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2026-02-13T20:19:17.248963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2026-02-13T20:19:17.249329] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2026-02-13T20:19:17.250196] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2026-02-13T20:19:17.250252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:17.250286] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:17.250315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:17.250372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:17.306869] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:17.307722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:17.307806] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:17.307840] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:17.437437] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:17.437671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:17.437722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:17.437754] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:17.441873] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: DOWN (p=23.54%)
[2026-02-13T20:19:17.442169] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2026-02-13T20:19:17.442310] [INFO ] [sig       ] CNQ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:17.589114] [INFO ] [LOCAL     ] Saved forecast: CNQ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CNQ.txt
[2026-02-13T20:19:17.589278] [INFO ] [sig       ] [716/3406] Completed CNQ in 0.4s | 2.83 sym/s | Total: 4.2m | ETA: 15.8m
[2026-02-13T20:19:17.589318] [INFO ] [sig       ] [717/3406] Forecasting CNS...
[2026-02-13T20:19:17.589349] [INFO ] [sig       ] Generating forecast for: CNS
[2026-02-13T20:19:17.589387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2026-02-13T20:19:17.600175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2026-02-13T20:19:17.600545] [INFO ] [FORECASTER] Starting predict_future for CNS
[2026-02-13T20:19:17.601388] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2026-02-13T20:19:17.601446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:17.601478] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:17.601504] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:17.601559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:17.658593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:17.659538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:17.659647] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:17.659682] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:17.785621] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:17.785785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:17.785826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:17.785856] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:17.789514] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2026-02-13T20:19:17.789869] [INFO ] [FORECASTER] Completed predict_future for CNS
[2026-02-13T20:19:17.790017] [INFO ] [sig       ] CNS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:17.940816] [INFO ] [LOCAL     ] Saved forecast: CNS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CNS.txt
[2026-02-13T20:19:17.940953] [INFO ] [sig       ] [717/3406] Completed CNS in 0.4s | 2.83 sym/s | Total: 4.2m | ETA: 15.8m
[2026-02-13T20:19:17.940993] [INFO ] [sig       ] [718/3406] Forecasting CNSP...
[2026-02-13T20:19:17.941021] [INFO ] [sig       ] Generating forecast for: CNSP
[2026-02-13T20:19:17.941051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2026-02-13T20:19:17.952653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2026-02-13T20:19:17.953096] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2026-02-13T20:19:17.954120] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2026-02-13T20:19:17.954180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:17.954220] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:17.954250] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:17.954318] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:18.013847] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:18.014680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:18.014764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:18.014797] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:18.137654] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:18.137815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:18.137856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:18.137885] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:18.141351] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2026-02-13T20:19:18.141695] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2026-02-13T20:19:18.141829] [INFO ] [sig       ] CNSP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:18.289692] [INFO ] [LOCAL     ] Saved forecast: CNSP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CNSP.txt
[2026-02-13T20:19:18.289830] [INFO ] [sig       ] [718/3406] Completed CNSP in 0.3s | 2.83 sym/s | Total: 4.2m | ETA: 15.8m
[2026-02-13T20:19:18.289869] [INFO ] [sig       ] [719/3406] Forecasting CNTA...
[2026-02-13T20:19:18.289898] [INFO ] [sig       ] Generating forecast for: CNTA
[2026-02-13T20:19:18.289928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2026-02-13T20:19:18.301259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2026-02-13T20:19:18.301629] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2026-02-13T20:19:18.302416] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2026-02-13T20:19:18.302469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:18.302502] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:18.302529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:18.302603] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:18.360231] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:18.361137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:18.361230] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:18.361265] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:18.486011] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:18.486170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:18.486211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:18.486241] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:18.489810] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=6.34%)
[2026-02-13T20:19:18.490119] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2026-02-13T20:19:18.490256] [INFO ] [sig       ] CNTA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:18.635759] [INFO ] [LOCAL     ] Saved forecast: CNTA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CNTA.txt
[2026-02-13T20:19:18.635901] [INFO ] [sig       ] [719/3406] Completed CNTA in 0.3s | 2.83 sym/s | Total: 4.2m | ETA: 15.8m
[2026-02-13T20:19:18.635942] [INFO ] [sig       ] [720/3406] Forecasting CNTY...
[2026-02-13T20:19:18.635971] [INFO ] [sig       ] Generating forecast for: CNTY
[2026-02-13T20:19:18.636001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2026-02-13T20:19:18.647151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTY'.
[2026-02-13T20:19:18.647666] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2026-02-13T20:19:18.648602] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2026-02-13T20:19:18.648657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:18.648719] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:18.648749] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:18.648808] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:18.705905] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:18.706636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:18.706716] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:18.706748] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:18.833890] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:18.834049] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:18.834090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:18.834135] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:18.837733] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: UP (p=70.23%)
[2026-02-13T20:19:18.838018] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2026-02-13T20:19:18.838151] [INFO ] [sig       ] CNTY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:18.987881] [INFO ] [LOCAL     ] Saved forecast: CNTY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CNTY.txt
[2026-02-13T20:19:18.988059] [INFO ] [sig       ] [720/3406] Completed CNTY in 0.4s | 2.83 sym/s | Total: 4.2m | ETA: 15.8m
[2026-02-13T20:19:18.988103] [INFO ] [sig       ] [721/3406] Forecasting CNVS...
[2026-02-13T20:19:18.988134] [INFO ] [sig       ] Generating forecast for: CNVS
[2026-02-13T20:19:18.988166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2026-02-13T20:19:18.999981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2026-02-13T20:19:19.000354] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2026-02-13T20:19:19.001182] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2026-02-13T20:19:19.001234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:19.001266] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:19.001293] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:19.001353] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:19.058204] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:19.058960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:19.059042] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:19.059074] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:19.178974] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:19.179127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:19.179166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:19.179194] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:19.182654] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=75.57%)
[2026-02-13T20:19:19.182933] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2026-02-13T20:19:19.183061] [INFO ] [sig       ] CNVS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:19.325309] [INFO ] [LOCAL     ] Saved forecast: CNVS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CNVS.txt
[2026-02-13T20:19:19.325456] [INFO ] [sig       ] [721/3406] Completed CNVS in 0.3s | 2.83 sym/s | Total: 4.2m | ETA: 15.8m
[2026-02-13T20:19:19.325497] [INFO ] [sig       ] [722/3406] Forecasting CNX...
[2026-02-13T20:19:19.325526] [INFO ] [sig       ] Generating forecast for: CNX
[2026-02-13T20:19:19.325555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2026-02-13T20:19:19.336973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2026-02-13T20:19:19.337333] [INFO ] [FORECASTER] Starting predict_future for CNX
[2026-02-13T20:19:19.338171] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2026-02-13T20:19:19.338224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:19.338256] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:19.338282] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:19.338337] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:19.395980] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:19.396739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:19.396825] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:19.396860] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:19.522382] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:19.522556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:19.522618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:19.522648] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:19.526176] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: UP (p=70.10%)
[2026-02-13T20:19:19.526484] [INFO ] [FORECASTER] Completed predict_future for CNX
[2026-02-13T20:19:19.526639] [INFO ] [sig       ] CNX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:19.669900] [INFO ] [LOCAL     ] Saved forecast: CNX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CNX.txt
[2026-02-13T20:19:19.670065] [INFO ] [sig       ] [722/3406] Completed CNX in 0.3s | 2.83 sym/s | Total: 4.2m | ETA: 15.8m
[2026-02-13T20:19:19.670113] [INFO ] [sig       ] [723/3406] Forecasting CNXN...
[2026-02-13T20:19:19.670149] [INFO ] [sig       ] Generating forecast for: CNXN
[2026-02-13T20:19:19.670180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2026-02-13T20:19:19.681310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2026-02-13T20:19:19.681728] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2026-02-13T20:19:19.682534] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2026-02-13T20:19:19.682618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:19.682655] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:19.682683] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:19.682742] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:19.743301] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:19.744175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:19.744262] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:19.744296] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:19.877834] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:19.878044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:19.878087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:19.878153] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:19.881866] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2026-02-13T20:19:19.882168] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2026-02-13T20:19:19.882307] [INFO ] [sig       ] CNXN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:20.024503] [INFO ] [LOCAL     ] Saved forecast: CNXN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CNXN.txt
[2026-02-13T20:19:20.024683] [INFO ] [sig       ] [723/3406] Completed CNXN in 0.4s | 2.83 sym/s | Total: 4.3m | ETA: 15.8m
[2026-02-13T20:19:20.024726] [INFO ] [sig       ] [724/3406] Forecasting COCO...
[2026-02-13T20:19:20.024755] [INFO ] [sig       ] Generating forecast for: COCO
[2026-02-13T20:19:20.024786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2026-02-13T20:19:20.036102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2026-02-13T20:19:20.036461] [INFO ] [FORECASTER] Starting predict_future for COCO
[2026-02-13T20:19:20.037286] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2026-02-13T20:19:20.037341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:20.037375] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:20.037405] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:20.037490] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:20.095238] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:20.096067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:20.096170] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:20.096205] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:20.224438] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:20.224626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:20.224668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:20.224698] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:20.228221] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: DOWN (p=20.10%)
[2026-02-13T20:19:20.228522] [INFO ] [FORECASTER] Completed predict_future for COCO
[2026-02-13T20:19:20.228692] [INFO ] [sig       ] COCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:20.368340] [INFO ] [LOCAL     ] Saved forecast: COCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/COCO.txt
[2026-02-13T20:19:20.368505] [INFO ] [sig       ] [724/3406] Completed COCO in 0.3s | 2.83 sym/s | Total: 4.3m | ETA: 15.8m
[2026-02-13T20:19:20.368555] [INFO ] [sig       ] [725/3406] Forecasting CODA...
[2026-02-13T20:19:20.368610] [INFO ] [sig       ] Generating forecast for: CODA
[2026-02-13T20:19:20.368642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2026-02-13T20:19:20.379323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODA'.
[2026-02-13T20:19:20.379720] [INFO ] [FORECASTER] Starting predict_future for CODA
[2026-02-13T20:19:20.380519] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2026-02-13T20:19:20.380599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:20.380637] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:20.380663] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:20.380722] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:20.440324] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:20.441252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:20.441341] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:20.441375] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:20.569566] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:20.569753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:20.569798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:20.569830] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:20.573432] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=44.66%)
[2026-02-13T20:19:20.573742] [INFO ] [FORECASTER] Completed predict_future for CODA
[2026-02-13T20:19:20.573874] [INFO ] [sig       ] CODA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:20.721613] [INFO ] [LOCAL     ] Saved forecast: CODA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CODA.txt
[2026-02-13T20:19:20.721790] [INFO ] [sig       ] [725/3406] Completed CODA in 0.4s | 2.83 sym/s | Total: 4.3m | ETA: 15.8m
[2026-02-13T20:19:20.721832] [INFO ] [sig       ] [726/3406] Forecasting CODI...
[2026-02-13T20:19:20.721862] [INFO ] [sig       ] Generating forecast for: CODI
[2026-02-13T20:19:20.721893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2026-02-13T20:19:20.733932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CODI'.
[2026-02-13T20:19:20.734419] [INFO ] [FORECASTER] Starting predict_future for CODI
[2026-02-13T20:19:20.735475] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2026-02-13T20:19:20.735561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:20.735646] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:20.735896] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:20.735977] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:20.797168] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:20.798086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:20.798172] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:20.798207] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:20.916453] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:20.916629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:20.916671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:20.916699] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:20.920143] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=83.14%)
[2026-02-13T20:19:20.920421] [INFO ] [FORECASTER] Completed predict_future for CODI
[2026-02-13T20:19:20.920555] [INFO ] [sig       ] CODI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:21.060094] [INFO ] [LOCAL     ] Saved forecast: CODI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CODI.txt
[2026-02-13T20:19:21.060243] [INFO ] [sig       ] [726/3406] Completed CODI in 0.3s | 2.83 sym/s | Total: 4.3m | ETA: 15.8m
[2026-02-13T20:19:21.060283] [INFO ] [sig       ] [727/3406] Forecasting COEP...
[2026-02-13T20:19:21.060312] [INFO ] [sig       ] Generating forecast for: COEP
[2026-02-13T20:19:21.060343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2026-02-13T20:19:21.071253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2026-02-13T20:19:21.071643] [INFO ] [FORECASTER] Starting predict_future for COEP
[2026-02-13T20:19:21.072450] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2026-02-13T20:19:21.072503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:21.072536] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:21.072563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:21.072642] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:21.129958] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:21.130682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:21.130764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:21.130797] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:21.252618] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:21.252774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:21.252814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:21.252843] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:21.256273] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: DOWN (p=30.43%)
[2026-02-13T20:19:21.256560] [INFO ] [FORECASTER] Completed predict_future for COEP
[2026-02-13T20:19:21.256710] [INFO ] [sig       ] COEP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:21.395025] [INFO ] [LOCAL     ] Saved forecast: COEP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/COEP.txt
[2026-02-13T20:19:21.395162] [INFO ] [sig       ] [727/3406] Completed COEP in 0.3s | 2.83 sym/s | Total: 4.3m | ETA: 15.8m
[2026-02-13T20:19:21.395201] [INFO ] [sig       ] [728/3406] Forecasting COF...
[2026-02-13T20:19:21.395232] [INFO ] [sig       ] Generating forecast for: COF
[2026-02-13T20:19:21.395261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2026-02-13T20:19:21.406544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COF'.
[2026-02-13T20:19:21.406917] [INFO ] [FORECASTER] Starting predict_future for COF
[2026-02-13T20:19:21.407767] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2026-02-13T20:19:21.407821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:21.407853] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:21.407879] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:21.407934] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:21.464424] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:21.465206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:21.465289] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:21.465322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:21.588900] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:21.589063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:21.589103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:21.589133] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:21.592643] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2026-02-13T20:19:21.592928] [INFO ] [FORECASTER] Completed predict_future for COF
[2026-02-13T20:19:21.593056] [INFO ] [sig       ] COF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:21.734939] [INFO ] [LOCAL     ] Saved forecast: COF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/COF.txt
[2026-02-13T20:19:21.735102] [INFO ] [sig       ] [728/3406] Completed COF in 0.3s | 2.83 sym/s | Total: 4.3m | ETA: 15.8m
[2026-02-13T20:19:21.735143] [INFO ] [sig       ] [729/3406] Forecasting COFS...
[2026-02-13T20:19:21.735174] [INFO ] [sig       ] Generating forecast for: COFS
[2026-02-13T20:19:21.735205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2026-02-13T20:19:21.747223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COFS'.
[2026-02-13T20:19:21.747648] [INFO ] [FORECASTER] Starting predict_future for COFS
[2026-02-13T20:19:21.748442] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2026-02-13T20:19:21.748495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:21.748528] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:21.748553] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:21.748629] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:21.808385] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:21.809296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:21.809382] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:21.809415] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:21.930290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:21.930447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:21.930487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:21.930516] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:21.934028] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2026-02-13T20:19:21.934313] [INFO ] [FORECASTER] Completed predict_future for COFS
[2026-02-13T20:19:21.934445] [INFO ] [sig       ] COFS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:22.073196] [INFO ] [LOCAL     ] Saved forecast: COFS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/COFS.txt
[2026-02-13T20:19:22.073345] [INFO ] [sig       ] [729/3406] Completed COFS in 0.3s | 2.83 sym/s | Total: 4.3m | ETA: 15.8m
[2026-02-13T20:19:22.073385] [INFO ] [sig       ] [730/3406] Forecasting COKE...
[2026-02-13T20:19:22.073414] [INFO ] [sig       ] Generating forecast for: COKE
[2026-02-13T20:19:22.073445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2026-02-13T20:19:22.084210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COKE'.
[2026-02-13T20:19:22.084620] [INFO ] [FORECASTER] Starting predict_future for COKE
[2026-02-13T20:19:22.085407] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2026-02-13T20:19:22.085462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:22.085500] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:22.085533] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:22.085625] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:22.144421] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:22.145375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:22.145505] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:22.145546] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:22.265819] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:22.265975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:22.266015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:22.266044] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:22.269498] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: DOWN (p=36.09%)
[2026-02-13T20:19:22.269803] [INFO ] [FORECASTER] Completed predict_future for COKE
[2026-02-13T20:19:22.269932] [INFO ] [sig       ] COKE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:22.407005] [INFO ] [LOCAL     ] Saved forecast: COKE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/COKE.txt
[2026-02-13T20:19:22.407112] [INFO ] [sig       ] [730/3406] Completed COKE in 0.3s | 2.83 sym/s | Total: 4.3m | ETA: 15.7m
[2026-02-13T20:19:22.407150] [INFO ] [sig       ] [731/3406] Forecasting COLB...
[2026-02-13T20:19:22.407178] [INFO ] [sig       ] Generating forecast for: COLB
[2026-02-13T20:19:22.407208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2026-02-13T20:19:22.418497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLB'.
[2026-02-13T20:19:22.418828] [INFO ] [FORECASTER] Starting predict_future for COLB
[2026-02-13T20:19:22.419624] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2026-02-13T20:19:22.419677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:22.419708] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:22.419735] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:22.419791] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:22.475395] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:22.476015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:22.476093] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:22.476126] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:22.597992] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:22.598143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:22.598184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:22.598212] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:22.601612] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: DOWN (p=32.07%)
[2026-02-13T20:19:22.601906] [INFO ] [FORECASTER] Completed predict_future for COLB
[2026-02-13T20:19:22.602033] [INFO ] [sig       ] COLB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:22.739965] [INFO ] [LOCAL     ] Saved forecast: COLB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/COLB.txt
[2026-02-13T20:19:22.740073] [INFO ] [sig       ] [731/3406] Completed COLB in 0.3s | 2.83 sym/s | Total: 4.3m | ETA: 15.7m
[2026-02-13T20:19:22.740113] [INFO ] [sig       ] [732/3406] Forecasting COLD...
[2026-02-13T20:19:22.740147] [INFO ] [sig       ] Generating forecast for: COLD
[2026-02-13T20:19:22.740176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2026-02-13T20:19:22.751223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2026-02-13T20:19:22.751540] [INFO ] [FORECASTER] Starting predict_future for COLD
[2026-02-13T20:19:22.752333] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2026-02-13T20:19:22.752385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:22.752416] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:22.752442] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:22.752499] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:22.809051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:22.809684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:22.809762] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:22.809794] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:22.928416] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:22.928565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:22.928642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:22.928676] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:22.932079] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: UP (p=98.12%)
[2026-02-13T20:19:22.932356] [INFO ] [FORECASTER] Completed predict_future for COLD
[2026-02-13T20:19:22.932481] [INFO ] [sig       ] COLD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:23.069955] [INFO ] [LOCAL     ] Saved forecast: COLD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/COLD.txt
[2026-02-13T20:19:23.070058] [INFO ] [sig       ] [732/3406] Completed COLD in 0.3s | 2.83 sym/s | Total: 4.3m | ETA: 15.7m
[2026-02-13T20:19:23.070097] [INFO ] [sig       ] [733/3406] Forecasting COLL...
[2026-02-13T20:19:23.070125] [INFO ] [sig       ] Generating forecast for: COLL
[2026-02-13T20:19:23.070155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2026-02-13T20:19:23.080802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLL'.
[2026-02-13T20:19:23.081103] [INFO ] [FORECASTER] Starting predict_future for COLL
[2026-02-13T20:19:23.081892] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2026-02-13T20:19:23.081944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:23.081976] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:23.082002] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:23.082059] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:23.138846] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:23.139460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:23.139552] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:23.139616] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:23.259085] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:23.259221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:23.259260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:23.259288] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:23.262549] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: UP (p=56.60%)
[2026-02-13T20:19:23.262840] [INFO ] [FORECASTER] Completed predict_future for COLL
[2026-02-13T20:19:23.262965] [INFO ] [sig       ] COLL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:23.400246] [INFO ] [LOCAL     ] Saved forecast: COLL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/COLL.txt
[2026-02-13T20:19:23.400401] [INFO ] [sig       ] [733/3406] Completed COLL in 0.3s | 2.83 sym/s | Total: 4.3m | ETA: 15.7m
[2026-02-13T20:19:23.400440] [INFO ] [sig       ] [734/3406] Forecasting COLM...
[2026-02-13T20:19:23.400469] [INFO ] [sig       ] Generating forecast for: COLM
[2026-02-13T20:19:23.400498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2026-02-13T20:19:23.411188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2026-02-13T20:19:23.411499] [INFO ] [FORECASTER] Starting predict_future for COLM
[2026-02-13T20:19:23.412338] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2026-02-13T20:19:23.412390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:23.412422] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:23.412448] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:23.412504] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:23.469092] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:23.469731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:23.469808] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:23.469840] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:23.587740] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:23.587868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:23.587907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:23.587934] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:23.591260] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=93.88%)
[2026-02-13T20:19:23.591534] [INFO ] [FORECASTER] Completed predict_future for COLM
[2026-02-13T20:19:23.591680] [INFO ] [sig       ] COLM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:23.729907] [INFO ] [LOCAL     ] Saved forecast: COLM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/COLM.txt
[2026-02-13T20:19:23.730012] [INFO ] [sig       ] [734/3406] Completed COLM in 0.3s | 2.83 sym/s | Total: 4.3m | ETA: 15.7m
[2026-02-13T20:19:23.730049] [INFO ] [sig       ] [735/3406] Forecasting COMP...
[2026-02-13T20:19:23.730079] [INFO ] [sig       ] Generating forecast for: COMP
[2026-02-13T20:19:23.730108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2026-02-13T20:19:23.741662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2026-02-13T20:19:23.741962] [INFO ] [FORECASTER] Starting predict_future for COMP
[2026-02-13T20:19:23.742750] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2026-02-13T20:19:23.742802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:23.742833] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:23.742860] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:23.742916] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:23.799760] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:23.800365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:23.800442] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:23.800474] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:23.926425] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:23.926587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:23.926636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:23.926671] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:23.930051] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=19.90%)
[2026-02-13T20:19:23.930325] [INFO ] [FORECASTER] Completed predict_future for COMP
[2026-02-13T20:19:23.930450] [INFO ] [sig       ] COMP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:24.068777] [INFO ] [LOCAL     ] Saved forecast: COMP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/COMP.txt
[2026-02-13T20:19:24.068886] [INFO ] [sig       ] [735/3406] Completed COMP in 0.3s | 2.83 sym/s | Total: 4.3m | ETA: 15.7m
[2026-02-13T20:19:24.068925] [INFO ] [sig       ] [736/3406] Forecasting CONL...
[2026-02-13T20:19:24.068955] [INFO ] [sig       ] Generating forecast for: CONL
[2026-02-13T20:19:24.068984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2026-02-13T20:19:24.079971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2026-02-13T20:19:24.080274] [INFO ] [FORECASTER] Starting predict_future for CONL
[2026-02-13T20:19:24.081060] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2026-02-13T20:19:24.081112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:24.081144] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:24.081171] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:24.081227] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:24.137414] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:24.138040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:24.138116] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:24.138148] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:24.266445] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:24.266633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:24.266682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:24.266711] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:24.270297] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: UP (p=69.86%)
[2026-02-13T20:19:24.270599] [INFO ] [FORECASTER] Completed predict_future for CONL
[2026-02-13T20:19:24.270744] [INFO ] [sig       ] CONL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:24.411155] [INFO ] [LOCAL     ] Saved forecast: CONL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CONL.txt
[2026-02-13T20:19:24.411260] [INFO ] [sig       ] [736/3406] Completed CONL in 0.3s | 2.83 sym/s | Total: 4.3m | ETA: 15.7m
[2026-02-13T20:19:24.411297] [INFO ] [sig       ] [737/3406] Forecasting COO...
[2026-02-13T20:19:24.411326] [INFO ] [sig       ] Generating forecast for: COO
[2026-02-13T20:19:24.411367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2026-02-13T20:19:24.423170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COO'.
[2026-02-13T20:19:24.423475] [INFO ] [FORECASTER] Starting predict_future for COO
[2026-02-13T20:19:24.424288] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2026-02-13T20:19:24.424340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:24.424421] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:24.424451] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:24.424535] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:24.481183] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:24.481849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:24.481949] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:24.481983] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:24.604503] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:24.604640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:24.604683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:24.604711] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:24.607880] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2026-02-13T20:19:24.608151] [INFO ] [FORECASTER] Completed predict_future for COO
[2026-02-13T20:19:24.608278] [INFO ] [sig       ] COO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:24.746991] [INFO ] [LOCAL     ] Saved forecast: COO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/COO.txt
[2026-02-13T20:19:24.747097] [INFO ] [sig       ] [737/3406] Completed COO in 0.3s | 2.83 sym/s | Total: 4.3m | ETA: 15.7m
[2026-02-13T20:19:24.747144] [INFO ] [sig       ] [738/3406] Forecasting COP...
[2026-02-13T20:19:24.747175] [INFO ] [sig       ] Generating forecast for: COP
[2026-02-13T20:19:24.747203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2026-02-13T20:19:24.760115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2026-02-13T20:19:24.760426] [INFO ] [FORECASTER] Starting predict_future for COP
[2026-02-13T20:19:24.761703] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2026-02-13T20:19:24.761756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:24.761788] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:24.761814] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:24.761869] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:24.818365] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:24.818984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:24.819062] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:24.819094] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:24.936377] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:24.936472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:24.936513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:24.936546] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:24.939849] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: DOWN (p=5.74%)
[2026-02-13T20:19:24.940117] [INFO ] [FORECASTER] Completed predict_future for COP
[2026-02-13T20:19:24.940241] [INFO ] [sig       ] COP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:25.078819] [INFO ] [LOCAL     ] Saved forecast: COP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/COP.txt
[2026-02-13T20:19:25.078928] [INFO ] [sig       ] [738/3406] Completed COP in 0.3s | 2.83 sym/s | Total: 4.3m | ETA: 15.7m
[2026-02-13T20:19:25.078965] [INFO ] [sig       ] [739/3406] Forecasting COPP...
[2026-02-13T20:19:25.078994] [INFO ] [sig       ] Generating forecast for: COPP
[2026-02-13T20:19:25.079023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2026-02-13T20:19:25.089865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2026-02-13T20:19:25.090219] [INFO ] [FORECASTER] Starting predict_future for COPP
[2026-02-13T20:19:25.091014] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2026-02-13T20:19:25.091065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:25.091097] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:25.091124] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:25.091181] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:25.148225] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:25.149174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:25.149264] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:25.149298] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:25.267475] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:25.267669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:25.267710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:25.267737] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:25.271505] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: DOWN (p=37.06%)
[2026-02-13T20:19:25.271823] [INFO ] [FORECASTER] Completed predict_future for COPP
[2026-02-13T20:19:25.271952] [INFO ] [sig       ] COPP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:25.412502] [INFO ] [LOCAL     ] Saved forecast: COPP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/COPP.txt
[2026-02-13T20:19:25.412654] [INFO ] [sig       ] [739/3406] Completed COPP in 0.3s | 2.83 sym/s | Total: 4.3m | ETA: 15.7m
[2026-02-13T20:19:25.412696] [INFO ] [sig       ] [740/3406] Forecasting CORZ...
[2026-02-13T20:19:25.412725] [INFO ] [sig       ] Generating forecast for: CORZ
[2026-02-13T20:19:25.412756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2026-02-13T20:19:25.424491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2026-02-13T20:19:25.424813] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2026-02-13T20:19:25.425624] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2026-02-13T20:19:25.425677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:25.425708] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:25.425921] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:25.425977] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:25.483704] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:25.484295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:25.484376] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:25.484408] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:25.607173] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:25.607304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:25.607341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:25.607425] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:25.610904] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=9.86%)
[2026-02-13T20:19:25.611177] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2026-02-13T20:19:25.611303] [INFO ] [sig       ] CORZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:25.750776] [INFO ] [LOCAL     ] Saved forecast: CORZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CORZ.txt
[2026-02-13T20:19:25.750886] [INFO ] [sig       ] [740/3406] Completed CORZ in 0.3s | 2.83 sym/s | Total: 4.4m | ETA: 15.7m
[2026-02-13T20:19:25.750948] [INFO ] [sig       ] [741/3406] Forecasting CORZZ...
[2026-02-13T20:19:25.750981] [INFO ] [sig       ] Generating forecast for: CORZZ
[2026-02-13T20:19:25.751011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2026-02-13T20:19:25.762184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2026-02-13T20:19:25.762500] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2026-02-13T20:19:25.763564] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2026-02-13T20:19:25.763636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:25.763668] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:25.763694] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:25.763749] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:25.825791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:25.826854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:25.827039] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:25.827082] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:25.941725] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:25.941879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:25.941918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:25.941948] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:25.945444] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: UP (p=97.07%)
[2026-02-13T20:19:25.945768] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2026-02-13T20:19:25.945909] [INFO ] [sig       ] CORZZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:26.085513] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CORZZ.txt
[2026-02-13T20:19:26.085695] [INFO ] [sig       ] [741/3406] Completed CORZZ in 0.3s | 2.84 sym/s | Total: 4.4m | ETA: 15.7m
[2026-02-13T20:19:26.085752] [INFO ] [sig       ] [742/3406] Forecasting COTY...
[2026-02-13T20:19:26.085783] [INFO ] [sig       ] Generating forecast for: COTY
[2026-02-13T20:19:26.085814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2026-02-13T20:19:26.098875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2026-02-13T20:19:26.099198] [INFO ] [FORECASTER] Starting predict_future for COTY
[2026-02-13T20:19:26.100002] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2026-02-13T20:19:26.100055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:26.100086] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:26.100112] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:26.100169] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:26.157151] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:26.157807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:26.157883] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:26.157916] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:26.284253] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:26.284420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:26.284460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:26.284490] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:26.288044] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=63.08%)
[2026-02-13T20:19:26.288357] [INFO ] [FORECASTER] Completed predict_future for COTY
[2026-02-13T20:19:26.288512] [INFO ] [sig       ] COTY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:26.425928] [INFO ] [LOCAL     ] Saved forecast: COTY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/COTY.txt
[2026-02-13T20:19:26.426058] [INFO ] [sig       ] [742/3406] Completed COTY in 0.3s | 2.84 sym/s | Total: 4.4m | ETA: 15.7m
[2026-02-13T20:19:26.426097] [INFO ] [sig       ] [743/3406] Forecasting COWG...
[2026-02-13T20:19:26.426136] [INFO ] [sig       ] Generating forecast for: COWG
[2026-02-13T20:19:26.426169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2026-02-13T20:19:26.436904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2026-02-13T20:19:26.437216] [INFO ] [FORECASTER] Starting predict_future for COWG
[2026-02-13T20:19:26.438032] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2026-02-13T20:19:26.438085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:26.438118] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:26.438144] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:26.438201] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:26.495241] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:26.495959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:26.496039] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:26.496072] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:26.620059] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:26.620217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:26.620256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:26.620285] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:26.623734] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: UP (p=70.87%)
[2026-02-13T20:19:26.624006] [INFO ] [FORECASTER] Completed predict_future for COWG
[2026-02-13T20:19:26.624130] [INFO ] [sig       ] COWG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:26.770451] [INFO ] [LOCAL     ] Saved forecast: COWG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/COWG.txt
[2026-02-13T20:19:26.770640] [INFO ] [sig       ] [743/3406] Completed COWG in 0.3s | 2.84 sym/s | Total: 4.4m | ETA: 15.7m
[2026-02-13T20:19:26.770684] [INFO ] [sig       ] [744/3406] Forecasting COYA...
[2026-02-13T20:19:26.770716] [INFO ] [sig       ] Generating forecast for: COYA
[2026-02-13T20:19:26.770746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2026-02-13T20:19:26.781605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COYA'.
[2026-02-13T20:19:26.781936] [INFO ] [FORECASTER] Starting predict_future for COYA
[2026-02-13T20:19:26.782770] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2026-02-13T20:19:26.782835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:26.782870] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:26.782902] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:26.782958] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:26.840890] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:26.841786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:26.841870] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:26.841902] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:26.956428] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:26.956604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:26.956663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:26.956692] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:26.960191] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: DOWN (p=39.61%)
[2026-02-13T20:19:26.960469] [INFO ] [FORECASTER] Completed predict_future for COYA
[2026-02-13T20:19:26.960625] [INFO ] [sig       ] COYA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:27.102214] [INFO ] [LOCAL     ] Saved forecast: COYA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/COYA.txt
[2026-02-13T20:19:27.102328] [INFO ] [sig       ] [744/3406] Completed COYA in 0.3s | 2.84 sym/s | Total: 4.4m | ETA: 15.6m
[2026-02-13T20:19:27.102367] [INFO ] [sig       ] [745/3406] Forecasting CP...
[2026-02-13T20:19:27.102397] [INFO ] [sig       ] Generating forecast for: CP
[2026-02-13T20:19:27.102425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2026-02-13T20:19:27.115862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2026-02-13T20:19:27.116189] [INFO ] [FORECASTER] Starting predict_future for CP
[2026-02-13T20:19:27.116987] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2026-02-13T20:19:27.117039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:27.117070] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:27.117097] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:27.117153] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:27.174334] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:27.174992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:27.175071] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:27.175104] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:27.300429] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:27.300560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:27.300616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:27.300645] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:27.304105] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=70.77%)
[2026-02-13T20:19:27.304379] [INFO ] [FORECASTER] Completed predict_future for CP
[2026-02-13T20:19:27.304506] [INFO ] [sig       ] CP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:27.451551] [INFO ] [LOCAL     ] Saved forecast: CP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CP.txt
[2026-02-13T20:19:27.451700] [INFO ] [sig       ] [745/3406] Completed CP in 0.3s | 2.84 sym/s | Total: 4.4m | ETA: 15.6m
[2026-02-13T20:19:27.451740] [INFO ] [sig       ] [746/3406] Forecasting CPA...
[2026-02-13T20:19:27.451770] [INFO ] [sig       ] Generating forecast for: CPA
[2026-02-13T20:19:27.451961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2026-02-13T20:19:27.465270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2026-02-13T20:19:27.465609] [INFO ] [FORECASTER] Starting predict_future for CPA
[2026-02-13T20:19:27.466397] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2026-02-13T20:19:27.466448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:27.466479] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:27.466506] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:27.466562] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:27.524909] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:27.525628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:27.525749] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:27.525784] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:27.657380] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:27.657566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:27.657677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:27.657751] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:27.661737] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: UP (p=72.27%)
[2026-02-13T20:19:27.662105] [INFO ] [FORECASTER] Completed predict_future for CPA
[2026-02-13T20:19:27.662259] [INFO ] [sig       ] CPA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:27.807270] [INFO ] [LOCAL     ] Saved forecast: CPA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CPA.txt
[2026-02-13T20:19:27.807456] [INFO ] [sig       ] [746/3406] Completed CPA in 0.4s | 2.84 sym/s | Total: 4.4m | ETA: 15.6m
[2026-02-13T20:19:27.807497] [INFO ] [sig       ] [747/3406] Forecasting CPB...
[2026-02-13T20:19:27.807527] [INFO ] [sig       ] Generating forecast for: CPB
[2026-02-13T20:19:27.807556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2026-02-13T20:19:27.820628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPB'.
[2026-02-13T20:19:27.821994] [INFO ] [FORECASTER] Starting predict_future for CPB
[2026-02-13T20:19:27.823673] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2026-02-13T20:19:27.823774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:27.823815] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:27.823849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:27.823913] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:27.885393] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:27.886653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:27.886770] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:27.886847] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:28.012269] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:28.012445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:28.012487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:28.012518] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:28.016363] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=60.52%)
[2026-02-13T20:19:28.016806] [INFO ] [FORECASTER] Completed predict_future for CPB
[2026-02-13T20:19:28.016972] [INFO ] [sig       ] CPB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:28.161536] [INFO ] [LOCAL     ] Saved forecast: CPB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CPB.txt
[2026-02-13T20:19:28.161748] [INFO ] [sig       ] [747/3406] Completed CPB in 0.4s | 2.84 sym/s | Total: 4.4m | ETA: 15.6m
[2026-02-13T20:19:28.161790] [INFO ] [sig       ] [748/3406] Forecasting CPF...
[2026-02-13T20:19:28.161829] [INFO ] [sig       ] Generating forecast for: CPF
[2026-02-13T20:19:28.161873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2026-02-13T20:19:28.173801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPF'.
[2026-02-13T20:19:28.174218] [INFO ] [FORECASTER] Starting predict_future for CPF
[2026-02-13T20:19:28.175113] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2026-02-13T20:19:28.175169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:28.175202] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:28.175245] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:28.175305] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:28.233070] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:28.233992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:28.234079] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:28.234112] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:28.363186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:28.363373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:28.363426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:28.363467] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:28.368403] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2026-02-13T20:19:28.368900] [INFO ] [FORECASTER] Completed predict_future for CPF
[2026-02-13T20:19:28.369092] [INFO ] [sig       ] CPF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:28.543338] [INFO ] [LOCAL     ] Saved forecast: CPF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CPF.txt
[2026-02-13T20:19:28.543505] [INFO ] [sig       ] [748/3406] Completed CPF in 0.4s | 2.84 sym/s | Total: 4.4m | ETA: 15.6m
[2026-02-13T20:19:28.543545] [INFO ] [sig       ] [749/3406] Forecasting CPIX...
[2026-02-13T20:19:28.543614] [INFO ] [sig       ] Generating forecast for: CPIX
[2026-02-13T20:19:28.543648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2026-02-13T20:19:28.555511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2026-02-13T20:19:28.555930] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2026-02-13T20:19:28.556763] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2026-02-13T20:19:28.556817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:28.556849] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:28.556875] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:28.556931] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:28.614293] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:28.615198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:28.615284] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:28.615318] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:28.741319] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:28.741483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:28.741523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:28.741551] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:28.745343] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: UP (p=59.49%)
[2026-02-13T20:19:28.745692] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2026-02-13T20:19:28.745837] [INFO ] [sig       ] CPIX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:28.899817] [INFO ] [LOCAL     ] Saved forecast: CPIX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CPIX.txt
[2026-02-13T20:19:28.899980] [INFO ] [sig       ] [749/3406] Completed CPIX in 0.4s | 2.84 sym/s | Total: 4.4m | ETA: 15.6m
[2026-02-13T20:19:28.900021] [INFO ] [sig       ] [750/3406] Forecasting CPK...
[2026-02-13T20:19:28.900053] [INFO ] [sig       ] Generating forecast for: CPK
[2026-02-13T20:19:28.900084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2026-02-13T20:19:28.913498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2026-02-13T20:19:28.914002] [INFO ] [FORECASTER] Starting predict_future for CPK
[2026-02-13T20:19:28.915015] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2026-02-13T20:19:28.915077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:28.915115] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:28.915149] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:28.915226] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:28.973633] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:28.974589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:28.974677] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:28.974710] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:29.094680] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:29.094839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:29.094878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:29.094906] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:29.098424] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2026-02-13T20:19:29.098736] [INFO ] [FORECASTER] Completed predict_future for CPK
[2026-02-13T20:19:29.098866] [INFO ] [sig       ] CPK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:29.242720] [INFO ] [LOCAL     ] Saved forecast: CPK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CPK.txt
[2026-02-13T20:19:29.242909] [INFO ] [sig       ] [750/3406] Completed CPK in 0.3s | 2.84 sym/s | Total: 4.4m | ETA: 15.6m
[2026-02-13T20:19:29.242951] [INFO ] [sig       ] [751/3406] Forecasting CPNG...
[2026-02-13T20:19:29.242981] [INFO ] [sig       ] Generating forecast for: CPNG
[2026-02-13T20:19:29.243013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2026-02-13T20:19:29.254327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2026-02-13T20:19:29.254729] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2026-02-13T20:19:29.255514] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2026-02-13T20:19:29.255567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:29.255626] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:29.255653] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:29.255710] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:29.314366] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:29.315279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:29.315364] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:29.315399] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:29.442850] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:29.443020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:29.443059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:29.443086] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:29.446956] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: DOWN (p=0.91%)
[2026-02-13T20:19:29.447298] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2026-02-13T20:19:29.447461] [INFO ] [sig       ] CPNG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:29.619049] [INFO ] [LOCAL     ] Saved forecast: CPNG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CPNG.txt
[2026-02-13T20:19:29.619208] [INFO ] [sig       ] [751/3406] Completed CPNG in 0.4s | 2.83 sym/s | Total: 4.4m | ETA: 15.6m
[2026-02-13T20:19:29.619249] [INFO ] [sig       ] [752/3406] Forecasting CPRI...
[2026-02-13T20:19:29.619281] [INFO ] [sig       ] Generating forecast for: CPRI
[2026-02-13T20:19:29.619318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2026-02-13T20:19:29.631073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRI'.
[2026-02-13T20:19:29.631483] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2026-02-13T20:19:29.632313] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2026-02-13T20:19:29.632367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:29.632399] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:29.632426] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:29.632482] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:29.690443] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:29.691357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:29.691440] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:29.691473] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:29.813930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:29.814087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:29.814126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:29.814155] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:29.817712] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=32.69%)
[2026-02-13T20:19:29.818010] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2026-02-13T20:19:29.818143] [INFO ] [sig       ] CPRI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:29.958374] [INFO ] [LOCAL     ] Saved forecast: CPRI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CPRI.txt
[2026-02-13T20:19:29.958542] [INFO ] [sig       ] [752/3406] Completed CPRI in 0.3s | 2.84 sym/s | Total: 4.4m | ETA: 15.6m
[2026-02-13T20:19:29.958606] [INFO ] [sig       ] [753/3406] Forecasting CPRX...
[2026-02-13T20:19:29.958648] [INFO ] [sig       ] Generating forecast for: CPRX
[2026-02-13T20:19:29.958685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2026-02-13T20:19:29.970497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2026-02-13T20:19:29.970899] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2026-02-13T20:19:29.971823] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2026-02-13T20:19:29.971883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:29.971916] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:29.971943] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:29.972000] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:30.032668] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:30.033561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:30.033670] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:30.033704] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:30.159853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:30.160035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:30.160079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:30.160109] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:30.163743] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=94.37%)
[2026-02-13T20:19:30.164080] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2026-02-13T20:19:30.164237] [INFO ] [sig       ] CPRX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:30.307167] [INFO ] [LOCAL     ] Saved forecast: CPRX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CPRX.txt
[2026-02-13T20:19:30.307324] [INFO ] [sig       ] [753/3406] Completed CPRX in 0.3s | 2.84 sym/s | Total: 4.4m | ETA: 15.6m
[2026-02-13T20:19:30.307364] [INFO ] [sig       ] [754/3406] Forecasting CPS...
[2026-02-13T20:19:30.307395] [INFO ] [sig       ] Generating forecast for: CPS
[2026-02-13T20:19:30.307424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2026-02-13T20:19:30.318998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2026-02-13T20:19:30.319395] [INFO ] [FORECASTER] Starting predict_future for CPS
[2026-02-13T20:19:30.320245] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2026-02-13T20:19:30.320297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:30.320361] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:30.320389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:30.320446] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:30.390707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:30.391662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:30.391773] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:30.391818] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:30.537737] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:30.537940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:30.537994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:30.538027] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:30.541924] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: DOWN (p=21.27%)
[2026-02-13T20:19:30.542358] [INFO ] [FORECASTER] Completed predict_future for CPS
[2026-02-13T20:19:30.542551] [INFO ] [sig       ] CPS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:30.688294] [INFO ] [LOCAL     ] Saved forecast: CPS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CPS.txt
[2026-02-13T20:19:30.688456] [INFO ] [sig       ] [754/3406] Completed CPS in 0.4s | 2.83 sym/s | Total: 4.4m | ETA: 15.6m
[2026-02-13T20:19:30.688495] [INFO ] [sig       ] [755/3406] Forecasting CPSH...
[2026-02-13T20:19:30.688524] [INFO ] [sig       ] Generating forecast for: CPSH
[2026-02-13T20:19:30.688555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2026-02-13T20:19:30.704306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2026-02-13T20:19:30.704777] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2026-02-13T20:19:30.705655] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2026-02-13T20:19:30.705715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:30.705747] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:30.705772] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:30.705828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:30.765360] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:30.766260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:30.766348] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:30.766382] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:30.895730] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:30.895898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:30.895939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:30.895966] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:30.900063] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=24.75%)
[2026-02-13T20:19:30.900390] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2026-02-13T20:19:30.900533] [INFO ] [sig       ] CPSH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:31.049540] [INFO ] [LOCAL     ] Saved forecast: CPSH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CPSH.txt
[2026-02-13T20:19:31.049740] [INFO ] [sig       ] [755/3406] Completed CPSH in 0.4s | 2.83 sym/s | Total: 4.4m | ETA: 15.6m
[2026-02-13T20:19:31.049788] [INFO ] [sig       ] [756/3406] Forecasting CPSS...
[2026-02-13T20:19:31.049823] [INFO ] [sig       ] Generating forecast for: CPSS
[2026-02-13T20:19:31.049854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2026-02-13T20:19:31.061658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2026-02-13T20:19:31.062047] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2026-02-13T20:19:31.062908] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2026-02-13T20:19:31.062961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:31.062993] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:31.063019] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:31.063074] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:31.122129] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:31.123050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:31.123136] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:31.123170] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:31.236383] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:31.236544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:31.236600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:31.236631] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:31.240250] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: UP (p=87.43%)
[2026-02-13T20:19:31.240530] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2026-02-13T20:19:31.240689] [INFO ] [sig       ] CPSS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:31.381765] [INFO ] [LOCAL     ] Saved forecast: CPSS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CPSS.txt
[2026-02-13T20:19:31.381921] [INFO ] [sig       ] [756/3406] Completed CPSS in 0.3s | 2.83 sym/s | Total: 4.4m | ETA: 15.6m
[2026-02-13T20:19:31.381960] [INFO ] [sig       ] [757/3406] Forecasting CPZ...
[2026-02-13T20:19:31.381988] [INFO ] [sig       ] Generating forecast for: CPZ
[2026-02-13T20:19:31.382019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2026-02-13T20:19:31.397193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2026-02-13T20:19:31.397565] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2026-02-13T20:19:31.398447] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2026-02-13T20:19:31.398500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:31.398530] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:31.398555] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:31.398632] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:31.456522] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:31.457404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:31.457490] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:31.457523] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:31.576759] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:31.576922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:31.576962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:31.577025] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:31.580501] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=56.01%)
[2026-02-13T20:19:31.580825] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2026-02-13T20:19:31.580966] [INFO ] [sig       ] CPZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:31.720650] [INFO ] [LOCAL     ] Saved forecast: CPZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CPZ.txt
[2026-02-13T20:19:31.720792] [INFO ] [sig       ] [757/3406] Completed CPZ in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.6m
[2026-02-13T20:19:31.720830] [INFO ] [sig       ] [758/3406] Forecasting CQP...
[2026-02-13T20:19:31.720860] [INFO ] [sig       ] Generating forecast for: CQP
[2026-02-13T20:19:31.720892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2026-02-13T20:19:31.732245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2026-02-13T20:19:31.732599] [INFO ] [FORECASTER] Starting predict_future for CQP
[2026-02-13T20:19:31.733367] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2026-02-13T20:19:31.733419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:31.733451] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:31.733477] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:31.733534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:31.790164] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:31.791041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:31.791127] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:31.791162] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:31.912050] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:31.912208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:31.912248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:31.912277] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:31.915791] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=19.49%)
[2026-02-13T20:19:31.916074] [INFO ] [FORECASTER] Completed predict_future for CQP
[2026-02-13T20:19:31.916204] [INFO ] [sig       ] CQP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:32.054546] [INFO ] [LOCAL     ] Saved forecast: CQP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CQP.txt
[2026-02-13T20:19:32.054701] [INFO ] [sig       ] [758/3406] Completed CQP in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.6m
[2026-02-13T20:19:32.054740] [INFO ] [sig       ] [759/3406] Forecasting CRAI...
[2026-02-13T20:19:32.054769] [INFO ] [sig       ] Generating forecast for: CRAI
[2026-02-13T20:19:32.054803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2026-02-13T20:19:32.066083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRAI'.
[2026-02-13T20:19:32.066391] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2026-02-13T20:19:32.067186] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2026-02-13T20:19:32.067239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:32.067271] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:32.067297] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:32.067354] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:32.123919] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:32.124551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:32.124647] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:32.124681] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:32.250804] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:32.250964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:32.251006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:32.251038] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:32.254635] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: UP (p=89.91%)
[2026-02-13T20:19:32.254928] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2026-02-13T20:19:32.255057] [INFO ] [sig       ] CRAI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:32.401166] [INFO ] [LOCAL     ] Saved forecast: CRAI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CRAI.txt
[2026-02-13T20:19:32.401322] [INFO ] [sig       ] [759/3406] Completed CRAI in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.6m
[2026-02-13T20:19:32.401363] [INFO ] [sig       ] [760/3406] Forecasting CRBG...
[2026-02-13T20:19:32.401393] [INFO ] [sig       ] Generating forecast for: CRBG
[2026-02-13T20:19:32.401426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2026-02-13T20:19:32.412969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2026-02-13T20:19:32.413306] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2026-02-13T20:19:32.414147] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2026-02-13T20:19:32.414200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:32.414232] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:32.414259] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:32.414316] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:32.471859] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:32.472660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:32.472742] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:32.472776] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:32.590411] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:32.590586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:32.590628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:32.590656] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:32.594114] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=67.06%)
[2026-02-13T20:19:32.594397] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2026-02-13T20:19:32.594525] [INFO ] [sig       ] CRBG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:32.747164] [INFO ] [LOCAL     ] Saved forecast: CRBG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CRBG.txt
[2026-02-13T20:19:32.747327] [INFO ] [sig       ] [760/3406] Completed CRBG in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.6m
[2026-02-13T20:19:32.747368] [INFO ] [sig       ] [761/3406] Forecasting CRBP...
[2026-02-13T20:19:32.747399] [INFO ] [sig       ] Generating forecast for: CRBP
[2026-02-13T20:19:32.747432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2026-02-13T20:19:32.758943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2026-02-13T20:19:32.759351] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2026-02-13T20:19:32.760222] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2026-02-13T20:19:32.760292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:32.760327] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:32.760354] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:32.760418] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:32.817850] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:32.818786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:32.818892] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:32.818926] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:32.941670] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:32.941853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:32.941900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:32.941928] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:32.945600] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=89.04%)
[2026-02-13T20:19:32.945956] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2026-02-13T20:19:32.946098] [INFO ] [sig       ] CRBP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:33.090258] [INFO ] [LOCAL     ] Saved forecast: CRBP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CRBP.txt
[2026-02-13T20:19:33.090416] [INFO ] [sig       ] [761/3406] Completed CRBP in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.5m
[2026-02-13T20:19:33.090457] [INFO ] [sig       ] [762/3406] Forecasting CRC...
[2026-02-13T20:19:33.090487] [INFO ] [sig       ] Generating forecast for: CRC
[2026-02-13T20:19:33.090518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2026-02-13T20:19:33.101698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRC'.
[2026-02-13T20:19:33.102087] [INFO ] [FORECASTER] Starting predict_future for CRC
[2026-02-13T20:19:33.102905] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2026-02-13T20:19:33.102957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:33.102989] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:33.103016] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:33.103072] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:33.160062] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:33.160951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:33.161035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:33.161068] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:33.284935] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:33.285096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:33.285135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:33.285164] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:33.288673] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=28.89%)
[2026-02-13T20:19:33.288982] [INFO ] [FORECASTER] Completed predict_future for CRC
[2026-02-13T20:19:33.289113] [INFO ] [sig       ] CRC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:33.430008] [INFO ] [LOCAL     ] Saved forecast: CRC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CRC.txt
[2026-02-13T20:19:33.430166] [INFO ] [sig       ] [762/3406] Completed CRC in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.5m
[2026-02-13T20:19:33.430205] [INFO ] [sig       ] [763/3406] Forecasting CRDF...
[2026-02-13T20:19:33.430236] [INFO ] [sig       ] Generating forecast for: CRDF
[2026-02-13T20:19:33.430265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2026-02-13T20:19:33.441673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDF'.
[2026-02-13T20:19:33.442059] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2026-02-13T20:19:33.442919] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2026-02-13T20:19:33.442973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:33.443005] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:33.443031] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:33.443086] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:33.499656] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:33.500447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:33.500531] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:33.500564] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:33.622167] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:33.622328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:33.622367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:33.622395] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:33.625910] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: DOWN (p=39.00%)
[2026-02-13T20:19:33.626192] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2026-02-13T20:19:33.626319] [INFO ] [sig       ] CRDF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:33.770765] [INFO ] [LOCAL     ] Saved forecast: CRDF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CRDF.txt
[2026-02-13T20:19:33.770937] [INFO ] [sig       ] [763/3406] Completed CRDF in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.5m
[2026-02-13T20:19:33.770979] [INFO ] [sig       ] [764/3406] Forecasting CRDO...
[2026-02-13T20:19:33.771007] [INFO ] [sig       ] Generating forecast for: CRDO
[2026-02-13T20:19:33.771038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2026-02-13T20:19:33.782227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRDO'.
[2026-02-13T20:19:33.782618] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2026-02-13T20:19:33.783396] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2026-02-13T20:19:33.783447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:33.783479] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:33.783506] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:33.783568] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:33.839897] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:33.840753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:33.840871] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:33.840904] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:33.962702] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:33.962868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:33.962911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:33.962941] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:33.966468] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: UP (p=76.17%)
[2026-02-13T20:19:33.966790] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2026-02-13T20:19:33.966929] [INFO ] [sig       ] CRDO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:34.113857] [INFO ] [LOCAL     ] Saved forecast: CRDO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CRDO.txt
[2026-02-13T20:19:34.114015] [INFO ] [sig       ] [764/3406] Completed CRDO in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.5m
[2026-02-13T20:19:34.114060] [INFO ] [sig       ] [765/3406] Forecasting CRESY...
[2026-02-13T20:19:34.114091] [INFO ] [sig       ] Generating forecast for: CRESY
[2026-02-13T20:19:34.114122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2026-02-13T20:19:34.125663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2026-02-13T20:19:34.126061] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2026-02-13T20:19:34.126905] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2026-02-13T20:19:34.126959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:34.126992] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:34.127020] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:34.127077] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:34.184360] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:34.185207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:34.185291] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:34.185324] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:34.312385] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:34.312543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:34.312601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:34.312632] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:34.316264] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=27.52%)
[2026-02-13T20:19:34.316542] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2026-02-13T20:19:34.316694] [INFO ] [sig       ] CRESY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:34.456818] [INFO ] [LOCAL     ] Saved forecast: CRESY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CRESY.txt
[2026-02-13T20:19:34.456944] [INFO ] [sig       ] [765/3406] Completed CRESY in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.5m
[2026-02-13T20:19:34.456984] [INFO ] [sig       ] [766/3406] Forecasting CREX...
[2026-02-13T20:19:34.457014] [INFO ] [sig       ] Generating forecast for: CREX
[2026-02-13T20:19:34.457043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2026-02-13T20:19:34.467957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2026-02-13T20:19:34.468319] [INFO ] [FORECASTER] Starting predict_future for CREX
[2026-02-13T20:19:34.469150] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2026-02-13T20:19:34.469203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:34.469235] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:34.469261] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:34.469318] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:34.526446] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:34.527085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:34.527164] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:34.527197] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:34.644821] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:34.644954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:34.644990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:34.645019] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:34.648328] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2026-02-13T20:19:34.648641] [INFO ] [FORECASTER] Completed predict_future for CREX
[2026-02-13T20:19:34.648777] [INFO ] [sig       ] CREX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:34.787740] [INFO ] [LOCAL     ] Saved forecast: CREX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CREX.txt
[2026-02-13T20:19:34.787896] [INFO ] [sig       ] [766/3406] Completed CREX in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.5m
[2026-02-13T20:19:34.787938] [INFO ] [sig       ] [767/3406] Forecasting CRGO...
[2026-02-13T20:19:34.787967] [INFO ] [sig       ] Generating forecast for: CRGO
[2026-02-13T20:19:34.787996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2026-02-13T20:19:34.798598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2026-02-13T20:19:34.798930] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2026-02-13T20:19:34.799720] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2026-02-13T20:19:34.799780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:34.799819] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:34.799853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:34.799927] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:34.856594] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:34.857201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:34.857278] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:34.857311] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:34.978442] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:34.978615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:34.978656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:34.978685] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:34.982168] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=7.17%)
[2026-02-13T20:19:34.982450] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2026-02-13T20:19:34.982602] [INFO ] [sig       ] CRGO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:35.122310] [INFO ] [LOCAL     ] Saved forecast: CRGO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CRGO.txt
[2026-02-13T20:19:35.122431] [INFO ] [sig       ] [767/3406] Completed CRGO in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.5m
[2026-02-13T20:19:35.122469] [INFO ] [sig       ] [768/3406] Forecasting CRGY...
[2026-02-13T20:19:35.122500] [INFO ] [sig       ] Generating forecast for: CRGY
[2026-02-13T20:19:35.122530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2026-02-13T20:19:35.133600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2026-02-13T20:19:35.133923] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2026-02-13T20:19:35.134721] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2026-02-13T20:19:35.134774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:35.134808] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:35.134834] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:35.134889] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:35.191910] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:35.192541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:35.192635] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:35.192668] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:35.310983] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:35.311331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:35.311385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:35.311414] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:35.315040] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2026-02-13T20:19:35.315513] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2026-02-13T20:19:35.315657] [INFO ] [sig       ] CRGY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:35.454629] [INFO ] [LOCAL     ] Saved forecast: CRGY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CRGY.txt
[2026-02-13T20:19:35.454745] [INFO ] [sig       ] [768/3406] Completed CRGY in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.5m
[2026-02-13T20:19:35.454785] [INFO ] [sig       ] [769/3406] Forecasting CRH...
[2026-02-13T20:19:35.454821] [INFO ] [sig       ] Generating forecast for: CRH
[2026-02-13T20:19:35.454857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2026-02-13T20:19:35.467627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRH'.
[2026-02-13T20:19:35.467941] [INFO ] [FORECASTER] Starting predict_future for CRH
[2026-02-13T20:19:35.468728] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2026-02-13T20:19:35.468780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:35.468812] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:35.468843] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:35.468901] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:35.526008] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:35.526642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:35.526719] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:35.526752] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:35.651086] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:35.651277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:35.651318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:35.651346] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:35.654741] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2026-02-13T20:19:35.655049] [INFO ] [FORECASTER] Completed predict_future for CRH
[2026-02-13T20:19:35.655175] [INFO ] [sig       ] CRH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:35.793873] [INFO ] [LOCAL     ] Saved forecast: CRH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CRH.txt
[2026-02-13T20:19:35.794006] [INFO ] [sig       ] [769/3406] Completed CRH in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.5m
[2026-02-13T20:19:35.794044] [INFO ] [sig       ] [770/3406] Forecasting CRI...
[2026-02-13T20:19:35.794073] [INFO ] [sig       ] Generating forecast for: CRI
[2026-02-13T20:19:35.794103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2026-02-13T20:19:35.805135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2026-02-13T20:19:35.805458] [INFO ] [FORECASTER] Starting predict_future for CRI
[2026-02-13T20:19:35.806241] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2026-02-13T20:19:35.806295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:35.806326] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:35.806352] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:35.806408] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:35.862668] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:35.863284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:35.863360] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:35.863392] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:35.983170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:35.983308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:35.983347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:35.983375] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:35.986728] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=19.51%)
[2026-02-13T20:19:35.987009] [INFO ] [FORECASTER] Completed predict_future for CRI
[2026-02-13T20:19:35.987143] [INFO ] [sig       ] CRI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:36.126457] [INFO ] [LOCAL     ] Saved forecast: CRI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CRI.txt
[2026-02-13T20:19:36.126588] [INFO ] [sig       ] [770/3406] Completed CRI in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.5m
[2026-02-13T20:19:36.126630] [INFO ] [sig       ] [771/3406] Forecasting CRK...
[2026-02-13T20:19:36.126659] [INFO ] [sig       ] Generating forecast for: CRK
[2026-02-13T20:19:36.126688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2026-02-13T20:19:36.137732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRK'.
[2026-02-13T20:19:36.138047] [INFO ] [FORECASTER] Starting predict_future for CRK
[2026-02-13T20:19:36.138844] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2026-02-13T20:19:36.138922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:36.138953] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:36.138980] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:36.139036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:36.197250] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:36.198059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:36.198141] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:36.198176] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:36.320646] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:36.320790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:36.320830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:36.320858] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:36.324241] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: UP (p=96.32%)
[2026-02-13T20:19:36.324516] [INFO ] [FORECASTER] Completed predict_future for CRK
[2026-02-13T20:19:36.324663] [INFO ] [sig       ] CRK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:36.463995] [INFO ] [LOCAL     ] Saved forecast: CRK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CRK.txt
[2026-02-13T20:19:36.464129] [INFO ] [sig       ] [771/3406] Completed CRK in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.5m
[2026-02-13T20:19:36.464167] [INFO ] [sig       ] [772/3406] Forecasting CRL...
[2026-02-13T20:19:36.464196] [INFO ] [sig       ] Generating forecast for: CRL
[2026-02-13T20:19:36.464226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2026-02-13T20:19:36.475169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2026-02-13T20:19:36.475487] [INFO ] [FORECASTER] Starting predict_future for CRL
[2026-02-13T20:19:36.476275] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2026-02-13T20:19:36.476326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:36.476371] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:36.476400] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:36.476457] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:36.532717] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:36.533327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:36.533408] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:36.533439] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:36.656928] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:36.657063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:36.657100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:36.657128] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:36.660517] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2026-02-13T20:19:36.660805] [INFO ] [FORECASTER] Completed predict_future for CRL
[2026-02-13T20:19:36.660934] [INFO ] [sig       ] CRL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:36.800974] [INFO ] [LOCAL     ] Saved forecast: CRL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CRL.txt
[2026-02-13T20:19:36.801098] [INFO ] [sig       ] [772/3406] Completed CRL in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.5m
[2026-02-13T20:19:36.801136] [INFO ] [sig       ] [773/3406] Forecasting CRM...
[2026-02-13T20:19:36.801167] [INFO ] [sig       ] Generating forecast for: CRM
[2026-02-13T20:19:36.801197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2026-02-13T20:19:36.812129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2026-02-13T20:19:36.812437] [INFO ] [FORECASTER] Starting predict_future for CRM
[2026-02-13T20:19:36.813230] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2026-02-13T20:19:36.813281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:36.813313] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:36.813339] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:36.813395] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:36.870077] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:36.870712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:36.870788] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:36.870820] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:36.992010] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:36.992140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:36.992176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:36.992204] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:36.995513] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=23.47%)
[2026-02-13T20:19:36.995805] [INFO ] [FORECASTER] Completed predict_future for CRM
[2026-02-13T20:19:36.995934] [INFO ] [sig       ] CRM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:37.134934] [INFO ] [LOCAL     ] Saved forecast: CRM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CRM.txt
[2026-02-13T20:19:37.135042] [INFO ] [sig       ] [773/3406] Completed CRM in 0.3s | 2.84 sym/s | Total: 4.5m | ETA: 15.5m
[2026-02-13T20:19:37.135080] [INFO ] [sig       ] [774/3406] Forecasting CRMD...
[2026-02-13T20:19:37.135109] [INFO ] [sig       ] Generating forecast for: CRMD
[2026-02-13T20:19:37.135246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2026-02-13T20:19:37.178073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRMD'.
[2026-02-13T20:19:37.178413] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2026-02-13T20:19:37.179196] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2026-02-13T20:19:37.179247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:37.179278] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:37.179304] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:37.179360] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:37.235766] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:37.236391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:37.236467] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:37.236498] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:37.359403] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:37.359595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:37.359689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:37.359720] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:37.363159] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: UP (p=95.68%)
[2026-02-13T20:19:37.363440] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2026-02-13T20:19:37.363592] [INFO ] [sig       ] CRMD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:37.502615] [INFO ] [LOCAL     ] Saved forecast: CRMD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CRMD.txt
[2026-02-13T20:19:37.502768] [INFO ] [sig       ] [774/3406] Completed CRMD in 0.4s | 2.84 sym/s | Total: 4.5m | ETA: 15.5m
[2026-02-13T20:19:37.502807] [INFO ] [sig       ] [775/3406] Forecasting CRML...
[2026-02-13T20:19:37.502838] [INFO ] [sig       ] Generating forecast for: CRML
[2026-02-13T20:19:37.502868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2026-02-13T20:19:37.514137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRML'.
[2026-02-13T20:19:37.514510] [INFO ] [FORECASTER] Starting predict_future for CRML
[2026-02-13T20:19:37.515369] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2026-02-13T20:19:37.515422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:37.515454] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:37.515480] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:37.515543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:37.573055] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:37.573970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:37.574068] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:37.574101] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:37.690832] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:37.690987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:37.691027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:37.691055] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:37.694463] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: UP (p=84.42%)
[2026-02-13T20:19:37.694778] [INFO ] [FORECASTER] Completed predict_future for CRML
[2026-02-13T20:19:37.694912] [INFO ] [sig       ] CRML: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:37.833144] [INFO ] [LOCAL     ] Saved forecast: CRML	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CRML.txt
[2026-02-13T20:19:37.833264] [INFO ] [sig       ] [775/3406] Completed CRML in 0.3s | 2.84 sym/s | Total: 4.6m | ETA: 15.5m
[2026-02-13T20:19:37.833302] [INFO ] [sig       ] [776/3406] Forecasting CRNC...
[2026-02-13T20:19:37.833338] [INFO ] [sig       ] Generating forecast for: CRNC
[2026-02-13T20:19:37.833369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2026-02-13T20:19:37.844563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2026-02-13T20:19:37.844898] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2026-02-13T20:19:37.845690] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2026-02-13T20:19:37.845742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:37.845774] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:37.845801] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:37.845857] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:37.902483] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:37.903110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:37.903188] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:37.903220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:38.021308] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:38.021409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:38.021446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:38.021474] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:38.024693] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=43.56%)
[2026-02-13T20:19:38.024958] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2026-02-13T20:19:38.025084] [INFO ] [sig       ] CRNC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:38.165236] [INFO ] [LOCAL     ] Saved forecast: CRNC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CRNC.txt
[2026-02-13T20:19:38.165410] [INFO ] [sig       ] [776/3406] Completed CRNC in 0.3s | 2.84 sym/s | Total: 4.6m | ETA: 15.4m
[2026-02-13T20:19:38.165451] [INFO ] [sig       ] [777/3406] Forecasting CRNX...
[2026-02-13T20:19:38.165483] [INFO ] [sig       ] Generating forecast for: CRNX
[2026-02-13T20:19:38.165513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2026-02-13T20:19:38.178148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2026-02-13T20:19:38.178537] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2026-02-13T20:19:38.179414] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2026-02-13T20:19:38.179467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:38.179498] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:38.179523] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:38.179597] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:38.236442] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:38.237284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:38.237377] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:38.237410] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:38.360500] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:38.360693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:38.360736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:38.360764] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:38.364322] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=23.65%)
[2026-02-13T20:19:38.364630] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2026-02-13T20:19:38.364763] [INFO ] [sig       ] CRNX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:38.519969] [INFO ] [LOCAL     ] Saved forecast: CRNX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CRNX.txt
[2026-02-13T20:19:38.520129] [INFO ] [sig       ] [777/3406] Completed CRNX in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 15.4m
[2026-02-13T20:19:38.520169] [INFO ] [sig       ] [778/3406] Forecasting CRON...
[2026-02-13T20:19:38.520238] [INFO ] [sig       ] Generating forecast for: CRON
[2026-02-13T20:19:38.520271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2026-02-13T20:19:38.532070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2026-02-13T20:19:38.532455] [INFO ] [FORECASTER] Starting predict_future for CRON
[2026-02-13T20:19:38.533344] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2026-02-13T20:19:38.533398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:38.533430] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:38.533457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:38.533515] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:38.592523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:38.593267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:38.593355] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:38.593388] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:38.721277] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:38.721446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:38.721488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:38.721518] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:38.725186] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2026-02-13T20:19:38.725481] [INFO ] [FORECASTER] Completed predict_future for CRON
[2026-02-13T20:19:38.725643] [INFO ] [sig       ] CRON: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:38.874923] [INFO ] [LOCAL     ] Saved forecast: CRON	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CRON.txt
[2026-02-13T20:19:38.875090] [INFO ] [sig       ] [778/3406] Completed CRON in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 15.4m
[2026-02-13T20:19:38.875132] [INFO ] [sig       ] [779/3406] Forecasting CROX...
[2026-02-13T20:19:38.875162] [INFO ] [sig       ] Generating forecast for: CROX
[2026-02-13T20:19:38.875192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2026-02-13T20:19:38.886871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2026-02-13T20:19:38.887291] [INFO ] [FORECASTER] Starting predict_future for CROX
[2026-02-13T20:19:38.888206] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2026-02-13T20:19:38.888262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:38.888295] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:38.888321] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:38.888380] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:38.946713] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:38.947509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:38.947626] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:38.947663] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:39.074695] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:39.074862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:39.074905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:39.074950] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:39.078613] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: DOWN (p=12.38%)
[2026-02-13T20:19:39.078905] [INFO ] [FORECASTER] Completed predict_future for CROX
[2026-02-13T20:19:39.079041] [INFO ] [sig       ] CROX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:39.219229] [INFO ] [LOCAL     ] Saved forecast: CROX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CROX.txt
[2026-02-13T20:19:39.219378] [INFO ] [sig       ] [779/3406] Completed CROX in 0.3s | 2.84 sym/s | Total: 4.6m | ETA: 15.4m
[2026-02-13T20:19:39.219418] [INFO ] [sig       ] [780/3406] Forecasting CRS...
[2026-02-13T20:19:39.219449] [INFO ] [sig       ] Generating forecast for: CRS
[2026-02-13T20:19:39.219478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2026-02-13T20:19:39.230953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRS'.
[2026-02-13T20:19:39.231311] [INFO ] [FORECASTER] Starting predict_future for CRS
[2026-02-13T20:19:39.232155] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2026-02-13T20:19:39.232209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:39.232243] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:39.232270] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:39.232328] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:39.292353] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:39.293231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:39.293321] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:39.293354] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:39.416717] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:39.416873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:39.416913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:39.416942] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:39.420712] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=10.01%)
[2026-02-13T20:19:39.421077] [INFO ] [FORECASTER] Completed predict_future for CRS
[2026-02-13T20:19:39.421223] [INFO ] [sig       ] CRS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:39.572923] [INFO ] [LOCAL     ] Saved forecast: CRS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CRS.txt
[2026-02-13T20:19:39.573065] [INFO ] [sig       ] [780/3406] Completed CRS in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 15.4m
[2026-02-13T20:19:39.573105] [INFO ] [sig       ] [781/3406] Forecasting CRSP...
[2026-02-13T20:19:39.573135] [INFO ] [sig       ] Generating forecast for: CRSP
[2026-02-13T20:19:39.573165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2026-02-13T20:19:39.584110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRSP'.
[2026-02-13T20:19:39.584473] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2026-02-13T20:19:39.585302] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2026-02-13T20:19:39.585358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:39.585401] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:39.585440] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:39.585535] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:39.645415] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:39.646343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:39.646432] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:39.646483] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:39.770081] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:39.770246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:39.770289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:39.770321] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:39.773885] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: DOWN (p=41.37%)
[2026-02-13T20:19:39.774174] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2026-02-13T20:19:39.774310] [INFO ] [sig       ] CRSP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:39.924173] [INFO ] [LOCAL     ] Saved forecast: CRSP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CRSP.txt
[2026-02-13T20:19:39.924317] [INFO ] [sig       ] [781/3406] Completed CRSP in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 15.4m
[2026-02-13T20:19:39.924359] [INFO ] [sig       ] [782/3406] Forecasting CRTO...
[2026-02-13T20:19:39.924391] [INFO ] [sig       ] Generating forecast for: CRTO
[2026-02-13T20:19:39.924424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2026-02-13T20:19:39.935857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRTO'.
[2026-02-13T20:19:39.936209] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2026-02-13T20:19:39.937080] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2026-02-13T20:19:39.937135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:39.937168] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:39.937194] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:39.937251] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:39.999064] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:39.999855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:39.999940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:39.999973] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:40.123558] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:40.123737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:40.123779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:40.123808] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:40.127408] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=10.56%)
[2026-02-13T20:19:40.127798] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2026-02-13T20:19:40.127947] [INFO ] [sig       ] CRTO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:40.274798] [INFO ] [LOCAL     ] Saved forecast: CRTO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CRTO.txt
[2026-02-13T20:19:40.274973] [INFO ] [sig       ] [782/3406] Completed CRTO in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 15.4m
[2026-02-13T20:19:40.275023] [INFO ] [sig       ] [783/3406] Forecasting CRUS...
[2026-02-13T20:19:40.275061] [INFO ] [sig       ] Generating forecast for: CRUS
[2026-02-13T20:19:40.275091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2026-02-13T20:19:40.286301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2026-02-13T20:19:40.286718] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2026-02-13T20:19:40.287560] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2026-02-13T20:19:40.287661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:40.287695] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:40.287738] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:40.287799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:40.347963] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:40.348864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:40.348980] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:40.349027] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:40.477413] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:40.477597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:40.477643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:40.477675] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:40.481658] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=97.37%)
[2026-02-13T20:19:40.481954] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2026-02-13T20:19:40.482087] [INFO ] [sig       ] CRUS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:40.635637] [INFO ] [LOCAL     ] Saved forecast: CRUS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CRUS.txt
[2026-02-13T20:19:40.635788] [INFO ] [sig       ] [783/3406] Completed CRUS in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 15.4m
[2026-02-13T20:19:40.635827] [INFO ] [sig       ] [784/3406] Forecasting CRVL...
[2026-02-13T20:19:40.635856] [INFO ] [sig       ] Generating forecast for: CRVL
[2026-02-13T20:19:40.635888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2026-02-13T20:19:40.647083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVL'.
[2026-02-13T20:19:40.647487] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2026-02-13T20:19:40.648368] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2026-02-13T20:19:40.648423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:40.648455] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:40.648481] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:40.648538] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:40.708879] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:40.709885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:40.709971] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:40.710005] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:40.830067] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:40.830222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:40.830262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:40.830292] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:40.833750] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: UP (p=55.38%)
[2026-02-13T20:19:40.834158] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2026-02-13T20:19:40.834315] [INFO ] [sig       ] CRVL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:40.979483] [INFO ] [LOCAL     ] Saved forecast: CRVL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CRVL.txt
[2026-02-13T20:19:40.979659] [INFO ] [sig       ] [784/3406] Completed CRVL in 0.3s | 2.84 sym/s | Total: 4.6m | ETA: 15.4m
[2026-02-13T20:19:40.979703] [INFO ] [sig       ] [785/3406] Forecasting CRVO...
[2026-02-13T20:19:40.979733] [INFO ] [sig       ] Generating forecast for: CRVO
[2026-02-13T20:19:40.979764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2026-02-13T20:19:40.990709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2026-02-13T20:19:40.991066] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2026-02-13T20:19:40.992125] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2026-02-13T20:19:40.992179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:40.992212] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:40.992241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:40.992300] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:41.049658] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:41.050522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:41.050618] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:41.050653] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:41.168993] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:41.169127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:41.169167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:41.169196] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:41.172670] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: DOWN (p=41.89%)
[2026-02-13T20:19:41.172975] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2026-02-13T20:19:41.173108] [INFO ] [sig       ] CRVO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:41.375711] [INFO ] [LOCAL     ] Saved forecast: CRVO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CRVO.txt
[2026-02-13T20:19:41.375861] [INFO ] [sig       ] [785/3406] Completed CRVO in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 15.4m
[2026-02-13T20:19:41.375902] [INFO ] [sig       ] [786/3406] Forecasting CRVS...
[2026-02-13T20:19:41.375940] [INFO ] [sig       ] Generating forecast for: CRVS
[2026-02-13T20:19:41.375977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2026-02-13T20:19:41.388614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2026-02-13T20:19:41.388985] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2026-02-13T20:19:41.389839] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2026-02-13T20:19:41.389900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:41.389935] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:41.389967] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:41.390037] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:41.447297] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:41.448151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:41.448237] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:41.448271] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:41.574928] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:41.575081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:41.575122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:41.575151] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:41.578803] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=54.67%)
[2026-02-13T20:19:41.579090] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2026-02-13T20:19:41.579222] [INFO ] [sig       ] CRVS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:41.729112] [INFO ] [LOCAL     ] Saved forecast: CRVS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CRVS.txt
[2026-02-13T20:19:41.729452] [INFO ] [sig       ] [786/3406] Completed CRVS in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 15.4m
[2026-02-13T20:19:41.729491] [INFO ] [sig       ] [787/3406] Forecasting CRWD...
[2026-02-13T20:19:41.729520] [INFO ] [sig       ] Generating forecast for: CRWD
[2026-02-13T20:19:41.729556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2026-02-13T20:19:41.741503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2026-02-13T20:19:41.741891] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2026-02-13T20:19:41.742726] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2026-02-13T20:19:41.742779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:41.742812] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:41.742840] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:41.742898] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:41.801844] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:41.802733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:41.802817] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:41.802850] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:41.930170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:41.930340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:41.930384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:41.930417] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:41.934469] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: DOWN (p=34.65%)
[2026-02-13T20:19:41.934813] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2026-02-13T20:19:41.934964] [INFO ] [sig       ] CRWD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:42.086361] [INFO ] [LOCAL     ] Saved forecast: CRWD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CRWD.txt
[2026-02-13T20:19:42.086501] [INFO ] [sig       ] [787/3406] Completed CRWD in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 15.4m
[2026-02-13T20:19:42.086540] [INFO ] [sig       ] [788/3406] Forecasting CRWS...
[2026-02-13T20:19:42.086589] [INFO ] [sig       ] Generating forecast for: CRWS
[2026-02-13T20:19:42.086622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2026-02-13T20:19:42.097452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2026-02-13T20:19:42.097893] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2026-02-13T20:19:42.098697] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2026-02-13T20:19:42.098749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:42.098781] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:42.098808] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:42.098865] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:42.163567] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:42.164687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:42.164777] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:42.164811] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:42.287076] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:42.287239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:42.287283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:42.287313] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:42.291003] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: DOWN (p=2.92%)
[2026-02-13T20:19:42.291313] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2026-02-13T20:19:42.291450] [INFO ] [sig       ] CRWS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:42.454170] [INFO ] [LOCAL     ] Saved forecast: CRWS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CRWS.txt
[2026-02-13T20:19:42.454371] [INFO ] [sig       ] [788/3406] Completed CRWS in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 15.4m
[2026-02-13T20:19:42.454422] [INFO ] [sig       ] [789/3406] Forecasting CSAN...
[2026-02-13T20:19:42.454454] [INFO ] [sig       ] Generating forecast for: CSAN
[2026-02-13T20:19:42.454486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2026-02-13T20:19:42.465907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2026-02-13T20:19:42.466273] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2026-02-13T20:19:42.467116] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2026-02-13T20:19:42.467171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:42.467208] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:42.467247] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:42.467316] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:42.530043] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:42.530897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:42.530997] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:42.531037] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:42.658300] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:42.658472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:42.658524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:42.658592] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:42.662943] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: UP (p=95.21%)
[2026-02-13T20:19:42.663288] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2026-02-13T20:19:42.663431] [INFO ] [sig       ] CSAN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:42.823465] [INFO ] [LOCAL     ] Saved forecast: CSAN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CSAN.txt
[2026-02-13T20:19:42.823642] [INFO ] [sig       ] [789/3406] Completed CSAN in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 15.4m
[2026-02-13T20:19:42.823689] [INFO ] [sig       ] [790/3406] Forecasting CSB...
[2026-02-13T20:19:42.823726] [INFO ] [sig       ] Generating forecast for: CSB
[2026-02-13T20:19:42.823767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2026-02-13T20:19:42.837385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSB'.
[2026-02-13T20:19:42.837876] [INFO ] [FORECASTER] Starting predict_future for CSB
[2026-02-13T20:19:42.839025] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2026-02-13T20:19:42.839079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:42.839112] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:42.839139] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:42.839346] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:42.907400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:42.908544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:42.908653] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:42.908688] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:43.035018] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:43.035183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:43.035223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:43.035252] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:43.038885] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=78.73%)
[2026-02-13T20:19:43.039166] [INFO ] [FORECASTER] Completed predict_future for CSB
[2026-02-13T20:19:43.039294] [INFO ] [sig       ] CSB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:43.197690] [INFO ] [LOCAL     ] Saved forecast: CSB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CSB.txt
[2026-02-13T20:19:43.197860] [INFO ] [sig       ] [790/3406] Completed CSB in 0.4s | 2.84 sym/s | Total: 4.6m | ETA: 15.4m
[2026-02-13T20:19:43.197902] [INFO ] [sig       ] [791/3406] Forecasting CSCO...
[2026-02-13T20:19:43.197934] [INFO ] [sig       ] Generating forecast for: CSCO
[2026-02-13T20:19:43.197970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2026-02-13T20:19:43.209296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSCO'.
[2026-02-13T20:19:43.209724] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2026-02-13T20:19:43.210760] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2026-02-13T20:19:43.210815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:43.210846] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:43.210871] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:43.210929] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:43.273409] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:43.274458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:43.274541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:43.274591] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:43.398121] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:43.398287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:43.398328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:43.398358] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:43.401995] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: UP (p=96.24%)
[2026-02-13T20:19:43.402340] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2026-02-13T20:19:43.402494] [INFO ] [sig       ] CSCO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:43.547701] [INFO ] [LOCAL     ] Saved forecast: CSCO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CSCO.txt
[2026-02-13T20:19:43.547852] [INFO ] [sig       ] [791/3406] Completed CSCO in 0.3s | 2.84 sym/s | Total: 4.6m | ETA: 15.4m
[2026-02-13T20:19:43.547892] [INFO ] [sig       ] [792/3406] Forecasting CSGP...
[2026-02-13T20:19:43.547922] [INFO ] [sig       ] Generating forecast for: CSGP
[2026-02-13T20:19:43.547951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2026-02-13T20:19:43.558749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2026-02-13T20:19:43.559095] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2026-02-13T20:19:43.559916] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2026-02-13T20:19:43.559975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:43.560014] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:43.560046] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:43.560115] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:43.617922] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:43.618760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:43.618845] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:43.618879] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:43.748699] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:43.748861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:43.748909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:43.748942] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:43.752871] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: UP (p=92.43%)
[2026-02-13T20:19:43.753167] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2026-02-13T20:19:43.753312] [INFO ] [sig       ] CSGP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:43.911205] [INFO ] [LOCAL     ] Saved forecast: CSGP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CSGP.txt
[2026-02-13T20:19:43.911363] [INFO ] [sig       ] [792/3406] Completed CSGP in 0.4s | 2.84 sym/s | Total: 4.7m | ETA: 15.4m
[2026-02-13T20:19:43.911403] [INFO ] [sig       ] [793/3406] Forecasting CSGS...
[2026-02-13T20:19:43.911436] [INFO ] [sig       ] Generating forecast for: CSGS
[2026-02-13T20:19:43.911468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2026-02-13T20:19:43.923947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGS'.
[2026-02-13T20:19:43.924286] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2026-02-13T20:19:43.925132] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2026-02-13T20:19:43.925186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:43.925220] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:43.925248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:43.925306] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:43.989631] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:43.990530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:43.990635] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:43.990671] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:44.120548] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:44.120741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:44.120784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:44.120813] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:44.124810] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: UP (p=91.50%)
[2026-02-13T20:19:44.125102] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2026-02-13T20:19:44.125235] [INFO ] [sig       ] CSGS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:44.274914] [INFO ] [LOCAL     ] Saved forecast: CSGS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CSGS.txt
[2026-02-13T20:19:44.275061] [INFO ] [sig       ] [793/3406] Completed CSGS in 0.4s | 2.84 sym/s | Total: 4.7m | ETA: 15.4m
[2026-02-13T20:19:44.275100] [INFO ] [sig       ] [794/3406] Forecasting CSIQ...
[2026-02-13T20:19:44.275130] [INFO ] [sig       ] Generating forecast for: CSIQ
[2026-02-13T20:19:44.275162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2026-02-13T20:19:44.286517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2026-02-13T20:19:44.286924] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2026-02-13T20:19:44.287790] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2026-02-13T20:19:44.287843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:44.287876] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:44.287905] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:44.287964] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:44.347794] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:44.348839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:44.348923] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:44.348957] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:44.479649] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:44.479786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:44.479825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:44.479853] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:44.483221] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2026-02-13T20:19:44.483501] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2026-02-13T20:19:44.483648] [INFO ] [sig       ] CSIQ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:44.628680] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CSIQ.txt
[2026-02-13T20:19:44.628825] [INFO ] [sig       ] [794/3406] Completed CSIQ in 0.4s | 2.84 sym/s | Total: 4.7m | ETA: 15.3m
[2026-02-13T20:19:44.628894] [INFO ] [sig       ] [795/3406] Forecasting CSPI...
[2026-02-13T20:19:44.628926] [INFO ] [sig       ] Generating forecast for: CSPI
[2026-02-13T20:19:44.628958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2026-02-13T20:19:44.639980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2026-02-13T20:19:44.640338] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2026-02-13T20:19:44.641157] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2026-02-13T20:19:44.641209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:44.641241] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:44.641267] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:44.641323] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:44.698668] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:44.699682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:44.699764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:44.699796] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:44.818311] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:44.818465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:44.818506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:44.818535] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:44.822098] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: DOWN (p=11.25%)
[2026-02-13T20:19:44.822397] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2026-02-13T20:19:44.822529] [INFO ] [sig       ] CSPI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:44.975107] [INFO ] [LOCAL     ] Saved forecast: CSPI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CSPI.txt
[2026-02-13T20:19:44.975261] [INFO ] [sig       ] [795/3406] Completed CSPI in 0.3s | 2.84 sym/s | Total: 4.7m | ETA: 15.3m
[2026-02-13T20:19:44.975300] [INFO ] [sig       ] [796/3406] Forecasting CSQ...
[2026-02-13T20:19:44.975331] [INFO ] [sig       ] Generating forecast for: CSQ
[2026-02-13T20:19:44.975362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2026-02-13T20:19:44.986452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2026-02-13T20:19:44.986811] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2026-02-13T20:19:44.987661] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2026-02-13T20:19:44.987727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:44.987759] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:44.987785] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:44.987841] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:45.045326] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:45.046037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:45.046133] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:45.046172] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:45.169218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:45.169376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:45.169419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:45.169467] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:45.173475] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: UP (p=67.47%)
[2026-02-13T20:19:45.173804] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2026-02-13T20:19:45.173947] [INFO ] [sig       ] CSQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:45.331536] [INFO ] [LOCAL     ] Saved forecast: CSQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CSQ.txt
[2026-02-13T20:19:45.331703] [INFO ] [sig       ] [796/3406] Completed CSQ in 0.4s | 2.84 sym/s | Total: 4.7m | ETA: 15.3m
[2026-02-13T20:19:45.331747] [INFO ] [sig       ] [797/3406] Forecasting CSTL...
[2026-02-13T20:19:45.331777] [INFO ] [sig       ] Generating forecast for: CSTL
[2026-02-13T20:19:45.331808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2026-02-13T20:19:45.342663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2026-02-13T20:19:45.342989] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2026-02-13T20:19:45.343831] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2026-02-13T20:19:45.343883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:45.343916] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:45.343944] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:45.344002] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:45.401982] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:45.402781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:45.402863] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:45.402897] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:45.533335] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:45.533490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:45.533530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:45.533559] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:45.537169] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: DOWN (p=43.48%)
[2026-02-13T20:19:45.537454] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2026-02-13T20:19:45.537630] [INFO ] [sig       ] CSTL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:45.689985] [INFO ] [LOCAL     ] Saved forecast: CSTL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CSTL.txt
[2026-02-13T20:19:45.690141] [INFO ] [sig       ] [797/3406] Completed CSTL in 0.4s | 2.84 sym/s | Total: 4.7m | ETA: 15.3m
[2026-02-13T20:19:45.690184] [INFO ] [sig       ] [798/3406] Forecasting CSTM...
[2026-02-13T20:19:45.690215] [INFO ] [sig       ] Generating forecast for: CSTM
[2026-02-13T20:19:45.690246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2026-02-13T20:19:45.701391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2026-02-13T20:19:45.701773] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2026-02-13T20:19:45.702592] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2026-02-13T20:19:45.702647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:45.702680] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:45.702739] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:45.702799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:45.761312] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:45.762072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:45.762156] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:45.762190] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:45.889495] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:45.889673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:45.889715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:45.889746] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:45.894998] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: DOWN (p=20.20%)
[2026-02-13T20:19:45.895382] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2026-02-13T20:19:45.895530] [INFO ] [sig       ] CSTM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:46.053911] [INFO ] [LOCAL     ] Saved forecast: CSTM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CSTM.txt
[2026-02-13T20:19:46.054077] [INFO ] [sig       ] [798/3406] Completed CSTM in 0.4s | 2.84 sym/s | Total: 4.7m | ETA: 15.3m
[2026-02-13T20:19:46.054127] [INFO ] [sig       ] [799/3406] Forecasting CSWC...
[2026-02-13T20:19:46.054164] [INFO ] [sig       ] Generating forecast for: CSWC
[2026-02-13T20:19:46.054198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2026-02-13T20:19:46.065163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSWC'.
[2026-02-13T20:19:46.065532] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2026-02-13T20:19:46.066361] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2026-02-13T20:19:46.066415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:46.066449] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:46.066476] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:46.066534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:46.130647] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:46.131526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:46.131632] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:46.131668] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:46.266532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:46.266724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:46.266766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:46.266795] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:46.270543] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: UP (p=85.61%)
[2026-02-13T20:19:46.270891] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2026-02-13T20:19:46.271032] [INFO ] [sig       ] CSWC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:46.423677] [INFO ] [LOCAL     ] Saved forecast: CSWC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CSWC.txt
[2026-02-13T20:19:46.423844] [INFO ] [sig       ] [799/3406] Completed CSWC in 0.4s | 2.84 sym/s | Total: 4.7m | ETA: 15.3m
[2026-02-13T20:19:46.423893] [INFO ] [sig       ] [800/3406] Forecasting CSX...
[2026-02-13T20:19:46.423924] [INFO ] [sig       ] Generating forecast for: CSX
[2026-02-13T20:19:46.423956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2026-02-13T20:19:46.435539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSX'.
[2026-02-13T20:19:46.435973] [INFO ] [FORECASTER] Starting predict_future for CSX
[2026-02-13T20:19:46.436850] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2026-02-13T20:19:46.436912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:46.436944] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:46.436972] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:46.437028] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:46.498172] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:46.499126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:46.499238] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:46.499271] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:46.630506] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:46.630685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:46.630726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:46.630754] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:46.634523] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: UP (p=58.17%)
[2026-02-13T20:19:46.634827] [INFO ] [FORECASTER] Completed predict_future for CSX
[2026-02-13T20:19:46.634954] [INFO ] [sig       ] CSX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:46.784679] [INFO ] [LOCAL     ] Saved forecast: CSX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CSX.txt
[2026-02-13T20:19:46.784833] [INFO ] [sig       ] [800/3406] Completed CSX in 0.4s | 2.84 sym/s | Total: 4.7m | ETA: 15.3m
[2026-02-13T20:19:46.784875] [INFO ] [sig       ] [801/3406] Forecasting CTAS...
[2026-02-13T20:19:46.784905] [INFO ] [sig       ] Generating forecast for: CTAS
[2026-02-13T20:19:46.784935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2026-02-13T20:19:46.798161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2026-02-13T20:19:46.798655] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2026-02-13T20:19:46.799723] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2026-02-13T20:19:46.799801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:46.799834] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:46.799862] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:46.799942] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:46.868742] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:46.869843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:46.869938] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:46.869974] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:46.988398] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:46.988597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:46.988639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:46.988667] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:46.992332] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2026-02-13T20:19:46.992659] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2026-02-13T20:19:46.992797] [INFO ] [sig       ] CTAS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:47.134048] [INFO ] [LOCAL     ] Saved forecast: CTAS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CTAS.txt
[2026-02-13T20:19:47.134218] [INFO ] [sig       ] [801/3406] Completed CTAS in 0.3s | 2.84 sym/s | Total: 4.7m | ETA: 15.3m
[2026-02-13T20:19:47.134266] [INFO ] [sig       ] [802/3406] Forecasting CTBB...
[2026-02-13T20:19:47.134295] [INFO ] [sig       ] Generating forecast for: CTBB
[2026-02-13T20:19:47.134327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2026-02-13T20:19:47.146186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2026-02-13T20:19:47.146567] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2026-02-13T20:19:47.147403] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2026-02-13T20:19:47.147456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:47.147489] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:47.147516] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:47.147620] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:47.209183] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:47.210078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:47.210166] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:47.210202] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:47.326956] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:47.327113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:47.327152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:47.327180] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:47.330905] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: DOWN (p=20.13%)
[2026-02-13T20:19:47.331211] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2026-02-13T20:19:47.331534] [INFO ] [sig       ] CTBB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:47.472019] [INFO ] [LOCAL     ] Saved forecast: CTBB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CTBB.txt
[2026-02-13T20:19:47.472193] [INFO ] [sig       ] [802/3406] Completed CTBB in 0.3s | 2.84 sym/s | Total: 4.7m | ETA: 15.3m
[2026-02-13T20:19:47.472251] [INFO ] [sig       ] [803/3406] Forecasting CTBI...
[2026-02-13T20:19:47.472291] [INFO ] [sig       ] Generating forecast for: CTBI
[2026-02-13T20:19:47.472332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2026-02-13T20:19:47.483221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2026-02-13T20:19:47.483601] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2026-02-13T20:19:47.484423] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2026-02-13T20:19:47.484478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:47.484511] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:47.484539] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:47.484620] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:47.543466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:47.544326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:47.544412] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:47.544447] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:47.667391] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:47.667552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:47.667686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:47.667726] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:47.671323] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: DOWN (p=37.67%)
[2026-02-13T20:19:47.671635] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2026-02-13T20:19:47.671771] [INFO ] [sig       ] CTBI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:47.812173] [INFO ] [LOCAL     ] Saved forecast: CTBI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CTBI.txt
[2026-02-13T20:19:47.812338] [INFO ] [sig       ] [803/3406] Completed CTBI in 0.3s | 2.84 sym/s | Total: 4.7m | ETA: 15.3m
[2026-02-13T20:19:47.812380] [INFO ] [sig       ] [804/3406] Forecasting CTDD...
[2026-02-13T20:19:47.812410] [INFO ] [sig       ] Generating forecast for: CTDD
[2026-02-13T20:19:47.812440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2026-02-13T20:19:47.823507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2026-02-13T20:19:47.823911] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2026-02-13T20:19:47.824762] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2026-02-13T20:19:47.824815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:47.824848] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:47.824875] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:47.824932] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:47.882025] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:47.882890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:47.882976] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:47.883012] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:47.998589] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:47.998748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:47.998791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:47.998821] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:48.002536] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2026-02-13T20:19:48.002901] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2026-02-13T20:19:48.003054] [INFO ] [sig       ] CTDD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:48.144956] [INFO ] [LOCAL     ] Saved forecast: CTDD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CTDD.txt
[2026-02-13T20:19:48.145103] [INFO ] [sig       ] [804/3406] Completed CTDD in 0.3s | 2.84 sym/s | Total: 4.7m | ETA: 15.3m
[2026-02-13T20:19:48.145143] [INFO ] [sig       ] [805/3406] Forecasting CTKB...
[2026-02-13T20:19:48.145173] [INFO ] [sig       ] Generating forecast for: CTKB
[2026-02-13T20:19:48.145204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2026-02-13T20:19:48.156854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTKB'.
[2026-02-13T20:19:48.157216] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2026-02-13T20:19:48.158085] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2026-02-13T20:19:48.158138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:48.158171] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:48.158200] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:48.158257] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:48.217167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:48.218299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:48.218598] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:48.218635] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:48.338858] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:48.339012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:48.339053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:48.339083] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:48.342680] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: DOWN (p=8.20%)
[2026-02-13T20:19:48.342976] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2026-02-13T20:19:48.343110] [INFO ] [sig       ] CTKB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:48.483859] [INFO ] [LOCAL     ] Saved forecast: CTKB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CTKB.txt
[2026-02-13T20:19:48.484022] [INFO ] [sig       ] [805/3406] Completed CTKB in 0.3s | 2.84 sym/s | Total: 4.7m | ETA: 15.3m
[2026-02-13T20:19:48.484064] [INFO ] [sig       ] [806/3406] Forecasting CTLP...
[2026-02-13T20:19:48.484095] [INFO ] [sig       ] Generating forecast for: CTLP
[2026-02-13T20:19:48.484125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2026-02-13T20:19:48.496124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2026-02-13T20:19:48.496486] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2026-02-13T20:19:48.497361] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2026-02-13T20:19:48.497415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:48.497447] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:48.497473] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:48.497528] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:48.555603] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:48.556305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:48.556387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:48.556421] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:48.674935] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:48.675089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:48.675136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:48.675171] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:48.678718] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=74.06%)
[2026-02-13T20:19:48.678996] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2026-02-13T20:19:48.679122] [INFO ] [sig       ] CTLP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:48.817747] [INFO ] [LOCAL     ] Saved forecast: CTLP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CTLP.txt
[2026-02-13T20:19:48.817888] [INFO ] [sig       ] [806/3406] Completed CTLP in 0.3s | 2.84 sym/s | Total: 4.7m | ETA: 15.3m
[2026-02-13T20:19:48.817929] [INFO ] [sig       ] [807/3406] Forecasting CTMX...
[2026-02-13T20:19:48.817959] [INFO ] [sig       ] Generating forecast for: CTMX
[2026-02-13T20:19:48.817990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2026-02-13T20:19:48.830517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTMX'.
[2026-02-13T20:19:48.830904] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2026-02-13T20:19:48.831775] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2026-02-13T20:19:48.831844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:48.831894] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:48.831923] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:48.831980] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:48.893190] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:48.894018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:48.894108] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:48.894149] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:49.015620] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:49.015779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:49.015819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:49.015847] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:49.020265] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2026-02-13T20:19:49.020762] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2026-02-13T20:19:49.020936] [INFO ] [sig       ] CTMX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:49.170774] [INFO ] [LOCAL     ] Saved forecast: CTMX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CTMX.txt
[2026-02-13T20:19:49.170938] [INFO ] [sig       ] [807/3406] Completed CTMX in 0.4s | 2.84 sym/s | Total: 4.7m | ETA: 15.3m
[2026-02-13T20:19:49.170980] [INFO ] [sig       ] [808/3406] Forecasting CTNM...
[2026-02-13T20:19:49.171009] [INFO ] [sig       ] Generating forecast for: CTNM
[2026-02-13T20:19:49.171040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2026-02-13T20:19:49.182234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTNM'.
[2026-02-13T20:19:49.182635] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2026-02-13T20:19:49.183470] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2026-02-13T20:19:49.183538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:49.183601] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:49.183633] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:49.183690] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:49.240406] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:49.241319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:49.241454] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:49.241489] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:49.359246] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:49.359400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:49.359440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:49.359469] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:49.362918] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: DOWN (p=9.94%)
[2026-02-13T20:19:49.363202] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2026-02-13T20:19:49.363334] [INFO ] [sig       ] CTNM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:49.503554] [INFO ] [LOCAL     ] Saved forecast: CTNM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CTNM.txt
[2026-02-13T20:19:49.503719] [INFO ] [sig       ] [808/3406] Completed CTNM in 0.3s | 2.84 sym/s | Total: 4.7m | ETA: 15.3m
[2026-02-13T20:19:49.503760] [INFO ] [sig       ] [809/3406] Forecasting CTO...
[2026-02-13T20:19:49.503790] [INFO ] [sig       ] Generating forecast for: CTO
[2026-02-13T20:19:49.503819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2026-02-13T20:19:49.516004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2026-02-13T20:19:49.516444] [INFO ] [FORECASTER] Starting predict_future for CTO
[2026-02-13T20:19:49.517275] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2026-02-13T20:19:49.517327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:49.517359] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:49.517385] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:49.517440] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:49.586939] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:49.588152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:49.588239] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:49.588273] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:49.713310] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:49.713475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:49.713516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:49.713546] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:49.717020] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: UP (p=70.12%)
[2026-02-13T20:19:49.717333] [INFO ] [FORECASTER] Completed predict_future for CTO
[2026-02-13T20:19:49.717464] [INFO ] [sig       ] CTO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:49.856181] [INFO ] [LOCAL     ] Saved forecast: CTO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CTO.txt
[2026-02-13T20:19:49.856318] [INFO ] [sig       ] [809/3406] Completed CTO in 0.4s | 2.84 sym/s | Total: 4.8m | ETA: 15.3m
[2026-02-13T20:19:49.856358] [INFO ] [sig       ] [810/3406] Forecasting CTRA...
[2026-02-13T20:19:49.856387] [INFO ] [sig       ] Generating forecast for: CTRA
[2026-02-13T20:19:49.856417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2026-02-13T20:19:49.867849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRA'.
[2026-02-13T20:19:49.868210] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2026-02-13T20:19:49.869020] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2026-02-13T20:19:49.869072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:49.869103] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:49.869128] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:49.869184] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:49.925293] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:49.926004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:49.926087] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:49.926121] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:50.043668] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:50.043828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:50.043869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:50.043899] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:50.047450] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: DOWN (p=37.48%)
[2026-02-13T20:19:50.047809] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2026-02-13T20:19:50.047967] [INFO ] [sig       ] CTRA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:50.199883] [INFO ] [LOCAL     ] Saved forecast: CTRA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CTRA.txt
[2026-02-13T20:19:50.200031] [INFO ] [sig       ] [810/3406] Completed CTRA in 0.3s | 2.84 sym/s | Total: 4.8m | ETA: 15.2m
[2026-02-13T20:19:50.200076] [INFO ] [sig       ] [811/3406] Forecasting CTRE...
[2026-02-13T20:19:50.200107] [INFO ] [sig       ] Generating forecast for: CTRE
[2026-02-13T20:19:50.200137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2026-02-13T20:19:50.211953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2026-02-13T20:19:50.212340] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2026-02-13T20:19:50.213138] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2026-02-13T20:19:50.213201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:50.213240] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:50.213272] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:50.213332] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:50.271806] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:50.272506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:50.272614] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:50.272652] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:50.401021] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:50.401187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:50.401228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:50.401256] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:50.404905] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=72.55%)
[2026-02-13T20:19:50.405257] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2026-02-13T20:19:50.405404] [INFO ] [sig       ] CTRE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:50.559084] [INFO ] [LOCAL     ] Saved forecast: CTRE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CTRE.txt
[2026-02-13T20:19:50.559294] [INFO ] [sig       ] [811/3406] Completed CTRE in 0.4s | 2.84 sym/s | Total: 4.8m | ETA: 15.2m
[2026-02-13T20:19:50.559337] [INFO ] [sig       ] [812/3406] Forecasting CTRM...
[2026-02-13T20:19:50.559368] [INFO ] [sig       ] Generating forecast for: CTRM
[2026-02-13T20:19:50.559399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2026-02-13T20:19:50.570392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2026-02-13T20:19:50.570848] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2026-02-13T20:19:50.571732] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2026-02-13T20:19:50.571786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:50.571819] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:50.571845] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:50.571902] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:50.630374] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:50.631293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:50.631384] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:50.631419] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:50.751896] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:50.752058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:50.752099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:50.752128] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:50.755937] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: UP (p=54.30%)
[2026-02-13T20:19:50.756302] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2026-02-13T20:19:50.756469] [INFO ] [sig       ] CTRM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:50.930398] [INFO ] [LOCAL     ] Saved forecast: CTRM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CTRM.txt
[2026-02-13T20:19:50.930605] [INFO ] [sig       ] [812/3406] Completed CTRM in 0.4s | 2.84 sym/s | Total: 4.8m | ETA: 15.2m
[2026-02-13T20:19:50.930663] [INFO ] [sig       ] [813/3406] Forecasting CTRN...
[2026-02-13T20:19:50.930698] [INFO ] [sig       ] Generating forecast for: CTRN
[2026-02-13T20:19:50.930739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2026-02-13T20:19:50.942687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2026-02-13T20:19:50.943151] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2026-02-13T20:19:50.944080] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2026-02-13T20:19:50.944146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:50.944186] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:50.944219] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:50.944289] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:51.031470] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:51.032768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:51.032900] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:51.032956] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:51.192358] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:51.192596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:51.192664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:51.192714] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:51.198203] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: DOWN (p=0.14%)
[2026-02-13T20:19:51.198743] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2026-02-13T20:19:51.198956] [INFO ] [sig       ] CTRN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:51.432552] [INFO ] [LOCAL     ] Saved forecast: CTRN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CTRN.txt
[2026-02-13T20:19:51.432817] [INFO ] [sig       ] [813/3406] Completed CTRN in 0.5s | 2.84 sym/s | Total: 4.8m | ETA: 15.2m
[2026-02-13T20:19:51.432887] [INFO ] [sig       ] [814/3406] Forecasting CTS...
[2026-02-13T20:19:51.432938] [INFO ] [sig       ] Generating forecast for: CTS
[2026-02-13T20:19:51.432991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2026-02-13T20:19:51.455272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2026-02-13T20:19:51.455796] [INFO ] [FORECASTER] Starting predict_future for CTS
[2026-02-13T20:19:51.456873] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2026-02-13T20:19:51.456945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:51.456983] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:51.457019] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:51.457100] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:51.546149] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:51.547250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:51.547354] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:51.547389] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:51.727680] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:51.727900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:51.727952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:51.728009] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:51.733009] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2026-02-13T20:19:51.733465] [INFO ] [FORECASTER] Completed predict_future for CTS
[2026-02-13T20:19:51.733674] [INFO ] [sig       ] CTS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:51.964370] [INFO ] [LOCAL     ] Saved forecast: CTS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CTS.txt
[2026-02-13T20:19:51.964637] [INFO ] [sig       ] [814/3406] Completed CTS in 0.5s | 2.83 sym/s | Total: 4.8m | ETA: 15.2m
[2026-02-13T20:19:51.964694] [INFO ] [sig       ] [815/3406] Forecasting CTSH...
[2026-02-13T20:19:51.964727] [INFO ] [sig       ] Generating forecast for: CTSH
[2026-02-13T20:19:51.964758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2026-02-13T20:19:51.978543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTSH'.
[2026-02-13T20:19:51.979036] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2026-02-13T20:19:51.980081] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2026-02-13T20:19:51.980152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:51.980252] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:51.980312] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:51.980386] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:52.045009] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:52.046070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:52.046176] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:52.046211] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:52.197261] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:52.197431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:52.197473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:52.197503] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:52.201274] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: UP (p=73.18%)
[2026-02-13T20:19:52.201659] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2026-02-13T20:19:52.201816] [INFO ] [sig       ] CTSH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:52.354502] [INFO ] [LOCAL     ] Saved forecast: CTSH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CTSH.txt
[2026-02-13T20:19:52.354716] [INFO ] [sig       ] [815/3406] Completed CTSH in 0.4s | 2.83 sym/s | Total: 4.8m | ETA: 15.2m
[2026-02-13T20:19:52.354766] [INFO ] [sig       ] [816/3406] Forecasting CTVA...
[2026-02-13T20:19:52.354798] [INFO ] [sig       ] Generating forecast for: CTVA
[2026-02-13T20:19:52.354829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2026-02-13T20:19:52.366620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2026-02-13T20:19:52.367026] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2026-02-13T20:19:52.367974] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2026-02-13T20:19:52.368035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:52.368073] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:52.368101] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:52.368159] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:52.435071] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:52.435984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:52.436097] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:52.436134] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:52.566999] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:52.567189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:52.567241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:52.567274] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:52.571051] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: DOWN (p=3.21%)
[2026-02-13T20:19:52.571402] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2026-02-13T20:19:52.571547] [INFO ] [sig       ] CTVA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:52.726392] [INFO ] [LOCAL     ] Saved forecast: CTVA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CTVA.txt
[2026-02-13T20:19:52.726551] [INFO ] [sig       ] [816/3406] Completed CTVA in 0.4s | 2.83 sym/s | Total: 4.8m | ETA: 15.2m
[2026-02-13T20:19:52.726609] [INFO ] [sig       ] [817/3406] Forecasting CUBE...
[2026-02-13T20:19:52.726642] [INFO ] [sig       ] Generating forecast for: CUBE
[2026-02-13T20:19:52.726671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2026-02-13T20:19:52.738777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2026-02-13T20:19:52.739127] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2026-02-13T20:19:52.739926] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2026-02-13T20:19:52.739979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:52.740012] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:52.740040] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:52.740096] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:52.802098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:52.803222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:52.803309] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:52.803530] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:52.928119] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:52.928306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:52.928363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:52.928623] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:52.932760] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: DOWN (p=2.47%)
[2026-02-13T20:19:52.933051] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2026-02-13T20:19:52.933191] [INFO ] [sig       ] CUBE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:53.079593] [INFO ] [LOCAL     ] Saved forecast: CUBE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CUBE.txt
[2026-02-13T20:19:53.079956] [INFO ] [sig       ] [817/3406] Completed CUBE in 0.4s | 2.83 sym/s | Total: 4.8m | ETA: 15.2m
[2026-02-13T20:19:53.079997] [INFO ] [sig       ] [818/3406] Forecasting CUBI...
[2026-02-13T20:19:53.080027] [INFO ] [sig       ] Generating forecast for: CUBI
[2026-02-13T20:19:53.080057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2026-02-13T20:19:53.092099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2026-02-13T20:19:53.092502] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2026-02-13T20:19:53.093349] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2026-02-13T20:19:53.093402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:53.093435] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:53.093476] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:53.093539] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:53.154232] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:53.155157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:53.155257] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:53.155291] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:53.283943] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:53.284107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:53.284149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:53.284215] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:53.287971] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2026-02-13T20:19:53.288278] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2026-02-13T20:19:53.288433] [INFO ] [sig       ] CUBI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:53.433808] [INFO ] [LOCAL     ] Saved forecast: CUBI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CUBI.txt
[2026-02-13T20:19:53.433965] [INFO ] [sig       ] [818/3406] Completed CUBI in 0.4s | 2.83 sym/s | Total: 4.8m | ETA: 15.2m
[2026-02-13T20:19:53.434007] [INFO ] [sig       ] [819/3406] Forecasting CUK...
[2026-02-13T20:19:53.434036] [INFO ] [sig       ] Generating forecast for: CUK
[2026-02-13T20:19:53.434067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2026-02-13T20:19:53.445826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUK'.
[2026-02-13T20:19:53.446203] [INFO ] [FORECASTER] Starting predict_future for CUK
[2026-02-13T20:19:53.447006] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2026-02-13T20:19:53.447058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:53.447090] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:53.447116] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:53.447172] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:53.506332] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:53.507036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:53.507117] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:53.507150] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:53.635754] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:53.635916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:53.635955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:53.635984] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:53.639542] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2026-02-13T20:19:53.639861] [INFO ] [FORECASTER] Completed predict_future for CUK
[2026-02-13T20:19:53.640001] [INFO ] [sig       ] CUK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:53.789167] [INFO ] [LOCAL     ] Saved forecast: CUK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CUK.txt
[2026-02-13T20:19:53.789327] [INFO ] [sig       ] [819/3406] Completed CUK in 0.4s | 2.83 sym/s | Total: 4.8m | ETA: 15.2m
[2026-02-13T20:19:53.789368] [INFO ] [sig       ] [820/3406] Forecasting CULP...
[2026-02-13T20:19:53.789398] [INFO ] [sig       ] Generating forecast for: CULP
[2026-02-13T20:19:53.789428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2026-02-13T20:19:53.800277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2026-02-13T20:19:53.800651] [INFO ] [FORECASTER] Starting predict_future for CULP
[2026-02-13T20:19:53.801464] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2026-02-13T20:19:53.801518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:53.801549] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:53.801599] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:53.801663] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:53.860654] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:53.861507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:53.861609] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:53.861645] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:53.966877] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:53.967032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:53.967071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:53.967101] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:53.970748] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: UP (p=56.48%)
[2026-02-13T20:19:53.971050] [INFO ] [FORECASTER] Completed predict_future for CULP
[2026-02-13T20:19:53.971187] [INFO ] [sig       ] CULP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:54.111654] [INFO ] [LOCAL     ] Saved forecast: CULP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CULP.txt
[2026-02-13T20:19:54.111794] [INFO ] [sig       ] [820/3406] Completed CULP in 0.3s | 2.83 sym/s | Total: 4.8m | ETA: 15.2m
[2026-02-13T20:19:54.111833] [INFO ] [sig       ] [821/3406] Forecasting CURI...
[2026-02-13T20:19:54.111862] [INFO ] [sig       ] Generating forecast for: CURI
[2026-02-13T20:19:54.111893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2026-02-13T20:19:54.123042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CURI'.
[2026-02-13T20:19:54.123430] [INFO ] [FORECASTER] Starting predict_future for CURI
[2026-02-13T20:19:54.124232] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2026-02-13T20:19:54.124300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:54.124352] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:54.124393] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:54.124468] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:54.182918] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:54.183793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:54.183881] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:54.183915] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:54.306826] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:54.306992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:54.307033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:54.307061] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:54.311222] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2026-02-13T20:19:54.311621] [INFO ] [FORECASTER] Completed predict_future for CURI
[2026-02-13T20:19:54.311793] [INFO ] [sig       ] CURI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:54.466546] [INFO ] [LOCAL     ] Saved forecast: CURI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CURI.txt
[2026-02-13T20:19:54.466716] [INFO ] [sig       ] [821/3406] Completed CURI in 0.4s | 2.83 sym/s | Total: 4.8m | ETA: 15.2m
[2026-02-13T20:19:54.466756] [INFO ] [sig       ] [822/3406] Forecasting CUZ...
[2026-02-13T20:19:54.466787] [INFO ] [sig       ] Generating forecast for: CUZ
[2026-02-13T20:19:54.466823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2026-02-13T20:19:54.477990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2026-02-13T20:19:54.478353] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2026-02-13T20:19:54.479368] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2026-02-13T20:19:54.479644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:54.479691] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:54.479722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:54.479779] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:54.540385] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:54.541239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:54.541340] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:54.541381] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:54.662406] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:54.662562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:54.662619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:54.662649] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:54.666046] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: DOWN (p=18.66%)
[2026-02-13T20:19:54.666325] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2026-02-13T20:19:54.666453] [INFO ] [sig       ] CUZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:54.813606] [INFO ] [LOCAL     ] Saved forecast: CUZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CUZ.txt
[2026-02-13T20:19:54.813779] [INFO ] [sig       ] [822/3406] Completed CUZ in 0.3s | 2.83 sym/s | Total: 4.8m | ETA: 15.2m
[2026-02-13T20:19:54.813826] [INFO ] [sig       ] [823/3406] Forecasting CVBF...
[2026-02-13T20:19:54.813860] [INFO ] [sig       ] Generating forecast for: CVBF
[2026-02-13T20:19:54.813891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2026-02-13T20:19:54.825635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVBF'.
[2026-02-13T20:19:54.826021] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2026-02-13T20:19:54.826840] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2026-02-13T20:19:54.826894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:54.826926] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:54.826953] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:54.827010] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:54.887294] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:54.888229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:54.888331] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:54.888373] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:55.016242] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:55.016401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:55.016440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:55.016468] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:55.020307] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: UP (p=86.79%)
[2026-02-13T20:19:55.020666] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2026-02-13T20:19:55.020809] [INFO ] [sig       ] CVBF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:55.171526] [INFO ] [LOCAL     ] Saved forecast: CVBF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CVBF.txt
[2026-02-13T20:19:55.171713] [INFO ] [sig       ] [823/3406] Completed CVBF in 0.4s | 2.83 sym/s | Total: 4.8m | ETA: 15.2m
[2026-02-13T20:19:55.171754] [INFO ] [sig       ] [824/3406] Forecasting CVCO...
[2026-02-13T20:19:55.171784] [INFO ] [sig       ] Generating forecast for: CVCO
[2026-02-13T20:19:55.171825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2026-02-13T20:19:55.183007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2026-02-13T20:19:55.183458] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2026-02-13T20:19:55.184386] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2026-02-13T20:19:55.184446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:55.184479] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:55.184506] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:55.184564] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:55.244128] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:55.245027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:55.245114] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:55.245148] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:55.366985] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:55.367148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:55.367188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:55.367216] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:55.370905] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: UP (p=71.32%)
[2026-02-13T20:19:55.371190] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2026-02-13T20:19:55.371320] [INFO ] [sig       ] CVCO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:55.514007] [INFO ] [LOCAL     ] Saved forecast: CVCO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CVCO.txt
[2026-02-13T20:19:55.514142] [INFO ] [sig       ] [824/3406] Completed CVCO in 0.3s | 2.83 sym/s | Total: 4.8m | ETA: 15.2m
[2026-02-13T20:19:55.514181] [INFO ] [sig       ] [825/3406] Forecasting CVE...
[2026-02-13T20:19:55.514210] [INFO ] [sig       ] Generating forecast for: CVE
[2026-02-13T20:19:55.514241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2026-02-13T20:19:55.526223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVE'.
[2026-02-13T20:19:55.526591] [INFO ] [FORECASTER] Starting predict_future for CVE
[2026-02-13T20:19:55.527376] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2026-02-13T20:19:55.527428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:55.527459] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:55.527486] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:55.527542] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:55.584889] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:55.585611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:55.585720] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:55.585755] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:55.726059] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:55.726223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:55.726268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:55.726305] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:55.730909] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=64.68%)
[2026-02-13T20:19:55.731248] [INFO ] [FORECASTER] Completed predict_future for CVE
[2026-02-13T20:19:55.731398] [INFO ] [sig       ] CVE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:55.877170] [INFO ] [LOCAL     ] Saved forecast: CVE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CVE.txt
[2026-02-13T20:19:55.877303] [INFO ] [sig       ] [825/3406] Completed CVE in 0.4s | 2.83 sym/s | Total: 4.9m | ETA: 15.2m
[2026-02-13T20:19:55.877342] [INFO ] [sig       ] [826/3406] Forecasting CVEO...
[2026-02-13T20:19:55.877371] [INFO ] [sig       ] Generating forecast for: CVEO
[2026-02-13T20:19:55.877402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2026-02-13T20:19:55.888530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2026-02-13T20:19:55.888867] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2026-02-13T20:19:55.889665] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2026-02-13T20:19:55.889717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:55.889749] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:55.889775] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:55.889831] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:55.946622] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:55.947253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:55.947342] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:55.947382] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:56.067856] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:56.068012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:56.068052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:56.068081] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:56.071889] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=97.17%)
[2026-02-13T20:19:56.072170] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2026-02-13T20:19:56.072296] [INFO ] [sig       ] CVEO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:56.217672] [INFO ] [LOCAL     ] Saved forecast: CVEO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CVEO.txt
[2026-02-13T20:19:56.217833] [INFO ] [sig       ] [826/3406] Completed CVEO in 0.3s | 2.83 sym/s | Total: 4.9m | ETA: 15.2m
[2026-02-13T20:19:56.217872] [INFO ] [sig       ] [827/3406] Forecasting CVGI...
[2026-02-13T20:19:56.217903] [INFO ] [sig       ] Generating forecast for: CVGI
[2026-02-13T20:19:56.217931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2026-02-13T20:19:56.229895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2026-02-13T20:19:56.230270] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2026-02-13T20:19:56.231079] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2026-02-13T20:19:56.231131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:56.231163] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:56.231190] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:56.231245] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:56.287834] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:56.288539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:56.288642] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:56.288678] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:56.432017] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:56.432179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:56.432220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:56.432250] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:56.435971] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: UP (p=58.88%)
[2026-02-13T20:19:56.436283] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2026-02-13T20:19:56.436427] [INFO ] [sig       ] CVGI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:56.590922] [INFO ] [LOCAL     ] Saved forecast: CVGI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CVGI.txt
[2026-02-13T20:19:56.591094] [INFO ] [sig       ] [827/3406] Completed CVGI in 0.4s | 2.83 sym/s | Total: 4.9m | ETA: 15.2m
[2026-02-13T20:19:56.591137] [INFO ] [sig       ] [828/3406] Forecasting CVI...
[2026-02-13T20:19:56.591168] [INFO ] [sig       ] Generating forecast for: CVI
[2026-02-13T20:19:56.591200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2026-02-13T20:19:56.606735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2026-02-13T20:19:56.607249] [INFO ] [FORECASTER] Starting predict_future for CVI
[2026-02-13T20:19:56.608246] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2026-02-13T20:19:56.608304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:56.608339] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:56.608366] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:56.608424] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:56.666055] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:56.667000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:56.667084] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:56.667117] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:56.792997] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:56.793156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:56.793195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:56.793224] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:56.796850] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: UP (p=61.71%)
[2026-02-13T20:19:56.797164] [INFO ] [FORECASTER] Completed predict_future for CVI
[2026-02-13T20:19:56.797306] [INFO ] [sig       ] CVI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:56.938210] [INFO ] [LOCAL     ] Saved forecast: CVI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CVI.txt
[2026-02-13T20:19:56.938374] [INFO ] [sig       ] [828/3406] Completed CVI in 0.3s | 2.83 sym/s | Total: 4.9m | ETA: 15.2m
[2026-02-13T20:19:56.938414] [INFO ] [sig       ] [829/3406] Forecasting CVKD...
[2026-02-13T20:19:56.938445] [INFO ] [sig       ] Generating forecast for: CVKD
[2026-02-13T20:19:56.938476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2026-02-13T20:19:56.949165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVKD'.
[2026-02-13T20:19:56.949523] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2026-02-13T20:19:56.950327] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2026-02-13T20:19:56.950380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:56.950411] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:56.950438] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:56.950495] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:57.006948] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:57.007702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:57.007783] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:57.007815] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:57.131669] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:57.131830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:57.131870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:57.131898] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:57.135351] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: DOWN (p=7.11%)
[2026-02-13T20:19:57.135669] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2026-02-13T20:19:57.135799] [INFO ] [sig       ] CVKD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:57.277444] [INFO ] [LOCAL     ] Saved forecast: CVKD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CVKD.txt
[2026-02-13T20:19:57.277616] [INFO ] [sig       ] [829/3406] Completed CVKD in 0.3s | 2.83 sym/s | Total: 4.9m | ETA: 15.2m
[2026-02-13T20:19:57.277659] [INFO ] [sig       ] [830/3406] Forecasting CVNA...
[2026-02-13T20:19:57.277688] [INFO ] [sig       ] Generating forecast for: CVNA
[2026-02-13T20:19:57.277720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2026-02-13T20:19:57.288389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2026-02-13T20:19:57.288741] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2026-02-13T20:19:57.289546] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2026-02-13T20:19:57.289622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:57.289655] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:57.289683] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:57.289739] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:57.346854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:57.347775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:57.347860] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:57.347893] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:57.472740] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:57.472901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:57.472940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:57.472968] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:57.476467] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=6.49%)
[2026-02-13T20:19:57.476781] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2026-02-13T20:19:57.476912] [INFO ] [sig       ] CVNA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:57.619744] [INFO ] [LOCAL     ] Saved forecast: CVNA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CVNA.txt
[2026-02-13T20:19:57.619923] [INFO ] [sig       ] [830/3406] Completed CVNA in 0.3s | 2.83 sym/s | Total: 4.9m | ETA: 15.2m
[2026-02-13T20:19:57.619970] [INFO ] [sig       ] [831/3406] Forecasting CVRX...
[2026-02-13T20:19:57.620007] [INFO ] [sig       ] Generating forecast for: CVRX
[2026-02-13T20:19:57.620037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2026-02-13T20:19:57.631117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVRX'.
[2026-02-13T20:19:57.631509] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2026-02-13T20:19:57.632361] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2026-02-13T20:19:57.632429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:57.632464] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:57.632492] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:57.632551] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:57.698456] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:57.699845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:57.699977] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:57.700022] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:57.834672] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:57.834830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:57.834869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:57.834899] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:57.838380] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=97.04%)
[2026-02-13T20:19:57.838678] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2026-02-13T20:19:57.838807] [INFO ] [sig       ] CVRX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:57.979771] [INFO ] [LOCAL     ] Saved forecast: CVRX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CVRX.txt
[2026-02-13T20:19:57.979948] [INFO ] [sig       ] [831/3406] Completed CVRX in 0.4s | 2.83 sym/s | Total: 4.9m | ETA: 15.1m
[2026-02-13T20:19:57.979988] [INFO ] [sig       ] [832/3406] Forecasting CVS...
[2026-02-13T20:19:57.980019] [INFO ] [sig       ] Generating forecast for: CVS
[2026-02-13T20:19:57.980049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2026-02-13T20:19:57.992238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2026-02-13T20:19:57.992726] [INFO ] [FORECASTER] Starting predict_future for CVS
[2026-02-13T20:19:57.993636] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2026-02-13T20:19:57.993694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:57.993756] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:57.993786] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:57.993844] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:58.052043] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:58.052983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:58.053071] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:58.053105] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:58.179354] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:58.179529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:58.179588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:58.179621] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:58.183401] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: DOWN (p=27.17%)
[2026-02-13T20:19:58.183733] [INFO ] [FORECASTER] Completed predict_future for CVS
[2026-02-13T20:19:58.183880] [INFO ] [sig       ] CVS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:58.324496] [INFO ] [LOCAL     ] Saved forecast: CVS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CVS.txt
[2026-02-13T20:19:58.324661] [INFO ] [sig       ] [832/3406] Completed CVS in 0.3s | 2.83 sym/s | Total: 4.9m | ETA: 15.1m
[2026-02-13T20:19:58.324705] [INFO ] [sig       ] [833/3406] Forecasting CVX...
[2026-02-13T20:19:58.324736] [INFO ] [sig       ] Generating forecast for: CVX
[2026-02-13T20:19:58.324765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2026-02-13T20:19:58.337004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2026-02-13T20:19:58.337467] [INFO ] [FORECASTER] Starting predict_future for CVX
[2026-02-13T20:19:58.338416] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2026-02-13T20:19:58.338472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:58.338505] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:58.338532] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:58.338609] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:58.396369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:58.397248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:58.397332] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:58.397364] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:58.520393] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:58.520553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:58.520611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:58.520642] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:58.524057] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=22.51%)
[2026-02-13T20:19:58.524331] [INFO ] [FORECASTER] Completed predict_future for CVX
[2026-02-13T20:19:58.524466] [INFO ] [sig       ] CVX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:58.679936] [INFO ] [LOCAL     ] Saved forecast: CVX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CVX.txt
[2026-02-13T20:19:58.680089] [INFO ] [sig       ] [833/3406] Completed CVX in 0.4s | 2.83 sym/s | Total: 4.9m | ETA: 15.1m
[2026-02-13T20:19:58.680128] [INFO ] [sig       ] [834/3406] Forecasting CWAN...
[2026-02-13T20:19:58.680159] [INFO ] [sig       ] Generating forecast for: CWAN
[2026-02-13T20:19:58.680189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2026-02-13T20:19:58.691347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2026-02-13T20:19:58.691715] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2026-02-13T20:19:58.692521] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2026-02-13T20:19:58.692596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:58.692632] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:58.692659] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:58.692716] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:58.750024] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:58.750906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:58.750990] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:58.751024] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:58.881049] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:58.881212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:58.881252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:58.881282] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:58.884914] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=73.08%)
[2026-02-13T20:19:58.885215] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2026-02-13T20:19:58.885348] [INFO ] [sig       ] CWAN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:59.024968] [INFO ] [LOCAL     ] Saved forecast: CWAN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CWAN.txt
[2026-02-13T20:19:59.025129] [INFO ] [sig       ] [834/3406] Completed CWAN in 0.3s | 2.83 sym/s | Total: 4.9m | ETA: 15.1m
[2026-02-13T20:19:59.025174] [INFO ] [sig       ] [835/3406] Forecasting CWBC...
[2026-02-13T20:19:59.025205] [INFO ] [sig       ] Generating forecast for: CWBC
[2026-02-13T20:19:59.025237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2026-02-13T20:19:59.036438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2026-02-13T20:19:59.036874] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2026-02-13T20:19:59.037782] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2026-02-13T20:19:59.037835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:59.037866] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:59.037892] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:59.037947] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:59.097126] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:59.098122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:59.098212] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:59.098246] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:59.219994] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:59.220151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:59.220191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:59.220254] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:59.223882] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=93.77%)
[2026-02-13T20:19:59.224170] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2026-02-13T20:19:59.224299] [INFO ] [sig       ] CWBC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:19:59.365033] [INFO ] [LOCAL     ] Saved forecast: CWBC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CWBC.txt
[2026-02-13T20:19:59.365197] [INFO ] [sig       ] [835/3406] Completed CWBC in 0.3s | 2.83 sym/s | Total: 4.9m | ETA: 15.1m
[2026-02-13T20:19:59.365240] [INFO ] [sig       ] [836/3406] Forecasting CWCO...
[2026-02-13T20:19:59.365269] [INFO ] [sig       ] Generating forecast for: CWCO
[2026-02-13T20:19:59.365300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2026-02-13T20:19:59.377059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWCO'.
[2026-02-13T20:19:59.377409] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2026-02-13T20:19:59.378475] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2026-02-13T20:19:59.378540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:59.378590] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:59.378620] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:59.378676] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:59.437323] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:59.438244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:59.438331] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:59.438364] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:59.558365] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:59.558537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:59.558595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:59.558629] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:59.562094] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: DOWN (p=28.77%)
[2026-02-13T20:19:59.562409] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2026-02-13T20:19:59.562544] [INFO ] [sig       ] CWCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:19:59.702438] [INFO ] [LOCAL     ] Saved forecast: CWCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CWCO.txt
[2026-02-13T20:19:59.702603] [INFO ] [sig       ] [836/3406] Completed CWCO in 0.3s | 2.83 sym/s | Total: 4.9m | ETA: 15.1m
[2026-02-13T20:19:59.702646] [INFO ] [sig       ] [837/3406] Forecasting CWD...
[2026-02-13T20:19:59.702675] [INFO ] [sig       ] Generating forecast for: CWD
[2026-02-13T20:19:59.702705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2026-02-13T20:19:59.713622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWD'.
[2026-02-13T20:19:59.713972] [INFO ] [FORECASTER] Starting predict_future for CWD
[2026-02-13T20:19:59.714773] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2026-02-13T20:19:59.714825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:19:59.714857] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:19:59.714884] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:19:59.714941] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:19:59.773348] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:19:59.774266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:19:59.774350] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:19:59.774384] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:19:59.886931] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:19:59.887091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:19:59.887131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:19:59.887160] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:19:59.890821] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: DOWN (p=19.82%)
[2026-02-13T20:19:59.891128] [INFO ] [FORECASTER] Completed predict_future for CWD
[2026-02-13T20:19:59.891263] [INFO ] [sig       ] CWD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:00.039124] [INFO ] [LOCAL     ] Saved forecast: CWD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CWD.txt
[2026-02-13T20:20:00.039281] [INFO ] [sig       ] [837/3406] Completed CWD in 0.3s | 2.83 sym/s | Total: 4.9m | ETA: 15.1m
[2026-02-13T20:20:00.039324] [INFO ] [sig       ] [838/3406] Forecasting CWEN...
[2026-02-13T20:20:00.039360] [INFO ] [sig       ] Generating forecast for: CWEN
[2026-02-13T20:20:00.039397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2026-02-13T20:20:00.051198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2026-02-13T20:20:00.051854] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2026-02-13T20:20:00.052751] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2026-02-13T20:20:00.052804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:00.052835] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:00.052862] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:00.052918] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:00.115693] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:00.116683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:00.116774] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:00.116807] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:00.247994] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:00.248151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:00.248206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:00.248236] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:00.251818] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2026-02-13T20:20:00.252127] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2026-02-13T20:20:00.252274] [INFO ] [sig       ] CWEN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:00.418700] [INFO ] [LOCAL     ] Saved forecast: CWEN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CWEN.txt
[2026-02-13T20:20:00.418864] [INFO ] [sig       ] [838/3406] Completed CWEN in 0.4s | 2.83 sym/s | Total: 4.9m | ETA: 15.1m
[2026-02-13T20:20:00.418904] [INFO ] [sig       ] [839/3406] Forecasting CWH...
[2026-02-13T20:20:00.418934] [INFO ] [sig       ] Generating forecast for: CWH
[2026-02-13T20:20:00.418963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2026-02-13T20:20:00.431082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2026-02-13T20:20:00.431414] [INFO ] [FORECASTER] Starting predict_future for CWH
[2026-02-13T20:20:00.432235] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2026-02-13T20:20:00.432290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:00.432323] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:00.432351] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:00.432408] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:00.489705] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:00.490595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:00.490681] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:00.490714] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:00.614777] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:00.614935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:00.614977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:00.615005] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:00.618529] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=5.38%)
[2026-02-13T20:20:00.618830] [INFO ] [FORECASTER] Completed predict_future for CWH
[2026-02-13T20:20:00.618959] [INFO ] [sig       ] CWH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:00.763122] [INFO ] [LOCAL     ] Saved forecast: CWH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CWH.txt
[2026-02-13T20:20:00.763278] [INFO ] [sig       ] [839/3406] Completed CWH in 0.3s | 2.83 sym/s | Total: 4.9m | ETA: 15.1m
[2026-02-13T20:20:00.763318] [INFO ] [sig       ] [840/3406] Forecasting CWK...
[2026-02-13T20:20:00.763348] [INFO ] [sig       ] Generating forecast for: CWK
[2026-02-13T20:20:00.763378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2026-02-13T20:20:00.775340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWK'.
[2026-02-13T20:20:00.775709] [INFO ] [FORECASTER] Starting predict_future for CWK
[2026-02-13T20:20:00.776521] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2026-02-13T20:20:00.776609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:00.776643] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:00.776670] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:00.776727] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:00.835458] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:00.836252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:00.836334] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:00.836367] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:00.954858] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:00.955020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:00.955060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:00.955088] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:00.958912] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2026-02-13T20:20:00.959256] [INFO ] [FORECASTER] Completed predict_future for CWK
[2026-02-13T20:20:00.959403] [INFO ] [sig       ] CWK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:01.108876] [INFO ] [LOCAL     ] Saved forecast: CWK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CWK.txt
[2026-02-13T20:20:01.109047] [INFO ] [sig       ] [840/3406] Completed CWK in 0.3s | 2.83 sym/s | Total: 4.9m | ETA: 15.1m
[2026-02-13T20:20:01.109089] [INFO ] [sig       ] [841/3406] Forecasting CXDO...
[2026-02-13T20:20:01.109123] [INFO ] [sig       ] Generating forecast for: CXDO
[2026-02-13T20:20:01.109154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2026-02-13T20:20:01.121317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2026-02-13T20:20:01.121947] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2026-02-13T20:20:01.122795] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2026-02-13T20:20:01.122849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:01.122882] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:01.122911] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:01.122973] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:01.184174] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:01.185142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:01.185236] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:01.185271] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:01.328038] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:01.328219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:01.328261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:01.328289] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:01.333148] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=31.85%)
[2026-02-13T20:20:01.333622] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2026-02-13T20:20:01.334000] [INFO ] [sig       ] CXDO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:01.561493] [INFO ] [LOCAL     ] Saved forecast: CXDO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CXDO.txt
[2026-02-13T20:20:01.561783] [INFO ] [sig       ] [841/3406] Completed CXDO in 0.5s | 2.83 sym/s | Total: 4.9m | ETA: 15.1m
[2026-02-13T20:20:01.561860] [INFO ] [sig       ] [842/3406] Forecasting CXE...
[2026-02-13T20:20:01.561914] [INFO ] [sig       ] Generating forecast for: CXE
[2026-02-13T20:20:01.561962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2026-02-13T20:20:01.578526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXE'.
[2026-02-13T20:20:01.579113] [INFO ] [FORECASTER] Starting predict_future for CXE
[2026-02-13T20:20:01.580603] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2026-02-13T20:20:01.580696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:01.580765] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:01.580808] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:01.580891] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:01.665221] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:01.666229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:01.666371] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:01.666411] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:01.798354] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:01.798521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:01.798562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:01.798628] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:01.802812] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: UP (p=88.45%)
[2026-02-13T20:20:01.803142] [INFO ] [FORECASTER] Completed predict_future for CXE
[2026-02-13T20:20:01.803283] [INFO ] [sig       ] CXE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:01.947549] [INFO ] [LOCAL     ] Saved forecast: CXE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CXE.txt
[2026-02-13T20:20:01.947779] [INFO ] [sig       ] [842/3406] Completed CXE in 0.4s | 2.83 sym/s | Total: 5.0m | ETA: 15.1m
[2026-02-13T20:20:01.947824] [INFO ] [sig       ] [843/3406] Forecasting CXSE...
[2026-02-13T20:20:01.947855] [INFO ] [sig       ] Generating forecast for: CXSE
[2026-02-13T20:20:01.947886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2026-02-13T20:20:01.959186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2026-02-13T20:20:01.959811] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2026-02-13T20:20:01.960719] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2026-02-13T20:20:01.960774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:01.960809] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:01.960837] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:01.960895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:02.023806] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:02.024969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:02.025076] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:02.025121] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:02.150929] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:02.151101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:02.151142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:02.151170] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:02.155000] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=88.45%)
[2026-02-13T20:20:02.155353] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2026-02-13T20:20:02.155508] [INFO ] [sig       ] CXSE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:02.307769] [INFO ] [LOCAL     ] Saved forecast: CXSE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CXSE.txt
[2026-02-13T20:20:02.307940] [INFO ] [sig       ] [843/3406] Completed CXSE in 0.4s | 2.83 sym/s | Total: 5.0m | ETA: 15.1m
[2026-02-13T20:20:02.307982] [INFO ] [sig       ] [844/3406] Forecasting CYD...
[2026-02-13T20:20:02.308012] [INFO ] [sig       ] Generating forecast for: CYD
[2026-02-13T20:20:02.308041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2026-02-13T20:20:02.322314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2026-02-13T20:20:02.322799] [INFO ] [FORECASTER] Starting predict_future for CYD
[2026-02-13T20:20:02.323662] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2026-02-13T20:20:02.323716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:02.323748] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:02.323776] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:02.323834] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:02.392425] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:02.393347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:02.393437] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:02.393472] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:02.534541] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:02.534776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:02.534830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:02.534867] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:02.540548] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: UP (p=51.05%)
[2026-02-13T20:20:02.541095] [INFO ] [FORECASTER] Completed predict_future for CYD
[2026-02-13T20:20:02.541303] [INFO ] [sig       ] CYD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:02.707926] [INFO ] [LOCAL     ] Saved forecast: CYD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CYD.txt
[2026-02-13T20:20:02.708110] [INFO ] [sig       ] [844/3406] Completed CYD in 0.4s | 2.83 sym/s | Total: 5.0m | ETA: 15.1m
[2026-02-13T20:20:02.708153] [INFO ] [sig       ] [845/3406] Forecasting CYH...
[2026-02-13T20:20:02.708182] [INFO ] [sig       ] Generating forecast for: CYH
[2026-02-13T20:20:02.708210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2026-02-13T20:20:02.721038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2026-02-13T20:20:02.721475] [INFO ] [FORECASTER] Starting predict_future for CYH
[2026-02-13T20:20:02.722656] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2026-02-13T20:20:02.722714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:02.722748] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:02.722783] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:02.722864] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:02.786715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:02.787782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:02.787876] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:02.787908] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:02.913755] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:02.913925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:02.913966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:02.913996] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:02.918512] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: DOWN (p=30.73%)
[2026-02-13T20:20:02.918854] [INFO ] [FORECASTER] Completed predict_future for CYH
[2026-02-13T20:20:02.918993] [INFO ] [sig       ] CYH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:03.074403] [INFO ] [LOCAL     ] Saved forecast: CYH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CYH.txt
[2026-02-13T20:20:03.074629] [INFO ] [sig       ] [845/3406] Completed CYH in 0.4s | 2.83 sym/s | Total: 5.0m | ETA: 15.1m
[2026-02-13T20:20:03.074674] [INFO ] [sig       ] [846/3406] Forecasting CYN...
[2026-02-13T20:20:03.074712] [INFO ] [sig       ] Generating forecast for: CYN
[2026-02-13T20:20:03.074743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2026-02-13T20:20:03.086973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2026-02-13T20:20:03.087380] [INFO ] [FORECASTER] Starting predict_future for CYN
[2026-02-13T20:20:03.088265] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2026-02-13T20:20:03.088319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:03.088351] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:03.088377] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:03.088433] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:03.150258] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:03.151243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:03.151348] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:03.151383] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:03.300026] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:03.300190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:03.300231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:03.300262] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:03.304134] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=0.25%)
[2026-02-13T20:20:03.304431] [INFO ] [FORECASTER] Completed predict_future for CYN
[2026-02-13T20:20:03.304590] [INFO ] [sig       ] CYN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:03.455996] [INFO ] [LOCAL     ] Saved forecast: CYN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CYN.txt
[2026-02-13T20:20:03.456162] [INFO ] [sig       ] [846/3406] Completed CYN in 0.4s | 2.83 sym/s | Total: 5.0m | ETA: 15.1m
[2026-02-13T20:20:03.456207] [INFO ] [sig       ] [847/3406] Forecasting CYRX...
[2026-02-13T20:20:03.456238] [INFO ] [sig       ] Generating forecast for: CYRX
[2026-02-13T20:20:03.456271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2026-02-13T20:20:03.468319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2026-02-13T20:20:03.468686] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2026-02-13T20:20:03.469504] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2026-02-13T20:20:03.469558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:03.469618] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:03.469648] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:03.469706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:03.530754] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:03.531839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:03.531951] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:03.531996] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:03.672829] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:03.673018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:03.673064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:03.673097] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:03.676975] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=49.29%)
[2026-02-13T20:20:03.677290] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2026-02-13T20:20:03.677428] [INFO ] [sig       ] CYRX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:03.825700] [INFO ] [LOCAL     ] Saved forecast: CYRX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CYRX.txt
[2026-02-13T20:20:03.825838] [INFO ] [sig       ] [847/3406] Completed CYRX in 0.4s | 2.83 sym/s | Total: 5.0m | ETA: 15.1m
[2026-02-13T20:20:03.825887] [INFO ] [sig       ] [848/3406] Forecasting CYTK...
[2026-02-13T20:20:03.825918] [INFO ] [sig       ] Generating forecast for: CYTK
[2026-02-13T20:20:03.825948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2026-02-13T20:20:03.842278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYTK'.
[2026-02-13T20:20:03.842818] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2026-02-13T20:20:03.844036] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2026-02-13T20:20:03.844109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:03.844158] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:03.844199] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:03.844287] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:03.937466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:03.938725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:03.938850] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:03.938906] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:04.090252] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:04.090414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:04.090455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:04.090485] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:04.094175] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2026-02-13T20:20:04.094466] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2026-02-13T20:20:04.094623] [INFO ] [sig       ] CYTK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:04.234908] [INFO ] [LOCAL     ] Saved forecast: CYTK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CYTK.txt
[2026-02-13T20:20:04.235068] [INFO ] [sig       ] [848/3406] Completed CYTK in 0.4s | 2.83 sym/s | Total: 5.0m | ETA: 15.1m
[2026-02-13T20:20:04.235108] [INFO ] [sig       ] [849/3406] Forecasting CZFS...
[2026-02-13T20:20:04.235139] [INFO ] [sig       ] Generating forecast for: CZFS
[2026-02-13T20:20:04.235169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2026-02-13T20:20:04.248249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2026-02-13T20:20:04.248641] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2026-02-13T20:20:04.249441] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2026-02-13T20:20:04.249502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:04.249609] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:04.249646] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:04.249711] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:04.309370] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:04.310464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:04.310555] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:04.310612] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:04.415435] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:04.415619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:04.415662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:04.415708] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:04.424214] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=2.19%)
[2026-02-13T20:20:04.424536] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2026-02-13T20:20:04.424699] [INFO ] [sig       ] CZFS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:04.567554] [INFO ] [LOCAL     ] Saved forecast: CZFS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/CZFS.txt
[2026-02-13T20:20:04.567768] [INFO ] [sig       ] [849/3406] Completed CZFS in 0.3s | 2.83 sym/s | Total: 5.0m | ETA: 15.1m
[2026-02-13T20:20:04.567812] [INFO ] [sig       ] [850/3406] Forecasting CZNC...
[2026-02-13T20:20:04.567841] [INFO ] [sig       ] Generating forecast for: CZNC
[2026-02-13T20:20:04.567870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2026-02-13T20:20:04.579505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2026-02-13T20:20:04.579869] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2026-02-13T20:20:04.580670] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2026-02-13T20:20:04.580723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:04.580754] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:04.580781] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:04.580837] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:04.642613] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:04.643538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:04.643673] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:04.643719] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:04.767607] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:04.767769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:04.767809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:04.767838] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:04.771210] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: UP (p=82.27%)
[2026-02-13T20:20:04.771492] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2026-02-13T20:20:04.771637] [INFO ] [sig       ] CZNC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:04.913378] [INFO ] [LOCAL     ] Saved forecast: CZNC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CZNC.txt
[2026-02-13T20:20:04.913531] [INFO ] [sig       ] [850/3406] Completed CZNC in 0.3s | 2.83 sym/s | Total: 5.0m | ETA: 15.0m
[2026-02-13T20:20:04.913591] [INFO ] [sig       ] [851/3406] Forecasting CZWI...
[2026-02-13T20:20:04.913635] [INFO ] [sig       ] Generating forecast for: CZWI
[2026-02-13T20:20:04.913668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2026-02-13T20:20:04.925484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2026-02-13T20:20:04.925903] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2026-02-13T20:20:04.926835] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2026-02-13T20:20:04.926891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:04.926924] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:04.926952] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:04.927008] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:04.987267] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:04.988199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:04.988285] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:04.988337] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:05.110456] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:05.110648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:05.110708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:05.110739] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:05.114676] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=59.64%)
[2026-02-13T20:20:05.115023] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2026-02-13T20:20:05.115163] [INFO ] [sig       ] CZWI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:05.256645] [INFO ] [LOCAL     ] Saved forecast: CZWI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/CZWI.txt
[2026-02-13T20:20:05.256791] [INFO ] [sig       ] [851/3406] Completed CZWI in 0.3s | 2.83 sym/s | Total: 5.0m | ETA: 15.0m
[2026-02-13T20:20:05.256830] [INFO ] [sig       ] [852/3406] Forecasting DAL...
[2026-02-13T20:20:05.256860] [INFO ] [sig       ] Generating forecast for: DAL
[2026-02-13T20:20:05.256893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2026-02-13T20:20:05.267918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2026-02-13T20:20:05.268273] [INFO ] [FORECASTER] Starting predict_future for DAL
[2026-02-13T20:20:05.269097] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2026-02-13T20:20:05.269150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:05.269183] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:05.269211] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:05.269269] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:05.329568] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:05.330498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:05.330653] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:05.330703] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:05.466963] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:05.467126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:05.467168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:05.467242] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:05.470828] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=10.09%)
[2026-02-13T20:20:05.471144] [INFO ] [FORECASTER] Completed predict_future for DAL
[2026-02-13T20:20:05.471284] [INFO ] [sig       ] DAL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:05.613741] [INFO ] [LOCAL     ] Saved forecast: DAL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DAL.txt
[2026-02-13T20:20:05.613894] [INFO ] [sig       ] [852/3406] Completed DAL in 0.4s | 2.83 sym/s | Total: 5.0m | ETA: 15.0m
[2026-02-13T20:20:05.613935] [INFO ] [sig       ] [853/3406] Forecasting DAN...
[2026-02-13T20:20:05.613965] [INFO ] [sig       ] Generating forecast for: DAN
[2026-02-13T20:20:05.613996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2026-02-13T20:20:05.625943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAN'.
[2026-02-13T20:20:05.626320] [INFO ] [FORECASTER] Starting predict_future for DAN
[2026-02-13T20:20:05.627204] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2026-02-13T20:20:05.627260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:05.627293] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:05.627322] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:05.627394] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:05.688005] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:05.689038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:05.689125] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:05.689159] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:05.818129] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:05.818287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:05.818329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:05.818358] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:05.822055] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: UP (p=85.10%)
[2026-02-13T20:20:05.822340] [INFO ] [FORECASTER] Completed predict_future for DAN
[2026-02-13T20:20:05.822473] [INFO ] [sig       ] DAN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:05.965378] [INFO ] [LOCAL     ] Saved forecast: DAN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DAN.txt
[2026-02-13T20:20:05.965516] [INFO ] [sig       ] [853/3406] Completed DAN in 0.4s | 2.83 sym/s | Total: 5.0m | ETA: 15.0m
[2026-02-13T20:20:05.965555] [INFO ] [sig       ] [854/3406] Forecasting DAO...
[2026-02-13T20:20:05.965609] [INFO ] [sig       ] Generating forecast for: DAO
[2026-02-13T20:20:05.965641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2026-02-13T20:20:05.976721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2026-02-13T20:20:05.977122] [INFO ] [FORECASTER] Starting predict_future for DAO
[2026-02-13T20:20:05.978088] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2026-02-13T20:20:05.978154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:05.978199] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:05.978239] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:05.978322] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:06.044390] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:06.045370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:06.045457] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:06.045492] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:06.170537] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:06.170713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:06.170755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:06.170784] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:06.174504] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: UP (p=78.71%)
[2026-02-13T20:20:06.174824] [INFO ] [FORECASTER] Completed predict_future for DAO
[2026-02-13T20:20:06.174961] [INFO ] [sig       ] DAO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:06.319973] [INFO ] [LOCAL     ] Saved forecast: DAO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DAO.txt
[2026-02-13T20:20:06.320127] [INFO ] [sig       ] [854/3406] Completed DAO in 0.4s | 2.83 sym/s | Total: 5.0m | ETA: 15.0m
[2026-02-13T20:20:06.320167] [INFO ] [sig       ] [855/3406] Forecasting DAPP...
[2026-02-13T20:20:06.320197] [INFO ] [sig       ] Generating forecast for: DAPP
[2026-02-13T20:20:06.320227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2026-02-13T20:20:06.332242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2026-02-13T20:20:06.332671] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2026-02-13T20:20:06.333513] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2026-02-13T20:20:06.333611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:06.333649] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:06.333677] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:06.333735] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:06.392950] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:06.393895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:06.393983] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:06.394017] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:06.520753] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:06.520928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:06.520969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:06.520997] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:06.525177] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: UP (p=61.24%)
[2026-02-13T20:20:06.525589] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2026-02-13T20:20:06.525748] [INFO ] [sig       ] DAPP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:06.669977] [INFO ] [LOCAL     ] Saved forecast: DAPP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DAPP.txt
[2026-02-13T20:20:06.670109] [INFO ] [sig       ] [855/3406] Completed DAPP in 0.3s | 2.83 sym/s | Total: 5.0m | ETA: 15.0m
[2026-02-13T20:20:06.670147] [INFO ] [sig       ] [856/3406] Forecasting DARE...
[2026-02-13T20:20:06.670178] [INFO ] [sig       ] Generating forecast for: DARE
[2026-02-13T20:20:06.670207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2026-02-13T20:20:06.682014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2026-02-13T20:20:06.682343] [INFO ] [FORECASTER] Starting predict_future for DARE
[2026-02-13T20:20:06.683163] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2026-02-13T20:20:06.683217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:06.683251] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:06.683462] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:06.683519] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:06.743695] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:06.744394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:06.744477] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:06.744510] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:06.861623] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:06.861782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:06.861822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:06.861851] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:06.865487] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: DOWN (p=32.88%)
[2026-02-13T20:20:06.865788] [INFO ] [FORECASTER] Completed predict_future for DARE
[2026-02-13T20:20:06.865919] [INFO ] [sig       ] DARE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:07.005430] [INFO ] [LOCAL     ] Saved forecast: DARE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DARE.txt
[2026-02-13T20:20:07.005561] [INFO ] [sig       ] [856/3406] Completed DARE in 0.3s | 2.83 sym/s | Total: 5.0m | ETA: 15.0m
[2026-02-13T20:20:07.005620] [INFO ] [sig       ] [857/3406] Forecasting DASH...
[2026-02-13T20:20:07.005649] [INFO ] [sig       ] Generating forecast for: DASH
[2026-02-13T20:20:07.005679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2026-02-13T20:20:07.017539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DASH'.
[2026-02-13T20:20:07.017974] [INFO ] [FORECASTER] Starting predict_future for DASH
[2026-02-13T20:20:07.018805] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2026-02-13T20:20:07.018858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:07.018892] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:07.018920] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:07.018978] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:07.078167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:07.079072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:07.079158] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:07.079193] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:07.204790] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:07.204950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:07.204991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:07.205020] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:07.208541] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: UP (p=72.57%)
[2026-02-13T20:20:07.208869] [INFO ] [FORECASTER] Completed predict_future for DASH
[2026-02-13T20:20:07.209003] [INFO ] [sig       ] DASH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:07.345556] [INFO ] [LOCAL     ] Saved forecast: DASH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DASH.txt
[2026-02-13T20:20:07.345733] [INFO ] [sig       ] [857/3406] Completed DASH in 0.3s | 2.83 sym/s | Total: 5.0m | ETA: 15.0m
[2026-02-13T20:20:07.345772] [INFO ] [sig       ] [858/3406] Forecasting DAVA...
[2026-02-13T20:20:07.345803] [INFO ] [sig       ] Generating forecast for: DAVA
[2026-02-13T20:20:07.345833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2026-02-13T20:20:07.357741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2026-02-13T20:20:07.358100] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2026-02-13T20:20:07.358886] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2026-02-13T20:20:07.358937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:07.358969] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:07.358996] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:07.359051] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:07.418040] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:07.418959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:07.419044] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:07.419079] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:07.541195] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:07.541352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:07.541392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:07.541419] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:07.544815] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: UP (p=62.09%)
[2026-02-13T20:20:07.545093] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2026-02-13T20:20:07.545221] [INFO ] [sig       ] DAVA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:07.686501] [INFO ] [LOCAL     ] Saved forecast: DAVA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DAVA.txt
[2026-02-13T20:20:07.686689] [INFO ] [sig       ] [858/3406] Completed DAVA in 0.3s | 2.83 sym/s | Total: 5.0m | ETA: 15.0m
[2026-02-13T20:20:07.686739] [INFO ] [sig       ] [859/3406] Forecasting DAVE...
[2026-02-13T20:20:07.686768] [INFO ] [sig       ] Generating forecast for: DAVE
[2026-02-13T20:20:07.686798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2026-02-13T20:20:07.699020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2026-02-13T20:20:07.699384] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2026-02-13T20:20:07.700208] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2026-02-13T20:20:07.700260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:07.700291] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:07.700318] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:07.700375] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:07.757045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:07.758005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:07.758128] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:07.758164] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:07.875774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:07.875933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:07.875973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:07.876002] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:07.879434] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: DOWN (p=3.12%)
[2026-02-13T20:20:07.879736] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2026-02-13T20:20:07.879863] [INFO ] [sig       ] DAVE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:08.022168] [INFO ] [LOCAL     ] Saved forecast: DAVE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DAVE.txt
[2026-02-13T20:20:08.022355] [INFO ] [sig       ] [859/3406] Completed DAVE in 0.3s | 2.83 sym/s | Total: 5.1m | ETA: 15.0m
[2026-02-13T20:20:08.022407] [INFO ] [sig       ] [860/3406] Forecasting DAWN...
[2026-02-13T20:20:08.022443] [INFO ] [sig       ] Generating forecast for: DAWN
[2026-02-13T20:20:08.022486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2026-02-13T20:20:08.034733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2026-02-13T20:20:08.035100] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2026-02-13T20:20:08.035891] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2026-02-13T20:20:08.035942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:08.035974] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:08.036000] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:08.036056] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:08.093757] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:08.094668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:08.094755] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:08.094790] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:08.218287] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:08.218454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:08.218496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:08.218530] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:08.222332] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=34.14%)
[2026-02-13T20:20:08.222679] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2026-02-13T20:20:08.222821] [INFO ] [sig       ] DAWN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:08.364943] [INFO ] [LOCAL     ] Saved forecast: DAWN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DAWN.txt
[2026-02-13T20:20:08.365102] [INFO ] [sig       ] [860/3406] Completed DAWN in 0.3s | 2.83 sym/s | Total: 5.1m | ETA: 15.0m
[2026-02-13T20:20:08.365140] [INFO ] [sig       ] [861/3406] Forecasting DB...
[2026-02-13T20:20:08.365170] [INFO ] [sig       ] Generating forecast for: DB
[2026-02-13T20:20:08.365202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2026-02-13T20:20:08.377305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2026-02-13T20:20:08.377742] [INFO ] [FORECASTER] Starting predict_future for DB
[2026-02-13T20:20:08.378523] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2026-02-13T20:20:08.378604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:08.378645] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:08.378677] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:08.378743] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:08.437866] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:08.438777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:08.438863] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:08.438897] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:08.563453] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:08.563635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:08.563676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:08.563706] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:08.567512] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2026-02-13T20:20:08.568014] [INFO ] [FORECASTER] Completed predict_future for DB
[2026-02-13T20:20:08.568143] [INFO ] [sig       ] DB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:08.712404] [INFO ] [LOCAL     ] Saved forecast: DB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DB.txt
[2026-02-13T20:20:08.712604] [INFO ] [sig       ] [861/3406] Completed DB in 0.3s | 2.83 sym/s | Total: 5.1m | ETA: 15.0m
[2026-02-13T20:20:08.712654] [INFO ] [sig       ] [862/3406] Forecasting DBI...
[2026-02-13T20:20:08.712689] [INFO ] [sig       ] Generating forecast for: DBI
[2026-02-13T20:20:08.712722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2026-02-13T20:20:08.725824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2026-02-13T20:20:08.726243] [INFO ] [FORECASTER] Starting predict_future for DBI
[2026-02-13T20:20:08.727081] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2026-02-13T20:20:08.727134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:08.727167] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:08.727195] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:08.727253] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:08.796431] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:08.797344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:08.797430] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:08.797465] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:08.922358] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:08.922520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:08.922597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:08.922631] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:08.926155] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: DOWN (p=13.98%)
[2026-02-13T20:20:08.926448] [INFO ] [FORECASTER] Completed predict_future for DBI
[2026-02-13T20:20:08.926598] [INFO ] [sig       ] DBI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:09.066762] [INFO ] [LOCAL     ] Saved forecast: DBI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DBI.txt
[2026-02-13T20:20:09.066947] [INFO ] [sig       ] [862/3406] Completed DBI in 0.4s | 2.83 sym/s | Total: 5.1m | ETA: 15.0m
[2026-02-13T20:20:09.066988] [INFO ] [sig       ] [863/3406] Forecasting DBL...
[2026-02-13T20:20:09.067019] [INFO ] [sig       ] Generating forecast for: DBL
[2026-02-13T20:20:09.067050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2026-02-13T20:20:09.078145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2026-02-13T20:20:09.078502] [INFO ] [FORECASTER] Starting predict_future for DBL
[2026-02-13T20:20:09.079294] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2026-02-13T20:20:09.079346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:09.079378] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:09.079405] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:09.079462] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:09.137231] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:09.138136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:09.138217] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:09.138249] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:09.259418] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:09.259633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:09.259694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:09.259732] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:09.263502] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2026-02-13T20:20:09.263880] [INFO ] [FORECASTER] Completed predict_future for DBL
[2026-02-13T20:20:09.264012] [INFO ] [sig       ] DBL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:09.405187] [INFO ] [LOCAL     ] Saved forecast: DBL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DBL.txt
[2026-02-13T20:20:09.405359] [INFO ] [sig       ] [863/3406] Completed DBL in 0.3s | 2.83 sym/s | Total: 5.1m | ETA: 15.0m
[2026-02-13T20:20:09.405400] [INFO ] [sig       ] [864/3406] Forecasting DBRG...
[2026-02-13T20:20:09.405429] [INFO ] [sig       ] Generating forecast for: DBRG
[2026-02-13T20:20:09.405473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2026-02-13T20:20:09.418009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2026-02-13T20:20:09.418451] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2026-02-13T20:20:09.419313] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2026-02-13T20:20:09.419366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:09.419397] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:09.419423] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:09.419485] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:09.476495] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:09.477475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:09.477599] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:09.477645] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:09.599156] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:09.599325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:09.599364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:09.599392] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:09.603099] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2026-02-13T20:20:09.603394] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2026-02-13T20:20:09.603525] [INFO ] [sig       ] DBRG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:09.745388] [INFO ] [LOCAL     ] Saved forecast: DBRG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DBRG.txt
[2026-02-13T20:20:09.745548] [INFO ] [sig       ] [864/3406] Completed DBRG in 0.3s | 2.83 sym/s | Total: 5.1m | ETA: 15.0m
[2026-02-13T20:20:09.745618] [INFO ] [sig       ] [865/3406] Forecasting DBX...
[2026-02-13T20:20:09.745657] [INFO ] [sig       ] Generating forecast for: DBX
[2026-02-13T20:20:09.745695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2026-02-13T20:20:09.757873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2026-02-13T20:20:09.758275] [INFO ] [FORECASTER] Starting predict_future for DBX
[2026-02-13T20:20:09.759134] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2026-02-13T20:20:09.759187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:09.759220] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:09.759247] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:09.759306] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:09.817419] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:09.818349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:09.818433] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:09.818468] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:09.939992] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:09.940160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:09.940200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:09.940229] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:09.943672] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=5.54%)
[2026-02-13T20:20:09.943952] [INFO ] [FORECASTER] Completed predict_future for DBX
[2026-02-13T20:20:09.944080] [INFO ] [sig       ] DBX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:10.083042] [INFO ] [LOCAL     ] Saved forecast: DBX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DBX.txt
[2026-02-13T20:20:10.083199] [INFO ] [sig       ] [865/3406] Completed DBX in 0.3s | 2.83 sym/s | Total: 5.1m | ETA: 15.0m
[2026-02-13T20:20:10.083238] [INFO ] [sig       ] [866/3406] Forecasting DCBO...
[2026-02-13T20:20:10.083267] [INFO ] [sig       ] Generating forecast for: DCBO
[2026-02-13T20:20:10.083298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2026-02-13T20:20:10.095284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCBO'.
[2026-02-13T20:20:10.095692] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2026-02-13T20:20:10.096500] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2026-02-13T20:20:10.096551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:10.096653] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:10.096683] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:10.096738] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:10.155164] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:10.156065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:10.156150] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:10.156183] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:10.280767] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:10.280938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:10.280980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:10.281010] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:10.284500] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=10.45%)
[2026-02-13T20:20:10.284831] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2026-02-13T20:20:10.285163] [INFO ] [sig       ] DCBO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:10.427550] [INFO ] [LOCAL     ] Saved forecast: DCBO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DCBO.txt
[2026-02-13T20:20:10.427777] [INFO ] [sig       ] [866/3406] Completed DCBO in 0.3s | 2.83 sym/s | Total: 5.1m | ETA: 14.9m
[2026-02-13T20:20:10.427998] [INFO ] [sig       ] [867/3406] Forecasting DCI...
[2026-02-13T20:20:10.428029] [INFO ] [sig       ] Generating forecast for: DCI
[2026-02-13T20:20:10.428064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2026-02-13T20:20:10.441274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2026-02-13T20:20:10.441823] [INFO ] [FORECASTER] Starting predict_future for DCI
[2026-02-13T20:20:10.442953] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2026-02-13T20:20:10.443021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:10.443063] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:10.443092] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:10.443151] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:10.500446] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:10.501312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:10.501400] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:10.501432] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:10.625011] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:10.625175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:10.625215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:10.625245] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:10.628868] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=39.77%)
[2026-02-13T20:20:10.629161] [INFO ] [FORECASTER] Completed predict_future for DCI
[2026-02-13T20:20:10.629318] [INFO ] [sig       ] DCI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:10.771277] [INFO ] [LOCAL     ] Saved forecast: DCI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DCI.txt
[2026-02-13T20:20:10.771420] [INFO ] [sig       ] [867/3406] Completed DCI in 0.3s | 2.83 sym/s | Total: 5.1m | ETA: 14.9m
[2026-02-13T20:20:10.771459] [INFO ] [sig       ] [868/3406] Forecasting DCO...
[2026-02-13T20:20:10.771489] [INFO ] [sig       ] Generating forecast for: DCO
[2026-02-13T20:20:10.771519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2026-02-13T20:20:10.784198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2026-02-13T20:20:10.784614] [INFO ] [FORECASTER] Starting predict_future for DCO
[2026-02-13T20:20:10.785418] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2026-02-13T20:20:10.785469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:10.785501] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:10.785528] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:10.785616] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:10.843458] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:10.844509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:10.844613] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:10.844649] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:10.968493] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:10.968822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:10.968876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:10.968906] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:10.972512] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: DOWN (p=19.87%)
[2026-02-13T20:20:10.972836] [INFO ] [FORECASTER] Completed predict_future for DCO
[2026-02-13T20:20:10.972983] [INFO ] [sig       ] DCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:11.109780] [INFO ] [LOCAL     ] Saved forecast: DCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DCO.txt
[2026-02-13T20:20:11.109920] [INFO ] [sig       ] [868/3406] Completed DCO in 0.3s | 2.83 sym/s | Total: 5.1m | ETA: 14.9m
[2026-02-13T20:20:11.109960] [INFO ] [sig       ] [869/3406] Forecasting DCOM...
[2026-02-13T20:20:11.109990] [INFO ] [sig       ] Generating forecast for: DCOM
[2026-02-13T20:20:11.110021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2026-02-13T20:20:11.121799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2026-02-13T20:20:11.122177] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2026-02-13T20:20:11.122989] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2026-02-13T20:20:11.123042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:11.123072] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:11.123098] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:11.123158] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:11.181648] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:11.182560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:11.182674] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:11.182710] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:11.300006] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:11.300157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:11.300196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:11.300258] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:11.303671] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: UP (p=75.40%)
[2026-02-13T20:20:11.304139] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2026-02-13T20:20:11.304267] [INFO ] [sig       ] DCOM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:11.448113] [INFO ] [LOCAL     ] Saved forecast: DCOM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DCOM.txt
[2026-02-13T20:20:11.448244] [INFO ] [sig       ] [869/3406] Completed DCOM in 0.3s | 2.83 sym/s | Total: 5.1m | ETA: 14.9m
[2026-02-13T20:20:11.448284] [INFO ] [sig       ] [870/3406] Forecasting DCTH...
[2026-02-13T20:20:11.448329] [INFO ] [sig       ] Generating forecast for: DCTH
[2026-02-13T20:20:11.448361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2026-02-13T20:20:11.459459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2026-02-13T20:20:11.459843] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2026-02-13T20:20:11.460720] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2026-02-13T20:20:11.460775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:11.460809] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:11.460836] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:11.460893] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:11.519544] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:11.520296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:11.520383] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:11.520416] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:11.644940] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:11.645100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:11.645140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:11.645168] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:11.648635] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: UP (p=78.06%)
[2026-02-13T20:20:11.648918] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2026-02-13T20:20:11.649067] [INFO ] [sig       ] DCTH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:11.790149] [INFO ] [LOCAL     ] Saved forecast: DCTH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DCTH.txt
[2026-02-13T20:20:11.790309] [INFO ] [sig       ] [870/3406] Completed DCTH in 0.3s | 2.83 sym/s | Total: 5.1m | ETA: 14.9m
[2026-02-13T20:20:11.790348] [INFO ] [sig       ] [871/3406] Forecasting DD...
[2026-02-13T20:20:11.790380] [INFO ] [sig       ] Generating forecast for: DD
[2026-02-13T20:20:11.790409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2026-02-13T20:20:11.801853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2026-02-13T20:20:11.802202] [INFO ] [FORECASTER] Starting predict_future for DD
[2026-02-13T20:20:11.803035] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2026-02-13T20:20:11.803104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:11.803141] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:11.803168] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:11.803225] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:11.861530] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:11.862325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:11.862408] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:11.862441] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:11.988432] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:11.988609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:11.988652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:11.988681] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:11.992232] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: UP (p=69.72%)
[2026-02-13T20:20:11.992520] [INFO ] [FORECASTER] Completed predict_future for DD
[2026-02-13T20:20:11.992672] [INFO ] [sig       ] DD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:12.129867] [INFO ] [LOCAL     ] Saved forecast: DD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DD.txt
[2026-02-13T20:20:12.129998] [INFO ] [sig       ] [871/3406] Completed DD in 0.3s | 2.83 sym/s | Total: 5.1m | ETA: 14.9m
[2026-02-13T20:20:12.130038] [INFO ] [sig       ] [872/3406] Forecasting DDD...
[2026-02-13T20:20:12.130069] [INFO ] [sig       ] Generating forecast for: DDD
[2026-02-13T20:20:12.130099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2026-02-13T20:20:12.141642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2026-02-13T20:20:12.142028] [INFO ] [FORECASTER] Starting predict_future for DDD
[2026-02-13T20:20:12.142878] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2026-02-13T20:20:12.142932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:12.142965] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:12.142991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:12.143048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:12.201140] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:12.202186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:12.202274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:12.202307] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:12.326691] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:12.326849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:12.326888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:12.326917] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:12.330468] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=84.04%)
[2026-02-13T20:20:12.330782] [INFO ] [FORECASTER] Completed predict_future for DDD
[2026-02-13T20:20:12.330917] [INFO ] [sig       ] DDD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:12.472763] [INFO ] [LOCAL     ] Saved forecast: DDD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DDD.txt
[2026-02-13T20:20:12.472921] [INFO ] [sig       ] [872/3406] Completed DDD in 0.3s | 2.83 sym/s | Total: 5.1m | ETA: 14.9m
[2026-02-13T20:20:12.472962] [INFO ] [sig       ] [873/3406] Forecasting DDI...
[2026-02-13T20:20:12.472991] [INFO ] [sig       ] Generating forecast for: DDI
[2026-02-13T20:20:12.473020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2026-02-13T20:20:12.484498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2026-02-13T20:20:12.484871] [INFO ] [FORECASTER] Starting predict_future for DDI
[2026-02-13T20:20:12.485716] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2026-02-13T20:20:12.485769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:12.485801] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:12.485828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:12.485884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:12.544039] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:12.544785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:12.544868] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:12.544902] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:12.664856] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:12.665019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:12.665058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:12.665103] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:12.668568] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: DOWN (p=33.13%)
[2026-02-13T20:20:12.668876] [INFO ] [FORECASTER] Completed predict_future for DDI
[2026-02-13T20:20:12.669009] [INFO ] [sig       ] DDI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:12.813347] [INFO ] [LOCAL     ] Saved forecast: DDI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DDI.txt
[2026-02-13T20:20:12.813511] [INFO ] [sig       ] [873/3406] Completed DDI in 0.3s | 2.83 sym/s | Total: 5.1m | ETA: 14.9m
[2026-02-13T20:20:12.813550] [INFO ] [sig       ] [874/3406] Forecasting DDL...
[2026-02-13T20:20:12.813607] [INFO ] [sig       ] Generating forecast for: DDL
[2026-02-13T20:20:12.813640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2026-02-13T20:20:12.825782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2026-02-13T20:20:12.826242] [INFO ] [FORECASTER] Starting predict_future for DDL
[2026-02-13T20:20:12.827188] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2026-02-13T20:20:12.827246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:12.827279] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:12.827305] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:12.827363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:12.886259] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:12.887147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:12.887234] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:12.887267] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:13.009852] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:13.010006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:13.010045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:13.010075] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:13.013879] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2026-02-13T20:20:13.014166] [INFO ] [FORECASTER] Completed predict_future for DDL
[2026-02-13T20:20:13.014299] [INFO ] [sig       ] DDL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:13.153087] [INFO ] [LOCAL     ] Saved forecast: DDL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DDL.txt
[2026-02-13T20:20:13.153229] [INFO ] [sig       ] [874/3406] Completed DDL in 0.3s | 2.83 sym/s | Total: 5.1m | ETA: 14.9m
[2026-02-13T20:20:13.153269] [INFO ] [sig       ] [875/3406] Forecasting DDOG...
[2026-02-13T20:20:13.153300] [INFO ] [sig       ] Generating forecast for: DDOG
[2026-02-13T20:20:13.153328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2026-02-13T20:20:13.165100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2026-02-13T20:20:13.165476] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2026-02-13T20:20:13.166502] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2026-02-13T20:20:13.166555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:13.166625] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:13.166662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:13.166725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:13.224845] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:13.225742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:13.225831] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:13.225865] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:13.348144] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:13.348304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:13.348344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:13.348375] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:13.351998] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: DOWN (p=12.45%)
[2026-02-13T20:20:13.352285] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2026-02-13T20:20:13.352416] [INFO ] [sig       ] DDOG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:13.498335] [INFO ] [LOCAL     ] Saved forecast: DDOG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DDOG.txt
[2026-02-13T20:20:13.498500] [INFO ] [sig       ] [875/3406] Completed DDOG in 0.3s | 2.83 sym/s | Total: 5.1m | ETA: 14.9m
[2026-02-13T20:20:13.498539] [INFO ] [sig       ] [876/3406] Forecasting DDS...
[2026-02-13T20:20:13.498593] [INFO ] [sig       ] Generating forecast for: DDS
[2026-02-13T20:20:13.498630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2026-02-13T20:20:13.511268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2026-02-13T20:20:13.511736] [INFO ] [FORECASTER] Starting predict_future for DDS
[2026-02-13T20:20:13.512817] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2026-02-13T20:20:13.512873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:13.512906] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:13.512933] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:13.512991] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:13.578763] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:13.579967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:13.580116] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:13.580170] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:13.713008] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:13.713168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:13.713210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:13.713239] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:13.716735] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2026-02-13T20:20:13.717039] [INFO ] [FORECASTER] Completed predict_future for DDS
[2026-02-13T20:20:13.717174] [INFO ] [sig       ] DDS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:13.859407] [INFO ] [LOCAL     ] Saved forecast: DDS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DDS.txt
[2026-02-13T20:20:13.859600] [INFO ] [sig       ] [876/3406] Completed DDS in 0.4s | 2.83 sym/s | Total: 5.2m | ETA: 14.9m
[2026-02-13T20:20:13.859644] [INFO ] [sig       ] [877/3406] Forecasting DE...
[2026-02-13T20:20:13.859674] [INFO ] [sig       ] Generating forecast for: DE
[2026-02-13T20:20:13.859708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2026-02-13T20:20:13.871614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DE'.
[2026-02-13T20:20:13.872011] [INFO ] [FORECASTER] Starting predict_future for DE
[2026-02-13T20:20:13.872859] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2026-02-13T20:20:13.872911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:13.872943] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:13.872970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:13.873041] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:13.931181] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:13.932055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:13.932140] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:13.932173] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:14.055642] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:14.055786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:14.055826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:14.055854] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:14.059285] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=76.12%)
[2026-02-13T20:20:14.059611] [INFO ] [FORECASTER] Completed predict_future for DE
[2026-02-13T20:20:14.059741] [INFO ] [sig       ] DE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:14.205329] [INFO ] [LOCAL     ] Saved forecast: DE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DE.txt
[2026-02-13T20:20:14.205476] [INFO ] [sig       ] [877/3406] Completed DE in 0.3s | 2.83 sym/s | Total: 5.2m | ETA: 14.9m
[2026-02-13T20:20:14.205515] [INFO ] [sig       ] [878/3406] Forecasting DEA...
[2026-02-13T20:20:14.205544] [INFO ] [sig       ] Generating forecast for: DEA
[2026-02-13T20:20:14.205594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2026-02-13T20:20:14.216749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEA'.
[2026-02-13T20:20:14.217141] [INFO ] [FORECASTER] Starting predict_future for DEA
[2026-02-13T20:20:14.218115] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2026-02-13T20:20:14.218170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:14.218202] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:14.218228] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:14.218284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:14.276320] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:14.277235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:14.277351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:14.277390] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:14.404360] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:14.404538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:14.404615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:14.404661] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:14.410361] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: UP (p=86.97%)
[2026-02-13T20:20:14.410813] [INFO ] [FORECASTER] Completed predict_future for DEA
[2026-02-13T20:20:14.411193] [INFO ] [sig       ] DEA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:14.572338] [INFO ] [LOCAL     ] Saved forecast: DEA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DEA.txt
[2026-02-13T20:20:14.572499] [INFO ] [sig       ] [878/3406] Completed DEA in 0.4s | 2.83 sym/s | Total: 5.2m | ETA: 14.9m
[2026-02-13T20:20:14.572542] [INFO ] [sig       ] [879/3406] Forecasting DECK...
[2026-02-13T20:20:14.572590] [INFO ] [sig       ] Generating forecast for: DECK
[2026-02-13T20:20:14.572625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2026-02-13T20:20:14.584667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2026-02-13T20:20:14.585092] [INFO ] [FORECASTER] Starting predict_future for DECK
[2026-02-13T20:20:14.585955] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2026-02-13T20:20:14.586026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:14.586062] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:14.586090] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:14.586149] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:14.648596] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:14.649840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:14.649949] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:14.649990] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:14.783683] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:14.783844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:14.783886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:14.783916] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:14.787489] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: DOWN (p=39.52%)
[2026-02-13T20:20:14.787825] [INFO ] [FORECASTER] Completed predict_future for DECK
[2026-02-13T20:20:14.787964] [INFO ] [sig       ] DECK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:14.937449] [INFO ] [LOCAL     ] Saved forecast: DECK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DECK.txt
[2026-02-13T20:20:14.937745] [INFO ] [sig       ] [879/3406] Completed DECK in 0.4s | 2.83 sym/s | Total: 5.2m | ETA: 14.9m
[2026-02-13T20:20:14.937806] [INFO ] [sig       ] [880/3406] Forecasting DEI...
[2026-02-13T20:20:14.937845] [INFO ] [sig       ] Generating forecast for: DEI
[2026-02-13T20:20:14.937889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2026-02-13T20:20:14.951099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEI'.
[2026-02-13T20:20:14.951599] [INFO ] [FORECASTER] Starting predict_future for DEI
[2026-02-13T20:20:14.952674] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2026-02-13T20:20:14.952738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:14.952776] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:14.952808] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:14.952878] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:15.012542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:15.013278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:15.013359] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:15.013391] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:15.132738] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:15.132891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:15.132932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:15.132963] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:15.136462] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=2.70%)
[2026-02-13T20:20:15.136770] [INFO ] [FORECASTER] Completed predict_future for DEI
[2026-02-13T20:20:15.136902] [INFO ] [sig       ] DEI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:15.278736] [INFO ] [LOCAL     ] Saved forecast: DEI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DEI.txt
[2026-02-13T20:20:15.278915] [INFO ] [sig       ] [880/3406] Completed DEI in 0.3s | 2.83 sym/s | Total: 5.2m | ETA: 14.9m
[2026-02-13T20:20:15.278954] [INFO ] [sig       ] [881/3406] Forecasting DELL...
[2026-02-13T20:20:15.278984] [INFO ] [sig       ] Generating forecast for: DELL
[2026-02-13T20:20:15.279014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2026-02-13T20:20:15.290973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2026-02-13T20:20:15.291395] [INFO ] [FORECASTER] Starting predict_future for DELL
[2026-02-13T20:20:15.292327] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2026-02-13T20:20:15.292383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:15.292415] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:15.292441] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:15.292498] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:15.349703] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:15.350636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:15.350721] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:15.350754] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:15.478531] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:15.478716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:15.478759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:15.478789] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:15.482660] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: UP (p=72.75%)
[2026-02-13T20:20:15.483246] [INFO ] [FORECASTER] Completed predict_future for DELL
[2026-02-13T20:20:15.483399] [INFO ] [sig       ] DELL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:15.624251] [INFO ] [LOCAL     ] Saved forecast: DELL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DELL.txt
[2026-02-13T20:20:15.624414] [INFO ] [sig       ] [881/3406] Completed DELL in 0.3s | 2.83 sym/s | Total: 5.2m | ETA: 14.9m
[2026-02-13T20:20:15.624456] [INFO ] [sig       ] [882/3406] Forecasting DEO...
[2026-02-13T20:20:15.624486] [INFO ] [sig       ] Generating forecast for: DEO
[2026-02-13T20:20:15.624516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2026-02-13T20:20:15.636361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2026-02-13T20:20:15.636817] [INFO ] [FORECASTER] Starting predict_future for DEO
[2026-02-13T20:20:15.637745] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2026-02-13T20:20:15.637803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:15.637836] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:15.637864] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:15.637922] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:15.701686] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:15.702717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:15.702814] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:15.702848] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:15.824975] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:15.825129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:15.825167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:15.825196] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:15.828900] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=81.30%)
[2026-02-13T20:20:15.829182] [INFO ] [FORECASTER] Completed predict_future for DEO
[2026-02-13T20:20:15.829308] [INFO ] [sig       ] DEO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:15.967521] [INFO ] [LOCAL     ] Saved forecast: DEO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DEO.txt
[2026-02-13T20:20:15.967692] [INFO ] [sig       ] [882/3406] Completed DEO in 0.3s | 2.83 sym/s | Total: 5.2m | ETA: 14.8m
[2026-02-13T20:20:15.967741] [INFO ] [sig       ] [883/3406] Forecasting DERM...
[2026-02-13T20:20:15.967773] [INFO ] [sig       ] Generating forecast for: DERM
[2026-02-13T20:20:15.967807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2026-02-13T20:20:15.978611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2026-02-13T20:20:15.979003] [INFO ] [FORECASTER] Starting predict_future for DERM
[2026-02-13T20:20:15.979911] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2026-02-13T20:20:15.979965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:15.980028] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:15.980059] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:15.980136] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:16.040536] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:16.041365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:16.041449] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:16.041484] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:16.161695] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:16.161856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:16.161894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:16.161922] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:16.165328] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: DOWN (p=48.93%)
[2026-02-13T20:20:16.165624] [INFO ] [FORECASTER] Completed predict_future for DERM
[2026-02-13T20:20:16.165750] [INFO ] [sig       ] DERM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:16.306287] [INFO ] [LOCAL     ] Saved forecast: DERM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DERM.txt
[2026-02-13T20:20:16.306415] [INFO ] [sig       ] [883/3406] Completed DERM in 0.3s | 2.83 sym/s | Total: 5.2m | ETA: 14.8m
[2026-02-13T20:20:16.306455] [INFO ] [sig       ] [884/3406] Forecasting DFGP...
[2026-02-13T20:20:16.306484] [INFO ] [sig       ] Generating forecast for: DFGP
[2026-02-13T20:20:16.306514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2026-02-13T20:20:16.317918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2026-02-13T20:20:16.318257] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2026-02-13T20:20:16.319120] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2026-02-13T20:20:16.319173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:16.319206] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:16.319234] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:16.319293] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:16.380462] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:16.381551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:16.381651] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:16.381685] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:16.505864] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:16.506216] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:16.506255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:16.506283] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:16.509782] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: UP (p=60.55%)
[2026-02-13T20:20:16.510079] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2026-02-13T20:20:16.510208] [INFO ] [sig       ] DFGP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:16.653160] [INFO ] [LOCAL     ] Saved forecast: DFGP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DFGP.txt
[2026-02-13T20:20:16.653313] [INFO ] [sig       ] [884/3406] Completed DFGP in 0.3s | 2.83 sym/s | Total: 5.2m | ETA: 14.8m
[2026-02-13T20:20:16.653352] [INFO ] [sig       ] [885/3406] Forecasting DFGX...
[2026-02-13T20:20:16.653383] [INFO ] [sig       ] Generating forecast for: DFGX
[2026-02-13T20:20:16.653413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2026-02-13T20:20:16.665414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2026-02-13T20:20:16.665806] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2026-02-13T20:20:16.666879] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2026-02-13T20:20:16.667097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:16.667129] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:16.667155] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:16.667212] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:16.726873] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:16.727548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:16.727659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:16.727694] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:16.852157] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:16.852318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:16.852358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:16.852387] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:16.855949] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: UP (p=82.49%)
[2026-02-13T20:20:16.856241] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2026-02-13T20:20:16.856372] [INFO ] [sig       ] DFGX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:16.995921] [INFO ] [LOCAL     ] Saved forecast: DFGX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DFGX.txt
[2026-02-13T20:20:16.996049] [INFO ] [sig       ] [885/3406] Completed DFGX in 0.3s | 2.83 sym/s | Total: 5.2m | ETA: 14.8m
[2026-02-13T20:20:16.996087] [INFO ] [sig       ] [886/3406] Forecasting DFH...
[2026-02-13T20:20:16.996116] [INFO ] [sig       ] Generating forecast for: DFH
[2026-02-13T20:20:16.996146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2026-02-13T20:20:17.007232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2026-02-13T20:20:17.007554] [INFO ] [FORECASTER] Starting predict_future for DFH
[2026-02-13T20:20:17.008421] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2026-02-13T20:20:17.008473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:17.008504] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:17.008531] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:17.008613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:17.066021] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:17.066661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:17.066742] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:17.066781] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:17.185071] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:17.185234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:17.185302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:17.185371] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:17.189104] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: UP (p=83.25%)
[2026-02-13T20:20:17.189444] [INFO ] [FORECASTER] Completed predict_future for DFH
[2026-02-13T20:20:17.189613] [INFO ] [sig       ] DFH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:17.336593] [INFO ] [LOCAL     ] Saved forecast: DFH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DFH.txt
[2026-02-13T20:20:17.336779] [INFO ] [sig       ] [886/3406] Completed DFH in 0.3s | 2.83 sym/s | Total: 5.2m | ETA: 14.8m
[2026-02-13T20:20:17.336830] [INFO ] [sig       ] [887/3406] Forecasting DFIN...
[2026-02-13T20:20:17.336867] [INFO ] [sig       ] Generating forecast for: DFIN
[2026-02-13T20:20:17.336903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2026-02-13T20:20:17.349559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2026-02-13T20:20:17.350011] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2026-02-13T20:20:17.350966] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2026-02-13T20:20:17.351033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:17.351066] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:17.351093] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:17.351150] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:17.413248] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:17.414385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:17.414476] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:17.414509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:17.532987] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:17.533147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:17.533190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:17.533220] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:17.536765] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2026-02-13T20:20:17.537104] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2026-02-13T20:20:17.537246] [INFO ] [sig       ] DFIN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:17.684836] [INFO ] [LOCAL     ] Saved forecast: DFIN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DFIN.txt
[2026-02-13T20:20:17.684991] [INFO ] [sig       ] [887/3406] Completed DFIN in 0.3s | 2.83 sym/s | Total: 5.2m | ETA: 14.8m
[2026-02-13T20:20:17.685030] [INFO ] [sig       ] [888/3406] Forecasting DFP...
[2026-02-13T20:20:17.685062] [INFO ] [sig       ] Generating forecast for: DFP
[2026-02-13T20:20:17.685092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2026-02-13T20:20:17.696400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2026-02-13T20:20:17.696774] [INFO ] [FORECASTER] Starting predict_future for DFP
[2026-02-13T20:20:17.697639] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2026-02-13T20:20:17.697692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:17.697723] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:17.697752] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:17.697821] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:17.760737] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:17.761634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:17.761722] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:17.761756] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:17.883875] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:17.884031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:17.884071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:17.884100] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:17.887493] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: DOWN (p=15.48%)
[2026-02-13T20:20:17.887808] [INFO ] [FORECASTER] Completed predict_future for DFP
[2026-02-13T20:20:17.887960] [INFO ] [sig       ] DFP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:18.027452] [INFO ] [LOCAL     ] Saved forecast: DFP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DFP.txt
[2026-02-13T20:20:18.027651] [INFO ] [sig       ] [888/3406] Completed DFP in 0.3s | 2.83 sym/s | Total: 5.2m | ETA: 14.8m
[2026-02-13T20:20:18.027695] [INFO ] [sig       ] [889/3406] Forecasting DG...
[2026-02-13T20:20:18.027724] [INFO ] [sig       ] Generating forecast for: DG
[2026-02-13T20:20:18.027755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2026-02-13T20:20:18.039181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2026-02-13T20:20:18.039593] [INFO ] [FORECASTER] Starting predict_future for DG
[2026-02-13T20:20:18.040424] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2026-02-13T20:20:18.040478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:18.040510] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:18.040536] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:18.040611] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:18.097883] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:18.098775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:18.098876] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:18.098917] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:18.221064] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:18.221220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:18.221259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:18.221287] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:18.224896] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=26.88%)
[2026-02-13T20:20:18.225216] [INFO ] [FORECASTER] Completed predict_future for DG
[2026-02-13T20:20:18.225358] [INFO ] [sig       ] DG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:18.375289] [INFO ] [LOCAL     ] Saved forecast: DG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DG.txt
[2026-02-13T20:20:18.375455] [INFO ] [sig       ] [889/3406] Completed DG in 0.3s | 2.83 sym/s | Total: 5.2m | ETA: 14.8m
[2026-02-13T20:20:18.375496] [INFO ] [sig       ] [890/3406] Forecasting DGCB...
[2026-02-13T20:20:18.375527] [INFO ] [sig       ] Generating forecast for: DGCB
[2026-02-13T20:20:18.375559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2026-02-13T20:20:18.390490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGCB'.
[2026-02-13T20:20:18.391205] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2026-02-13T20:20:18.392348] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2026-02-13T20:20:18.392436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:18.392527] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:18.392565] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:18.392663] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:18.455347] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:18.456402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:18.456499] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:18.456543] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:18.582237] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:18.582405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:18.582451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:18.582486] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:18.586093] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: UP (p=83.64%)
[2026-02-13T20:20:18.586401] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2026-02-13T20:20:18.586542] [INFO ] [sig       ] DGCB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:18.729669] [INFO ] [LOCAL     ] Saved forecast: DGCB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DGCB.txt
[2026-02-13T20:20:18.729832] [INFO ] [sig       ] [890/3406] Completed DGCB in 0.4s | 2.83 sym/s | Total: 5.2m | ETA: 14.8m
[2026-02-13T20:20:18.729873] [INFO ] [sig       ] [891/3406] Forecasting DGICA...
[2026-02-13T20:20:18.729905] [INFO ] [sig       ] Generating forecast for: DGICA
[2026-02-13T20:20:18.729934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2026-02-13T20:20:18.741444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2026-02-13T20:20:18.741810] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2026-02-13T20:20:18.742609] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2026-02-13T20:20:18.742662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:18.742694] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:18.742721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:18.742777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:18.800168] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:18.801052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:18.801137] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:18.801170] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:18.920907] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:18.921077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:18.921116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:18.921145] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:18.924650] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: UP (p=67.91%)
[2026-02-13T20:20:18.924954] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2026-02-13T20:20:18.925088] [INFO ] [sig       ] DGICA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:19.066037] [INFO ] [LOCAL     ] Saved forecast: DGICA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DGICA.txt
[2026-02-13T20:20:19.066385] [INFO ] [sig       ] [891/3406] Completed DGICA in 0.3s | 2.83 sym/s | Total: 5.2m | ETA: 14.8m
[2026-02-13T20:20:19.066426] [INFO ] [sig       ] [892/3406] Forecasting DGII...
[2026-02-13T20:20:19.066456] [INFO ] [sig       ] Generating forecast for: DGII
[2026-02-13T20:20:19.066486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2026-02-13T20:20:19.077920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2026-02-13T20:20:19.078274] [INFO ] [FORECASTER] Starting predict_future for DGII
[2026-02-13T20:20:19.079111] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2026-02-13T20:20:19.079163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:19.079194] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:19.079221] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:19.079277] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:19.137374] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:19.138228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:19.138313] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:19.138346] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:19.265381] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:19.265548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:19.265605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:19.265636] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:19.269309] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: DOWN (p=29.11%)
[2026-02-13T20:20:19.269623] [INFO ] [FORECASTER] Completed predict_future for DGII
[2026-02-13T20:20:19.269760] [INFO ] [sig       ] DGII: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:19.409544] [INFO ] [LOCAL     ] Saved forecast: DGII	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DGII.txt
[2026-02-13T20:20:19.409700] [INFO ] [sig       ] [892/3406] Completed DGII in 0.3s | 2.83 sym/s | Total: 5.2m | ETA: 14.8m
[2026-02-13T20:20:19.409740] [INFO ] [sig       ] [893/3406] Forecasting DGRE...
[2026-02-13T20:20:19.409769] [INFO ] [sig       ] Generating forecast for: DGRE
[2026-02-13T20:20:19.409800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2026-02-13T20:20:19.420647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2026-02-13T20:20:19.421008] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2026-02-13T20:20:19.421807] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2026-02-13T20:20:19.421859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:19.421890] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:19.421917] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:19.421973] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:19.479513] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:19.480457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:19.480601] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:19.480638] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:19.597991] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:19.598165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:19.598207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:19.598238] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:19.601902] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=54.94%)
[2026-02-13T20:20:19.602378] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2026-02-13T20:20:19.602512] [INFO ] [sig       ] DGRE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:19.749158] [INFO ] [LOCAL     ] Saved forecast: DGRE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DGRE.txt
[2026-02-13T20:20:19.749341] [INFO ] [sig       ] [893/3406] Completed DGRE in 0.3s | 2.83 sym/s | Total: 5.3m | ETA: 14.8m
[2026-02-13T20:20:19.749383] [INFO ] [sig       ] [894/3406] Forecasting DGRS...
[2026-02-13T20:20:19.749423] [INFO ] [sig       ] Generating forecast for: DGRS
[2026-02-13T20:20:19.749455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2026-02-13T20:20:19.761529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2026-02-13T20:20:19.762043] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2026-02-13T20:20:19.762980] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2026-02-13T20:20:19.763045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:19.763085] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:19.763115] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:19.763175] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:19.822543] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:19.823450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:19.823536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:19.823569] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:19.941886] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:19.942051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:19.942090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:19.942119] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:19.945514] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2026-02-13T20:20:19.945807] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2026-02-13T20:20:19.945937] [INFO ] [sig       ] DGRS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:20.089293] [INFO ] [LOCAL     ] Saved forecast: DGRS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DGRS.txt
[2026-02-13T20:20:20.089451] [INFO ] [sig       ] [894/3406] Completed DGRS in 0.3s | 2.83 sym/s | Total: 5.3m | ETA: 14.8m
[2026-02-13T20:20:20.089492] [INFO ] [sig       ] [895/3406] Forecasting DGX...
[2026-02-13T20:20:20.089522] [INFO ] [sig       ] Generating forecast for: DGX
[2026-02-13T20:20:20.089551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2026-02-13T20:20:20.101508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2026-02-13T20:20:20.101868] [INFO ] [FORECASTER] Starting predict_future for DGX
[2026-02-13T20:20:20.102697] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2026-02-13T20:20:20.102750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:20.102781] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:20.102808] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:20.102864] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:20.160765] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:20.161458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:20.161542] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:20.161595] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:20.281185] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:20.281345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:20.281385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:20.281432] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:20.284993] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: DOWN (p=24.96%)
[2026-02-13T20:20:20.285280] [INFO ] [FORECASTER] Completed predict_future for DGX
[2026-02-13T20:20:20.285413] [INFO ] [sig       ] DGX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:20.425619] [INFO ] [LOCAL     ] Saved forecast: DGX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DGX.txt
[2026-02-13T20:20:20.425751] [INFO ] [sig       ] [895/3406] Completed DGX in 0.3s | 2.83 sym/s | Total: 5.3m | ETA: 14.8m
[2026-02-13T20:20:20.425788] [INFO ] [sig       ] [896/3406] Forecasting DH...
[2026-02-13T20:20:20.425817] [INFO ] [sig       ] Generating forecast for: DH
[2026-02-13T20:20:20.425847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2026-02-13T20:20:20.436614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DH'.
[2026-02-13T20:20:20.436924] [INFO ] [FORECASTER] Starting predict_future for DH
[2026-02-13T20:20:20.437736] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2026-02-13T20:20:20.437788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:20.437820] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:20.437852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:20.437921] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:20.494136] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:20.494776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:20.494856] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:20.494891] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:20.619522] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:20.619702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:20.619743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:20.619772] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:20.623202] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: UP (p=70.49%)
[2026-02-13T20:20:20.623482] [INFO ] [FORECASTER] Completed predict_future for DH
[2026-02-13T20:20:20.623638] [INFO ] [sig       ] DH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:20.763071] [INFO ] [LOCAL     ] Saved forecast: DH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DH.txt
[2026-02-13T20:20:20.763222] [INFO ] [sig       ] [896/3406] Completed DH in 0.3s | 2.83 sym/s | Total: 5.3m | ETA: 14.8m
[2026-02-13T20:20:20.763263] [INFO ] [sig       ] [897/3406] Forecasting DHC...
[2026-02-13T20:20:20.763292] [INFO ] [sig       ] Generating forecast for: DHC
[2026-02-13T20:20:20.763322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2026-02-13T20:20:20.774061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHC'.
[2026-02-13T20:20:20.774372] [INFO ] [FORECASTER] Starting predict_future for DHC
[2026-02-13T20:20:20.775176] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2026-02-13T20:20:20.775228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:20.775259] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:20.775286] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:20.775341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:20.832006] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:20.832689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:20.832768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:20.832800] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:20.960982] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:20.961190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:20.961234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:20.961281] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:20.965085] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: UP (p=69.60%)
[2026-02-13T20:20:20.965406] [INFO ] [FORECASTER] Completed predict_future for DHC
[2026-02-13T20:20:20.965567] [INFO ] [sig       ] DHC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:21.110107] [INFO ] [LOCAL     ] Saved forecast: DHC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DHC.txt
[2026-02-13T20:20:21.110244] [INFO ] [sig       ] [897/3406] Completed DHC in 0.3s | 2.84 sym/s | Total: 5.3m | ETA: 14.7m
[2026-02-13T20:20:21.110284] [INFO ] [sig       ] [898/3406] Forecasting DHF...
[2026-02-13T20:20:21.110315] [INFO ] [sig       ] Generating forecast for: DHF
[2026-02-13T20:20:21.110345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2026-02-13T20:20:21.121922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHF'.
[2026-02-13T20:20:21.122277] [INFO ] [FORECASTER] Starting predict_future for DHF
[2026-02-13T20:20:21.123115] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2026-02-13T20:20:21.123169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:21.123202] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:21.123230] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:21.123288] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:21.184629] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:21.185631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:21.185725] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:21.185760] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:21.305471] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:21.305649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:21.305691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:21.305721] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:21.309517] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: UP (p=59.56%)
[2026-02-13T20:20:21.309823] [INFO ] [FORECASTER] Completed predict_future for DHF
[2026-02-13T20:20:21.309973] [INFO ] [sig       ] DHF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:21.450666] [INFO ] [LOCAL     ] Saved forecast: DHF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DHF.txt
[2026-02-13T20:20:21.450831] [INFO ] [sig       ] [898/3406] Completed DHF in 0.3s | 2.84 sym/s | Total: 5.3m | ETA: 14.7m
[2026-02-13T20:20:21.450873] [INFO ] [sig       ] [899/3406] Forecasting DHI...
[2026-02-13T20:20:21.450904] [INFO ] [sig       ] Generating forecast for: DHI
[2026-02-13T20:20:21.450939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2026-02-13T20:20:21.462687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2026-02-13T20:20:21.463141] [INFO ] [FORECASTER] Starting predict_future for DHI
[2026-02-13T20:20:21.464227] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2026-02-13T20:20:21.464299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:21.464342] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:21.464377] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:21.464455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:21.530533] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:21.531450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:21.531536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:21.531570] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:21.658909] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:21.659074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:21.659116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:21.659147] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:21.662671] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2026-02-13T20:20:21.662967] [INFO ] [FORECASTER] Completed predict_future for DHI
[2026-02-13T20:20:21.663101] [INFO ] [sig       ] DHI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:21.806517] [INFO ] [LOCAL     ] Saved forecast: DHI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DHI.txt
[2026-02-13T20:20:21.806672] [INFO ] [sig       ] [899/3406] Completed DHI in 0.4s | 2.84 sym/s | Total: 5.3m | ETA: 14.7m
[2026-02-13T20:20:21.806711] [INFO ] [sig       ] [900/3406] Forecasting DHIL...
[2026-02-13T20:20:21.806740] [INFO ] [sig       ] Generating forecast for: DHIL
[2026-02-13T20:20:21.806769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2026-02-13T20:20:21.819252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2026-02-13T20:20:21.819607] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2026-02-13T20:20:21.820416] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2026-02-13T20:20:21.820469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:21.820535] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:21.820563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:21.820642] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:21.878705] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:21.879762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:21.879857] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:21.879893] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:21.994937] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:21.995098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:21.995140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:21.995169] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:21.998811] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: UP (p=88.73%)
[2026-02-13T20:20:21.999116] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2026-02-13T20:20:21.999257] [INFO ] [sig       ] DHIL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:22.141679] [INFO ] [LOCAL     ] Saved forecast: DHIL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DHIL.txt
[2026-02-13T20:20:22.141845] [INFO ] [sig       ] [900/3406] Completed DHIL in 0.3s | 2.84 sym/s | Total: 5.3m | ETA: 14.7m
[2026-02-13T20:20:22.141895] [INFO ] [sig       ] [901/3406] Forecasting DHX...
[2026-02-13T20:20:22.141933] [INFO ] [sig       ] Generating forecast for: DHX
[2026-02-13T20:20:22.141969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2026-02-13T20:20:22.153427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHX'.
[2026-02-13T20:20:22.153823] [INFO ] [FORECASTER] Starting predict_future for DHX
[2026-02-13T20:20:22.154654] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2026-02-13T20:20:22.154706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:22.154738] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:22.154765] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:22.154837] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:22.213500] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:22.214394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:22.214490] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:22.214525] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:22.336842] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:22.337004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:22.337047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:22.337076] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:22.340813] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: DOWN (p=25.38%)
[2026-02-13T20:20:22.341144] [INFO ] [FORECASTER] Completed predict_future for DHX
[2026-02-13T20:20:22.341302] [INFO ] [sig       ] DHX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:22.506637] [INFO ] [LOCAL     ] Saved forecast: DHX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DHX.txt
[2026-02-13T20:20:22.506824] [INFO ] [sig       ] [901/3406] Completed DHX in 0.4s | 2.84 sym/s | Total: 5.3m | ETA: 14.7m
[2026-02-13T20:20:22.506869] [INFO ] [sig       ] [902/3406] Forecasting DIBS...
[2026-02-13T20:20:22.506901] [INFO ] [sig       ] Generating forecast for: DIBS
[2026-02-13T20:20:22.506932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2026-02-13T20:20:22.519261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2026-02-13T20:20:22.519659] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2026-02-13T20:20:22.520527] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2026-02-13T20:20:22.520622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:22.520675] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:22.520720] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:22.520804] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:22.582196] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:22.583429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:22.583525] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:22.583589] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:22.709500] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:22.709686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:22.709728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:22.709756] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:22.713384] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: DOWN (p=14.12%)
[2026-02-13T20:20:22.713693] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2026-02-13T20:20:22.713827] [INFO ] [sig       ] DIBS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:22.860450] [INFO ] [LOCAL     ] Saved forecast: DIBS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DIBS.txt
[2026-02-13T20:20:22.860638] [INFO ] [sig       ] [902/3406] Completed DIBS in 0.4s | 2.84 sym/s | Total: 5.3m | ETA: 14.7m
[2026-02-13T20:20:22.860703] [INFO ] [sig       ] [903/3406] Forecasting DIN...
[2026-02-13T20:20:22.860742] [INFO ] [sig       ] Generating forecast for: DIN
[2026-02-13T20:20:22.860775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2026-02-13T20:20:22.872951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2026-02-13T20:20:22.873391] [INFO ] [FORECASTER] Starting predict_future for DIN
[2026-02-13T20:20:22.874327] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2026-02-13T20:20:22.874402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:22.874436] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:22.874474] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:22.874541] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:22.936057] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:22.937012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:22.937102] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:22.937137] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:23.066022] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:23.066185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:23.066225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:23.066290] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:23.070032] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: UP (p=60.85%)
[2026-02-13T20:20:23.070333] [INFO ] [FORECASTER] Completed predict_future for DIN
[2026-02-13T20:20:23.070468] [INFO ] [sig       ] DIN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:23.216452] [INFO ] [LOCAL     ] Saved forecast: DIN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DIN.txt
[2026-02-13T20:20:23.216636] [INFO ] [sig       ] [903/3406] Completed DIN in 0.4s | 2.84 sym/s | Total: 5.3m | ETA: 14.7m
[2026-02-13T20:20:23.216680] [INFO ] [sig       ] [904/3406] Forecasting DINO...
[2026-02-13T20:20:23.216709] [INFO ] [sig       ] Generating forecast for: DINO
[2026-02-13T20:20:23.216742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2026-02-13T20:20:23.229041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2026-02-13T20:20:23.229391] [INFO ] [FORECASTER] Starting predict_future for DINO
[2026-02-13T20:20:23.230216] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2026-02-13T20:20:23.230269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:23.230301] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:23.230328] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:23.230386] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:23.290629] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:23.291622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:23.291709] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:23.291743] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:23.423660] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:23.423847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:23.423889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:23.423917] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:23.427424] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=92.77%)
[2026-02-13T20:20:23.427770] [INFO ] [FORECASTER] Completed predict_future for DINO
[2026-02-13T20:20:23.427908] [INFO ] [sig       ] DINO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:23.567977] [INFO ] [LOCAL     ] Saved forecast: DINO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DINO.txt
[2026-02-13T20:20:23.568141] [INFO ] [sig       ] [904/3406] Completed DINO in 0.4s | 2.84 sym/s | Total: 5.3m | ETA: 14.7m
[2026-02-13T20:20:23.568181] [INFO ] [sig       ] [905/3406] Forecasting DIOD...
[2026-02-13T20:20:23.568211] [INFO ] [sig       ] Generating forecast for: DIOD
[2026-02-13T20:20:23.568240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2026-02-13T20:20:23.580115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIOD'.
[2026-02-13T20:20:23.580444] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2026-02-13T20:20:23.581431] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2026-02-13T20:20:23.581494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:23.581534] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:23.581567] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:23.581669] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:23.642337] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:23.643167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:23.643250] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:23.643284] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:23.770551] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:23.770727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:23.770768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:23.770799] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:23.774290] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: DOWN (p=19.65%)
[2026-02-13T20:20:23.774590] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2026-02-13T20:20:23.774722] [INFO ] [sig       ] DIOD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:23.914745] [INFO ] [LOCAL     ] Saved forecast: DIOD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DIOD.txt
[2026-02-13T20:20:23.914915] [INFO ] [sig       ] [905/3406] Completed DIOD in 0.3s | 2.84 sym/s | Total: 5.3m | ETA: 14.7m
[2026-02-13T20:20:23.914957] [INFO ] [sig       ] [906/3406] Forecasting DIS...
[2026-02-13T20:20:23.914988] [INFO ] [sig       ] Generating forecast for: DIS
[2026-02-13T20:20:23.915020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2026-02-13T20:20:23.926258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2026-02-13T20:20:23.926659] [INFO ] [FORECASTER] Starting predict_future for DIS
[2026-02-13T20:20:23.927460] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2026-02-13T20:20:23.927513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:23.927546] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:23.927623] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:23.927688] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:23.985667] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:23.986535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:23.986637] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:23.986672] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:24.108358] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:24.108520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:24.108559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:24.108606] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:24.112022] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=83.02%)
[2026-02-13T20:20:24.112299] [INFO ] [FORECASTER] Completed predict_future for DIS
[2026-02-13T20:20:24.112426] [INFO ] [sig       ] DIS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:24.252567] [INFO ] [LOCAL     ] Saved forecast: DIS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DIS.txt
[2026-02-13T20:20:24.252744] [INFO ] [sig       ] [906/3406] Completed DIS in 0.3s | 2.84 sym/s | Total: 5.3m | ETA: 14.7m
[2026-02-13T20:20:24.252786] [INFO ] [sig       ] [907/3406] Forecasting DJCO...
[2026-02-13T20:20:24.252816] [INFO ] [sig       ] Generating forecast for: DJCO
[2026-02-13T20:20:24.252847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2026-02-13T20:20:24.263836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2026-02-13T20:20:24.264236] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2026-02-13T20:20:24.265057] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2026-02-13T20:20:24.265111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:24.265144] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:24.265171] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:24.265228] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:24.324534] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:24.325385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:24.325469] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:24.325505] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:24.447858] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:24.448022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:24.448061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:24.448090] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:24.451503] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: DOWN (p=36.35%)
[2026-02-13T20:20:24.451804] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2026-02-13T20:20:24.451932] [INFO ] [sig       ] DJCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:24.593719] [INFO ] [LOCAL     ] Saved forecast: DJCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DJCO.txt
[2026-02-13T20:20:24.593854] [INFO ] [sig       ] [907/3406] Completed DJCO in 0.3s | 2.84 sym/s | Total: 5.3m | ETA: 14.7m
[2026-02-13T20:20:24.593895] [INFO ] [sig       ] [908/3406] Forecasting DK...
[2026-02-13T20:20:24.593925] [INFO ] [sig       ] Generating forecast for: DK
[2026-02-13T20:20:24.593958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2026-02-13T20:20:24.606502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2026-02-13T20:20:24.606871] [INFO ] [FORECASTER] Starting predict_future for DK
[2026-02-13T20:20:24.607699] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2026-02-13T20:20:24.607756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:24.607790] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:24.607819] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:24.607878] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:24.669818] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:24.670658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:24.670745] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:24.670780] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:24.795694] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:24.795849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:24.795887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:24.795917] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:24.799353] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: UP (p=79.07%)
[2026-02-13T20:20:24.799664] [INFO ] [FORECASTER] Completed predict_future for DK
[2026-02-13T20:20:24.799793] [INFO ] [sig       ] DK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:24.944936] [INFO ] [LOCAL     ] Saved forecast: DK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DK.txt
[2026-02-13T20:20:24.945094] [INFO ] [sig       ] [908/3406] Completed DK in 0.4s | 2.84 sym/s | Total: 5.3m | ETA: 14.7m
[2026-02-13T20:20:24.945136] [INFO ] [sig       ] [909/3406] Forecasting DKL...
[2026-02-13T20:20:24.945168] [INFO ] [sig       ] Generating forecast for: DKL
[2026-02-13T20:20:24.945201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2026-02-13T20:20:24.956661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2026-02-13T20:20:24.957048] [INFO ] [FORECASTER] Starting predict_future for DKL
[2026-02-13T20:20:24.957877] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2026-02-13T20:20:24.957931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:24.957963] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:24.957991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:24.958048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:25.019489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:25.020630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:25.020718] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:25.020752] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:25.142847] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:25.143011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:25.143053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:25.143084] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:25.146711] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=37.12%)
[2026-02-13T20:20:25.147008] [INFO ] [FORECASTER] Completed predict_future for DKL
[2026-02-13T20:20:25.147145] [INFO ] [sig       ] DKL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:25.298498] [INFO ] [LOCAL     ] Saved forecast: DKL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DKL.txt
[2026-02-13T20:20:25.298700] [INFO ] [sig       ] [909/3406] Completed DKL in 0.4s | 2.84 sym/s | Total: 5.3m | ETA: 14.7m
[2026-02-13T20:20:25.298749] [INFO ] [sig       ] [910/3406] Forecasting DKNG...
[2026-02-13T20:20:25.298780] [INFO ] [sig       ] Generating forecast for: DKNG
[2026-02-13T20:20:25.298808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2026-02-13T20:20:25.310833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2026-02-13T20:20:25.311206] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2026-02-13T20:20:25.312059] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2026-02-13T20:20:25.312113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:25.312147] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:25.312177] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:25.312236] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:25.373144] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:25.374007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:25.374128] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:25.374164] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:25.499437] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:25.499617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:25.499675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:25.499706] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:25.503496] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: DOWN (p=15.04%)
[2026-02-13T20:20:25.503793] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2026-02-13T20:20:25.503923] [INFO ] [sig       ] DKNG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:25.677541] [INFO ] [LOCAL     ] Saved forecast: DKNG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DKNG.txt
[2026-02-13T20:20:25.677745] [INFO ] [sig       ] [910/3406] Completed DKNG in 0.4s | 2.84 sym/s | Total: 5.3m | ETA: 14.7m
[2026-02-13T20:20:25.677786] [INFO ] [sig       ] [911/3406] Forecasting DKS...
[2026-02-13T20:20:25.677815] [INFO ] [sig       ] Generating forecast for: DKS
[2026-02-13T20:20:25.677845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2026-02-13T20:20:25.689455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2026-02-13T20:20:25.689849] [INFO ] [FORECASTER] Starting predict_future for DKS
[2026-02-13T20:20:25.690697] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2026-02-13T20:20:25.690752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:25.690785] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:25.690813] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:25.690870] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:25.752022] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:25.752886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:25.752990] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:25.753034] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:25.875774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:25.875940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:25.875990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:25.876027] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:25.879828] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2026-02-13T20:20:25.880146] [INFO ] [FORECASTER] Completed predict_future for DKS
[2026-02-13T20:20:25.880285] [INFO ] [sig       ] DKS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:26.028838] [INFO ] [LOCAL     ] Saved forecast: DKS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DKS.txt
[2026-02-13T20:20:26.028999] [INFO ] [sig       ] [911/3406] Completed DKS in 0.4s | 2.84 sym/s | Total: 5.4m | ETA: 14.7m
[2026-02-13T20:20:26.029051] [INFO ] [sig       ] [912/3406] Forecasting DLB...
[2026-02-13T20:20:26.029090] [INFO ] [sig       ] Generating forecast for: DLB
[2026-02-13T20:20:26.029130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2026-02-13T20:20:26.041830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2026-02-13T20:20:26.042222] [INFO ] [FORECASTER] Starting predict_future for DLB
[2026-02-13T20:20:26.043470] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2026-02-13T20:20:26.043526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:26.043559] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:26.043606] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:26.043673] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:26.106098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:26.107207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:26.107295] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:26.107329] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:26.233809] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:26.233980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:26.234023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:26.234053] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:26.237680] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=78.31%)
[2026-02-13T20:20:26.237981] [INFO ] [FORECASTER] Completed predict_future for DLB
[2026-02-13T20:20:26.238119] [INFO ] [sig       ] DLB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:26.388798] [INFO ] [LOCAL     ] Saved forecast: DLB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DLB.txt
[2026-02-13T20:20:26.388961] [INFO ] [sig       ] [912/3406] Completed DLB in 0.4s | 2.84 sym/s | Total: 5.4m | ETA: 14.7m
[2026-02-13T20:20:26.389003] [INFO ] [sig       ] [913/3406] Forecasting DLHC...
[2026-02-13T20:20:26.389034] [INFO ] [sig       ] Generating forecast for: DLHC
[2026-02-13T20:20:26.389062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2026-02-13T20:20:26.402318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLHC'.
[2026-02-13T20:20:26.402762] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2026-02-13T20:20:26.403558] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2026-02-13T20:20:26.403642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:26.403675] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:26.403702] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:26.403758] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:26.462555] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:26.463474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:26.463559] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:26.463616] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:26.592477] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:26.592663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:26.592706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:26.592735] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:26.596255] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: UP (p=91.51%)
[2026-02-13T20:20:26.596542] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2026-02-13T20:20:26.596689] [INFO ] [sig       ] DLHC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:26.738491] [INFO ] [LOCAL     ] Saved forecast: DLHC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DLHC.txt
[2026-02-13T20:20:26.738695] [INFO ] [sig       ] [913/3406] Completed DLHC in 0.3s | 2.84 sym/s | Total: 5.4m | ETA: 14.7m
[2026-02-13T20:20:26.738739] [INFO ] [sig       ] [914/3406] Forecasting DLNG...
[2026-02-13T20:20:26.738769] [INFO ] [sig       ] Generating forecast for: DLNG
[2026-02-13T20:20:26.738800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2026-02-13T20:20:26.749847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2026-02-13T20:20:26.750241] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2026-02-13T20:20:26.751093] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2026-02-13T20:20:26.751158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:26.751224] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:26.751254] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:26.751311] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:26.808972] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:26.809704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:26.809786] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:26.809820] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:26.927046] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:26.927215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:26.927257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:26.927286] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:26.931090] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=2.49%)
[2026-02-13T20:20:26.931399] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2026-02-13T20:20:26.931535] [INFO ] [sig       ] DLNG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:27.073849] [INFO ] [LOCAL     ] Saved forecast: DLNG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DLNG.txt
[2026-02-13T20:20:27.073992] [INFO ] [sig       ] [914/3406] Completed DLNG in 0.3s | 2.84 sym/s | Total: 5.4m | ETA: 14.6m
[2026-02-13T20:20:27.074031] [INFO ] [sig       ] [915/3406] Forecasting DLO...
[2026-02-13T20:20:27.074059] [INFO ] [sig       ] Generating forecast for: DLO
[2026-02-13T20:20:27.074090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2026-02-13T20:20:27.085249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2026-02-13T20:20:27.085599] [INFO ] [FORECASTER] Starting predict_future for DLO
[2026-02-13T20:20:27.086384] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2026-02-13T20:20:27.086437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:27.086469] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:27.086496] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:27.086551] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:27.149669] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:27.150819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:27.150932] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:27.150987] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:27.272910] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:27.273068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:27.273109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:27.273138] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:27.276560] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: UP (p=83.68%)
[2026-02-13T20:20:27.276860] [INFO ] [FORECASTER] Completed predict_future for DLO
[2026-02-13T20:20:27.276988] [INFO ] [sig       ] DLO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:27.420873] [INFO ] [LOCAL     ] Saved forecast: DLO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DLO.txt
[2026-02-13T20:20:27.421037] [INFO ] [sig       ] [915/3406] Completed DLO in 0.3s | 2.84 sym/s | Total: 5.4m | ETA: 14.6m
[2026-02-13T20:20:27.421087] [INFO ] [sig       ] [916/3406] Forecasting DLPN...
[2026-02-13T20:20:27.421123] [INFO ] [sig       ] Generating forecast for: DLPN
[2026-02-13T20:20:27.421158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2026-02-13T20:20:27.432474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2026-02-13T20:20:27.432901] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2026-02-13T20:20:27.433701] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2026-02-13T20:20:27.433753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:27.433785] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:27.433812] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:27.433869] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:27.491691] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:27.492597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:27.492682] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:27.492715] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:27.599535] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:27.599736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:27.599778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:27.599807] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:27.603432] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: UP (p=85.40%)
[2026-02-13T20:20:27.603798] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2026-02-13T20:20:27.603937] [INFO ] [sig       ] DLPN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:27.806620] [INFO ] [LOCAL     ] Saved forecast: DLPN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DLPN.txt
[2026-02-13T20:20:27.806780] [INFO ] [sig       ] [916/3406] Completed DLPN in 0.4s | 2.84 sym/s | Total: 5.4m | ETA: 14.6m
[2026-02-13T20:20:27.806820] [INFO ] [sig       ] [917/3406] Forecasting DLTH...
[2026-02-13T20:20:27.806850] [INFO ] [sig       ] Generating forecast for: DLTH
[2026-02-13T20:20:27.806879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2026-02-13T20:20:27.818277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLTH'.
[2026-02-13T20:20:27.818679] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2026-02-13T20:20:27.819522] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2026-02-13T20:20:27.819598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:27.819663] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:27.819691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:27.819748] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:27.877029] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:27.877976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:27.878077] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:27.878118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:27.996702] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:27.996864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:27.996902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:27.996931] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:28.000354] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: UP (p=56.34%)
[2026-02-13T20:20:28.000678] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2026-02-13T20:20:28.000814] [INFO ] [sig       ] DLTH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:28.140459] [INFO ] [LOCAL     ] Saved forecast: DLTH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DLTH.txt
[2026-02-13T20:20:28.140667] [INFO ] [sig       ] [917/3406] Completed DLTH in 0.3s | 2.84 sym/s | Total: 5.4m | ETA: 14.6m
[2026-02-13T20:20:28.140738] [INFO ] [sig       ] [918/3406] Forecasting DLX...
[2026-02-13T20:20:28.140790] [INFO ] [sig       ] Generating forecast for: DLX
[2026-02-13T20:20:28.140832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2026-02-13T20:20:28.156196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2026-02-13T20:20:28.156776] [INFO ] [FORECASTER] Starting predict_future for DLX
[2026-02-13T20:20:28.157736] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2026-02-13T20:20:28.157790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:28.157832] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:28.157862] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:28.157952] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:28.216498] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:28.217436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:28.217642] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:28.217694] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:28.346772] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:28.346940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:28.346981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:28.347011] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:28.350844] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: DOWN (p=6.83%)
[2026-02-13T20:20:28.351219] [INFO ] [FORECASTER] Completed predict_future for DLX
[2026-02-13T20:20:28.351373] [INFO ] [sig       ] DLX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:28.496708] [INFO ] [LOCAL     ] Saved forecast: DLX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DLX.txt
[2026-02-13T20:20:28.496871] [INFO ] [sig       ] [918/3406] Completed DLX in 0.4s | 2.84 sym/s | Total: 5.4m | ETA: 14.6m
[2026-02-13T20:20:28.496911] [INFO ] [sig       ] [919/3406] Forecasting DLY...
[2026-02-13T20:20:28.496942] [INFO ] [sig       ] Generating forecast for: DLY
[2026-02-13T20:20:28.496978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2026-02-13T20:20:28.509154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLY'.
[2026-02-13T20:20:28.509557] [INFO ] [FORECASTER] Starting predict_future for DLY
[2026-02-13T20:20:28.510359] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2026-02-13T20:20:28.510412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:28.510444] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:28.510470] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:28.510526] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:28.568481] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:28.569439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:28.569539] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:28.569593] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:28.689274] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:28.689466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:28.689509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:28.689540] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:28.693069] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: UP (p=96.27%)
[2026-02-13T20:20:28.693365] [INFO ] [FORECASTER] Completed predict_future for DLY
[2026-02-13T20:20:28.693499] [INFO ] [sig       ] DLY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:28.834756] [INFO ] [LOCAL     ] Saved forecast: DLY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DLY.txt
[2026-02-13T20:20:28.834888] [INFO ] [sig       ] [919/3406] Completed DLY in 0.3s | 2.84 sym/s | Total: 5.4m | ETA: 14.6m
[2026-02-13T20:20:28.834939] [INFO ] [sig       ] [920/3406] Forecasting DMAC...
[2026-02-13T20:20:28.834970] [INFO ] [sig       ] Generating forecast for: DMAC
[2026-02-13T20:20:28.835001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2026-02-13T20:20:28.845946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2026-02-13T20:20:28.846307] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2026-02-13T20:20:28.847138] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2026-02-13T20:20:28.847192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:28.847224] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:28.847251] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:28.847308] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:28.905488] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:28.906321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:28.906407] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:28.906441] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:29.033743] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:29.033916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:29.033957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:29.034043] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:29.037789] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: UP (p=54.03%)
[2026-02-13T20:20:29.038121] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2026-02-13T20:20:29.038266] [INFO ] [sig       ] DMAC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:29.181935] [INFO ] [LOCAL     ] Saved forecast: DMAC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DMAC.txt
[2026-02-13T20:20:29.182088] [INFO ] [sig       ] [920/3406] Completed DMAC in 0.3s | 2.84 sym/s | Total: 5.4m | ETA: 14.6m
[2026-02-13T20:20:29.182128] [INFO ] [sig       ] [921/3406] Forecasting DMB...
[2026-02-13T20:20:29.182160] [INFO ] [sig       ] Generating forecast for: DMB
[2026-02-13T20:20:29.182190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2026-02-13T20:20:29.193465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2026-02-13T20:20:29.193839] [INFO ] [FORECASTER] Starting predict_future for DMB
[2026-02-13T20:20:29.194797] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2026-02-13T20:20:29.194850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:29.194882] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:29.194909] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:29.194965] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:29.252703] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:29.253492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:29.253592] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:29.253628] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:29.373154] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:29.373308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:29.373348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:29.373408] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:29.376818] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: UP (p=84.42%)
[2026-02-13T20:20:29.377095] [INFO ] [FORECASTER] Completed predict_future for DMB
[2026-02-13T20:20:29.377222] [INFO ] [sig       ] DMB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:29.520829] [INFO ] [LOCAL     ] Saved forecast: DMB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DMB.txt
[2026-02-13T20:20:29.520964] [INFO ] [sig       ] [921/3406] Completed DMB in 0.3s | 2.84 sym/s | Total: 5.4m | ETA: 14.6m
[2026-02-13T20:20:29.521002] [INFO ] [sig       ] [922/3406] Forecasting DMLP...
[2026-02-13T20:20:29.521032] [INFO ] [sig       ] Generating forecast for: DMLP
[2026-02-13T20:20:29.521062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2026-02-13T20:20:29.531970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2026-02-13T20:20:29.532300] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2026-02-13T20:20:29.533097] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2026-02-13T20:20:29.533151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:29.533182] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:29.533209] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:29.533267] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:29.590794] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:29.591602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:29.591684] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:29.591717] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:29.733924] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:29.734084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:29.734129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:29.734158] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:29.737768] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: DOWN (p=44.79%)
[2026-02-13T20:20:29.738070] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2026-02-13T20:20:29.738209] [INFO ] [sig       ] DMLP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:29.883360] [INFO ] [LOCAL     ] Saved forecast: DMLP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DMLP.txt
[2026-02-13T20:20:29.883524] [INFO ] [sig       ] [922/3406] Completed DMLP in 0.4s | 2.84 sym/s | Total: 5.4m | ETA: 14.6m
[2026-02-13T20:20:29.883588] [INFO ] [sig       ] [923/3406] Forecasting DMO...
[2026-02-13T20:20:29.883623] [INFO ] [sig       ] Generating forecast for: DMO
[2026-02-13T20:20:29.883656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2026-02-13T20:20:29.899083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2026-02-13T20:20:29.899627] [INFO ] [FORECASTER] Starting predict_future for DMO
[2026-02-13T20:20:29.900713] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2026-02-13T20:20:29.900780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:29.900822] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:29.900856] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:29.900936] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:29.970492] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:29.971520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:29.971633] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:29.971669] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:30.099183] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:30.099360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:30.099400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:30.099428] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:30.103474] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: UP (p=55.85%)
[2026-02-13T20:20:30.103826] [INFO ] [FORECASTER] Completed predict_future for DMO
[2026-02-13T20:20:30.103975] [INFO ] [sig       ] DMO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:30.254366] [INFO ] [LOCAL     ] Saved forecast: DMO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DMO.txt
[2026-02-13T20:20:30.254531] [INFO ] [sig       ] [923/3406] Completed DMO in 0.4s | 2.84 sym/s | Total: 5.4m | ETA: 14.6m
[2026-02-13T20:20:30.254591] [INFO ] [sig       ] [924/3406] Forecasting DMRC...
[2026-02-13T20:20:30.254624] [INFO ] [sig       ] Generating forecast for: DMRC
[2026-02-13T20:20:30.254653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2026-02-13T20:20:30.266410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2026-02-13T20:20:30.266859] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2026-02-13T20:20:30.267763] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2026-02-13T20:20:30.267818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:30.267851] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:30.267878] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:30.267934] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:30.326838] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:30.328060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:30.328159] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:30.328192] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:30.461690] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:30.461860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:30.461899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:30.461927] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:30.465949] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: UP (p=97.31%)
[2026-02-13T20:20:30.466306] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2026-02-13T20:20:30.466450] [INFO ] [sig       ] DMRC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:30.640336] [INFO ] [LOCAL     ] Saved forecast: DMRC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DMRC.txt
[2026-02-13T20:20:30.640496] [INFO ] [sig       ] [924/3406] Completed DMRC in 0.4s | 2.83 sym/s | Total: 5.4m | ETA: 14.6m
[2026-02-13T20:20:30.640537] [INFO ] [sig       ] [925/3406] Forecasting DMXF...
[2026-02-13T20:20:30.640566] [INFO ] [sig       ] Generating forecast for: DMXF
[2026-02-13T20:20:30.640632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2026-02-13T20:20:30.652001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2026-02-13T20:20:30.652408] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2026-02-13T20:20:30.653238] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2026-02-13T20:20:30.653291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:30.653324] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:30.653351] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:30.653423] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:30.711222] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:30.712113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:30.712220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:30.712254] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:30.838995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:30.839158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:30.839201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:30.839231] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:30.842996] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: UP (p=91.80%)
[2026-02-13T20:20:30.843309] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2026-02-13T20:20:30.843448] [INFO ] [sig       ] DMXF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:31.008891] [INFO ] [LOCAL     ] Saved forecast: DMXF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DMXF.txt
[2026-02-13T20:20:31.009089] [INFO ] [sig       ] [925/3406] Completed DMXF in 0.4s | 2.83 sym/s | Total: 5.4m | ETA: 14.6m
[2026-02-13T20:20:31.009148] [INFO ] [sig       ] [926/3406] Forecasting DNA...
[2026-02-13T20:20:31.009186] [INFO ] [sig       ] Generating forecast for: DNA
[2026-02-13T20:20:31.009224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2026-02-13T20:20:31.021554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2026-02-13T20:20:31.021946] [INFO ] [FORECASTER] Starting predict_future for DNA
[2026-02-13T20:20:31.022981] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2026-02-13T20:20:31.023035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:31.023068] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:31.023096] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:31.023152] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:31.083477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:31.084368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:31.084460] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:31.084494] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:31.215141] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:31.215302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:31.215344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:31.215376] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:31.218993] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: UP (p=73.71%)
[2026-02-13T20:20:31.219319] [INFO ] [FORECASTER] Completed predict_future for DNA
[2026-02-13T20:20:31.219471] [INFO ] [sig       ] DNA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:31.366126] [INFO ] [LOCAL     ] Saved forecast: DNA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DNA.txt
[2026-02-13T20:20:31.366271] [INFO ] [sig       ] [926/3406] Completed DNA in 0.4s | 2.83 sym/s | Total: 5.4m | ETA: 14.6m
[2026-02-13T20:20:31.366311] [INFO ] [sig       ] [927/3406] Forecasting DNLI...
[2026-02-13T20:20:31.366339] [INFO ] [sig       ] Generating forecast for: DNLI
[2026-02-13T20:20:31.366368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2026-02-13T20:20:31.377778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2026-02-13T20:20:31.378107] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2026-02-13T20:20:31.378923] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2026-02-13T20:20:31.378989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:31.379021] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:31.379049] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:31.379106] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:31.435290] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:31.435956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:31.436075] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:31.436115] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:31.559790] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:31.559962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:31.560003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:31.560033] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:31.563695] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: UP (p=99.72%)
[2026-02-13T20:20:31.564067] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2026-02-13T20:20:31.564220] [INFO ] [sig       ] DNLI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:31.716409] [INFO ] [LOCAL     ] Saved forecast: DNLI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DNLI.txt
[2026-02-13T20:20:31.716587] [INFO ] [sig       ] [927/3406] Completed DNLI in 0.4s | 2.83 sym/s | Total: 5.5m | ETA: 14.6m
[2026-02-13T20:20:31.716630] [INFO ] [sig       ] [928/3406] Forecasting DNP...
[2026-02-13T20:20:31.716661] [INFO ] [sig       ] Generating forecast for: DNP
[2026-02-13T20:20:31.716691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2026-02-13T20:20:31.727890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2026-02-13T20:20:31.728304] [INFO ] [FORECASTER] Starting predict_future for DNP
[2026-02-13T20:20:31.729135] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2026-02-13T20:20:31.729188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:31.729221] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:31.729248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:31.729305] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:31.787004] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:31.787907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:31.787995] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:31.788028] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:31.915203] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:31.915363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:31.915403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:31.915432] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:31.918942] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2026-02-13T20:20:31.919239] [INFO ] [FORECASTER] Completed predict_future for DNP
[2026-02-13T20:20:31.919564] [INFO ] [sig       ] DNP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:32.066521] [INFO ] [LOCAL     ] Saved forecast: DNP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DNP.txt
[2026-02-13T20:20:32.066700] [INFO ] [sig       ] [928/3406] Completed DNP in 0.4s | 2.83 sym/s | Total: 5.5m | ETA: 14.6m
[2026-02-13T20:20:32.066743] [INFO ] [sig       ] [929/3406] Forecasting DNTH...
[2026-02-13T20:20:32.066772] [INFO ] [sig       ] Generating forecast for: DNTH
[2026-02-13T20:20:32.066802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2026-02-13T20:20:32.078143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNTH'.
[2026-02-13T20:20:32.078544] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2026-02-13T20:20:32.079368] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2026-02-13T20:20:32.079421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:32.079452] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:32.079479] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:32.079534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:32.139613] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:32.140504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:32.140613] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:32.140651] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:32.270978] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:32.271180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:32.271228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:32.271259] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:32.275302] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=4.59%)
[2026-02-13T20:20:32.275637] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2026-02-13T20:20:32.275809] [INFO ] [sig       ] DNTH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:32.436968] [INFO ] [LOCAL     ] Saved forecast: DNTH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DNTH.txt
[2026-02-13T20:20:32.437179] [INFO ] [sig       ] [929/3406] Completed DNTH in 0.4s | 2.83 sym/s | Total: 5.5m | ETA: 14.6m
[2026-02-13T20:20:32.437246] [INFO ] [sig       ] [930/3406] Forecasting DOCN...
[2026-02-13T20:20:32.437282] [INFO ] [sig       ] Generating forecast for: DOCN
[2026-02-13T20:20:32.437314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2026-02-13T20:20:32.453401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2026-02-13T20:20:32.453829] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2026-02-13T20:20:32.454814] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2026-02-13T20:20:32.454869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:32.454902] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:32.454929] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:32.454986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:32.513334] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:32.514296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:32.514415] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:32.514452] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:32.642369] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:32.642528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:32.642587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:32.642648] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:32.646265] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=44.79%)
[2026-02-13T20:20:32.646594] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2026-02-13T20:20:32.646752] [INFO ] [sig       ] DOCN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:32.790982] [INFO ] [LOCAL     ] Saved forecast: DOCN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DOCN.txt
[2026-02-13T20:20:32.791215] [INFO ] [sig       ] [930/3406] Completed DOCN in 0.4s | 2.83 sym/s | Total: 5.5m | ETA: 14.6m
[2026-02-13T20:20:32.791260] [INFO ] [sig       ] [931/3406] Forecasting DOCS...
[2026-02-13T20:20:32.791291] [INFO ] [sig       ] Generating forecast for: DOCS
[2026-02-13T20:20:32.791326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2026-02-13T20:20:32.802907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2026-02-13T20:20:32.803327] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2026-02-13T20:20:32.804192] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2026-02-13T20:20:32.804250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:32.804283] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:32.804310] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:32.804368] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:32.865432] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:32.866327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:32.866414] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:32.866446] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:32.992293] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:32.992468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:32.992508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:32.992535] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:32.996094] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=20.80%)
[2026-02-13T20:20:32.996407] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2026-02-13T20:20:32.996545] [INFO ] [sig       ] DOCS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:33.138641] [INFO ] [LOCAL     ] Saved forecast: DOCS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DOCS.txt
[2026-02-13T20:20:33.138803] [INFO ] [sig       ] [931/3406] Completed DOCS in 0.3s | 2.83 sym/s | Total: 5.5m | ETA: 14.6m
[2026-02-13T20:20:33.138847] [INFO ] [sig       ] [932/3406] Forecasting DOGZ...
[2026-02-13T20:20:33.138877] [INFO ] [sig       ] Generating forecast for: DOGZ
[2026-02-13T20:20:33.138909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2026-02-13T20:20:33.150729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2026-02-13T20:20:33.151138] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2026-02-13T20:20:33.151994] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2026-02-13T20:20:33.152052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:33.152096] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:33.152136] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:33.152224] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:33.214753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:33.215673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:33.215760] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:33.215794] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:33.347199] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:33.347382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:33.347423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:33.347452] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:33.351821] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=65.20%)
[2026-02-13T20:20:33.352265] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2026-02-13T20:20:33.352424] [INFO ] [sig       ] DOGZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:33.509309] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DOGZ.txt
[2026-02-13T20:20:33.509445] [INFO ] [sig       ] [932/3406] Completed DOGZ in 0.4s | 2.83 sym/s | Total: 5.5m | ETA: 14.5m
[2026-02-13T20:20:33.509485] [INFO ] [sig       ] [933/3406] Forecasting DOLE...
[2026-02-13T20:20:33.509515] [INFO ] [sig       ] Generating forecast for: DOLE
[2026-02-13T20:20:33.509545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2026-02-13T20:20:33.521050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2026-02-13T20:20:33.521419] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2026-02-13T20:20:33.522281] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2026-02-13T20:20:33.522336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:33.522371] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:33.522398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:33.522456] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:33.580759] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:33.581474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:33.581556] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:33.581607] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:33.699547] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:33.699717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:33.699768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:33.699799] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:33.703339] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: UP (p=58.70%)
[2026-02-13T20:20:33.703656] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2026-02-13T20:20:33.703792] [INFO ] [sig       ] DOLE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:33.846931] [INFO ] [LOCAL     ] Saved forecast: DOLE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DOLE.txt
[2026-02-13T20:20:33.847128] [INFO ] [sig       ] [933/3406] Completed DOLE in 0.3s | 2.83 sym/s | Total: 5.5m | ETA: 14.5m
[2026-02-13T20:20:33.847186] [INFO ] [sig       ] [934/3406] Forecasting DOMO...
[2026-02-13T20:20:33.847219] [INFO ] [sig       ] Generating forecast for: DOMO
[2026-02-13T20:20:33.847250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2026-02-13T20:20:33.858849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2026-02-13T20:20:33.859197] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2026-02-13T20:20:33.860029] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2026-02-13T20:20:33.860083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:33.860145] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:33.860175] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:33.860233] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:33.935888] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:33.936987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:33.937070] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:33.937103] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:34.065808] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:34.065983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:34.066025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:34.066053] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:34.069680] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: UP (p=97.03%)
[2026-02-13T20:20:34.069970] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2026-02-13T20:20:34.070099] [INFO ] [sig       ] DOMO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:34.218199] [INFO ] [LOCAL     ] Saved forecast: DOMO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DOMO.txt
[2026-02-13T20:20:34.218358] [INFO ] [sig       ] [934/3406] Completed DOMO in 0.4s | 2.83 sym/s | Total: 5.5m | ETA: 14.5m
[2026-02-13T20:20:34.218416] [INFO ] [sig       ] [935/3406] Forecasting DORM...
[2026-02-13T20:20:34.218450] [INFO ] [sig       ] Generating forecast for: DORM
[2026-02-13T20:20:34.218690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2026-02-13T20:20:34.229811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2026-02-13T20:20:34.230196] [INFO ] [FORECASTER] Starting predict_future for DORM
[2026-02-13T20:20:34.231024] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2026-02-13T20:20:34.231077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:34.231110] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:34.231137] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:34.231198] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:34.289216] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:34.290127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:34.290214] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:34.290249] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:34.414461] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:34.414633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:34.414679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:34.414710] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:34.418283] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=51.46%)
[2026-02-13T20:20:34.418798] [INFO ] [FORECASTER] Completed predict_future for DORM
[2026-02-13T20:20:34.418929] [INFO ] [sig       ] DORM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:34.561904] [INFO ] [LOCAL     ] Saved forecast: DORM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DORM.txt
[2026-02-13T20:20:34.562030] [INFO ] [sig       ] [935/3406] Completed DORM in 0.3s | 2.83 sym/s | Total: 5.5m | ETA: 14.5m
[2026-02-13T20:20:34.562068] [INFO ] [sig       ] [936/3406] Forecasting DOUG...
[2026-02-13T20:20:34.562099] [INFO ] [sig       ] Generating forecast for: DOUG
[2026-02-13T20:20:34.562130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2026-02-13T20:20:34.573794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2026-02-13T20:20:34.574093] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2026-02-13T20:20:34.574889] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2026-02-13T20:20:34.574942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:34.574976] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:34.575006] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:34.575082] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:34.634070] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:34.634785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:34.634865] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:34.634898] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:34.753069] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:34.753230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:34.753270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:34.753298] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:34.756836] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: UP (p=75.75%)
[2026-02-13T20:20:34.757126] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2026-02-13T20:20:34.757259] [INFO ] [sig       ] DOUG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:34.910142] [INFO ] [LOCAL     ] Saved forecast: DOUG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DOUG.txt
[2026-02-13T20:20:34.910302] [INFO ] [sig       ] [936/3406] Completed DOUG in 0.3s | 2.83 sym/s | Total: 5.5m | ETA: 14.5m
[2026-02-13T20:20:34.910343] [INFO ] [sig       ] [937/3406] Forecasting DOX...
[2026-02-13T20:20:34.910373] [INFO ] [sig       ] Generating forecast for: DOX
[2026-02-13T20:20:34.910404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2026-02-13T20:20:34.922199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOX'.
[2026-02-13T20:20:34.922644] [INFO ] [FORECASTER] Starting predict_future for DOX
[2026-02-13T20:20:34.923487] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2026-02-13T20:20:34.923546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:34.923605] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:34.923635] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:34.923694] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:34.981400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:34.982304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:34.982392] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:34.982425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:35.101830] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:35.101986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:35.102025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:35.102088] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:35.105485] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=73.64%)
[2026-02-13T20:20:35.105813] [INFO ] [FORECASTER] Completed predict_future for DOX
[2026-02-13T20:20:35.105955] [INFO ] [sig       ] DOX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:35.245526] [INFO ] [LOCAL     ] Saved forecast: DOX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DOX.txt
[2026-02-13T20:20:35.245675] [INFO ] [sig       ] [937/3406] Completed DOX in 0.3s | 2.83 sym/s | Total: 5.5m | ETA: 14.5m
[2026-02-13T20:20:35.245715] [INFO ] [sig       ] [938/3406] Forecasting DPG...
[2026-02-13T20:20:35.245745] [INFO ] [sig       ] Generating forecast for: DPG
[2026-02-13T20:20:35.245775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2026-02-13T20:20:35.257193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2026-02-13T20:20:35.257515] [INFO ] [FORECASTER] Starting predict_future for DPG
[2026-02-13T20:20:35.258336] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2026-02-13T20:20:35.258388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:35.258435] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:35.258462] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:35.258519] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:35.319823] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:35.320821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:35.320926] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:35.320963] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:35.440665] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:35.440825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:35.440865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:35.440892] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:35.444390] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: DOWN (p=14.30%)
[2026-02-13T20:20:35.444706] [INFO ] [FORECASTER] Completed predict_future for DPG
[2026-02-13T20:20:35.444839] [INFO ] [sig       ] DPG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:35.586198] [INFO ] [LOCAL     ] Saved forecast: DPG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DPG.txt
[2026-02-13T20:20:35.586357] [INFO ] [sig       ] [938/3406] Completed DPG in 0.3s | 2.83 sym/s | Total: 5.5m | ETA: 14.5m
[2026-02-13T20:20:35.586395] [INFO ] [sig       ] [939/3406] Forecasting DPRO...
[2026-02-13T20:20:35.586425] [INFO ] [sig       ] Generating forecast for: DPRO
[2026-02-13T20:20:35.586454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2026-02-13T20:20:35.597870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPRO'.
[2026-02-13T20:20:35.598209] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2026-02-13T20:20:35.599007] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2026-02-13T20:20:35.599058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:35.599089] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:35.599116] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:35.599173] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:35.656204] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:35.657065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:35.657148] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:35.657181] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:35.774186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:35.774361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:35.774405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:35.774434] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:35.778080] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=83.31%)
[2026-02-13T20:20:35.778365] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2026-02-13T20:20:35.778496] [INFO ] [sig       ] DPRO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:35.919934] [INFO ] [LOCAL     ] Saved forecast: DPRO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DPRO.txt
[2026-02-13T20:20:35.920079] [INFO ] [sig       ] [939/3406] Completed DPRO in 0.3s | 2.84 sym/s | Total: 5.5m | ETA: 14.5m
[2026-02-13T20:20:35.920133] [INFO ] [sig       ] [940/3406] Forecasting DPZ...
[2026-02-13T20:20:35.920165] [INFO ] [sig       ] Generating forecast for: DPZ
[2026-02-13T20:20:35.920197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2026-02-13T20:20:35.931468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2026-02-13T20:20:35.931874] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2026-02-13T20:20:35.932689] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2026-02-13T20:20:35.932742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:35.932774] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:35.932803] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:35.932861] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:35.993746] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:35.994673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:35.994762] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:35.994797] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:36.120379] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:36.120773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:36.120816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:36.120843] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:36.124494] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: UP (p=70.07%)
[2026-02-13T20:20:36.124791] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2026-02-13T20:20:36.124920] [INFO ] [sig       ] DPZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:36.272147] [INFO ] [LOCAL     ] Saved forecast: DPZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DPZ.txt
[2026-02-13T20:20:36.272318] [INFO ] [sig       ] [940/3406] Completed DPZ in 0.4s | 2.84 sym/s | Total: 5.5m | ETA: 14.5m
[2026-02-13T20:20:36.272365] [INFO ] [sig       ] [941/3406] Forecasting DQ...
[2026-02-13T20:20:36.272401] [INFO ] [sig       ] Generating forecast for: DQ
[2026-02-13T20:20:36.272431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2026-02-13T20:20:36.284320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2026-02-13T20:20:36.284702] [INFO ] [FORECASTER] Starting predict_future for DQ
[2026-02-13T20:20:36.285501] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2026-02-13T20:20:36.285555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:36.285617] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:36.285649] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:36.285707] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:36.343001] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:36.343929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:36.344021] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:36.344055] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:36.472504] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:36.472683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:36.472724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:36.472753] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:36.476869] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=66.31%)
[2026-02-13T20:20:36.477167] [INFO ] [FORECASTER] Completed predict_future for DQ
[2026-02-13T20:20:36.477304] [INFO ] [sig       ] DQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:36.635419] [INFO ] [LOCAL     ] Saved forecast: DQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DQ.txt
[2026-02-13T20:20:36.635670] [INFO ] [sig       ] [941/3406] Completed DQ in 0.4s | 2.83 sym/s | Total: 5.5m | ETA: 14.5m
[2026-02-13T20:20:36.635728] [INFO ] [sig       ] [942/3406] Forecasting DRD...
[2026-02-13T20:20:36.635773] [INFO ] [sig       ] Generating forecast for: DRD
[2026-02-13T20:20:36.635813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2026-02-13T20:20:36.650380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRD'.
[2026-02-13T20:20:36.651045] [INFO ] [FORECASTER] Starting predict_future for DRD
[2026-02-13T20:20:36.652031] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2026-02-13T20:20:36.652091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:36.652129] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:36.652160] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:36.652240] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:36.723925] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:36.724859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:36.724945] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:36.724978] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:36.853696] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:36.853855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:36.853897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:36.853927] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:36.857897] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2026-02-13T20:20:36.858190] [INFO ] [FORECASTER] Completed predict_future for DRD
[2026-02-13T20:20:36.858347] [INFO ] [sig       ] DRD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:37.006686] [INFO ] [LOCAL     ] Saved forecast: DRD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DRD.txt
[2026-02-13T20:20:37.006844] [INFO ] [sig       ] [942/3406] Completed DRD in 0.4s | 2.83 sym/s | Total: 5.5m | ETA: 14.5m
[2026-02-13T20:20:37.006884] [INFO ] [sig       ] [943/3406] Forecasting DRH...
[2026-02-13T20:20:37.006914] [INFO ] [sig       ] Generating forecast for: DRH
[2026-02-13T20:20:37.006944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2026-02-13T20:20:37.017375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2026-02-13T20:20:37.017930] [INFO ] [FORECASTER] Starting predict_future for DRH
[2026-02-13T20:20:37.018914] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2026-02-13T20:20:37.018965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:37.018996] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:37.019022] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:37.019078] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:37.078971] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:37.079660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:37.079739] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:37.079771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:37.203089] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:37.203229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:37.203273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:37.203300] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:37.206698] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=47.86%)
[2026-02-13T20:20:37.207009] [INFO ] [FORECASTER] Completed predict_future for DRH
[2026-02-13T20:20:37.207155] [INFO ] [sig       ] DRH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:37.348708] [INFO ] [LOCAL     ] Saved forecast: DRH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DRH.txt
[2026-02-13T20:20:37.348824] [INFO ] [sig       ] [943/3406] Completed DRH in 0.3s | 2.83 sym/s | Total: 5.5m | ETA: 14.5m
[2026-02-13T20:20:37.348862] [INFO ] [sig       ] [944/3406] Forecasting DRI...
[2026-02-13T20:20:37.348891] [INFO ] [sig       ] Generating forecast for: DRI
[2026-02-13T20:20:37.348919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2026-02-13T20:20:37.360407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2026-02-13T20:20:37.360747] [INFO ] [FORECASTER] Starting predict_future for DRI
[2026-02-13T20:20:37.361522] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2026-02-13T20:20:37.361590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:37.361625] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:37.361653] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:37.361710] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:37.417686] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:37.418335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:37.418442] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:37.418527] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:37.546733] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:37.546900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:37.546939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:37.546969] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:37.550520] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=44.52%)
[2026-02-13T20:20:37.550824] [INFO ] [FORECASTER] Completed predict_future for DRI
[2026-02-13T20:20:37.550953] [INFO ] [sig       ] DRI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:37.693956] [INFO ] [LOCAL     ] Saved forecast: DRI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DRI.txt
[2026-02-13T20:20:37.694116] [INFO ] [sig       ] [944/3406] Completed DRI in 0.3s | 2.83 sym/s | Total: 5.5m | ETA: 14.5m
[2026-02-13T20:20:37.694156] [INFO ] [sig       ] [945/3406] Forecasting DRIO...
[2026-02-13T20:20:37.694187] [INFO ] [sig       ] Generating forecast for: DRIO
[2026-02-13T20:20:37.694217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2026-02-13T20:20:37.705690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2026-02-13T20:20:37.706149] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2026-02-13T20:20:37.707043] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2026-02-13T20:20:37.707098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:37.707129] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:37.707155] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:37.707213] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:37.769849] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:37.770784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:37.770870] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:37.770905] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:37.887360] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:37.887513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:37.887552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:37.887675] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:37.891183] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: DOWN (p=18.61%)
[2026-02-13T20:20:37.891473] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2026-02-13T20:20:37.891621] [INFO ] [sig       ] DRIO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:38.036887] [INFO ] [LOCAL     ] Saved forecast: DRIO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DRIO.txt
[2026-02-13T20:20:38.037048] [INFO ] [sig       ] [945/3406] Completed DRIO in 0.3s | 2.84 sym/s | Total: 5.6m | ETA: 14.5m
[2026-02-13T20:20:38.037088] [INFO ] [sig       ] [946/3406] Forecasting DRLL...
[2026-02-13T20:20:38.037118] [INFO ] [sig       ] Generating forecast for: DRLL
[2026-02-13T20:20:38.037148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2026-02-13T20:20:38.048336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRLL'.
[2026-02-13T20:20:38.048735] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2026-02-13T20:20:38.049536] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2026-02-13T20:20:38.049799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:38.049834] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:38.049860] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:38.049915] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:38.112397] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:38.113786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:38.113875] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:38.113910] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:38.243473] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:38.243651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:38.243692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:38.243720] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:38.247117] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=69.86%)
[2026-02-13T20:20:38.247402] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2026-02-13T20:20:38.247533] [INFO ] [sig       ] DRLL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:38.393159] [INFO ] [LOCAL     ] Saved forecast: DRLL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DRLL.txt
[2026-02-13T20:20:38.393340] [INFO ] [sig       ] [946/3406] Completed DRLL in 0.4s | 2.84 sym/s | Total: 5.6m | ETA: 14.5m
[2026-02-13T20:20:38.393381] [INFO ] [sig       ] [947/3406] Forecasting DRMA...
[2026-02-13T20:20:38.393411] [INFO ] [sig       ] Generating forecast for: DRMA
[2026-02-13T20:20:38.393440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2026-02-13T20:20:38.405787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2026-02-13T20:20:38.406254] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2026-02-13T20:20:38.407257] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2026-02-13T20:20:38.407319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:38.407352] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:38.407380] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:38.407443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:38.468598] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:38.469758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:38.469868] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:38.469942] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:38.633451] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:38.633665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:38.633729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:38.633776] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:38.638485] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: DOWN (p=12.33%)
[2026-02-13T20:20:38.638961] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2026-02-13T20:20:38.639162] [INFO ] [sig       ] DRMA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:38.824697] [INFO ] [LOCAL     ] Saved forecast: DRMA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DRMA.txt
[2026-02-13T20:20:38.824957] [INFO ] [sig       ] [947/3406] Completed DRMA in 0.4s | 2.83 sym/s | Total: 5.6m | ETA: 14.5m
[2026-02-13T20:20:38.825019] [INFO ] [sig       ] [948/3406] Forecasting DRS...
[2026-02-13T20:20:38.825067] [INFO ] [sig       ] Generating forecast for: DRS
[2026-02-13T20:20:38.825111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2026-02-13T20:20:38.838703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2026-02-13T20:20:38.839153] [INFO ] [FORECASTER] Starting predict_future for DRS
[2026-02-13T20:20:38.840072] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2026-02-13T20:20:38.840128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:38.840162] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:38.840190] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:38.840247] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:38.913533] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:38.914888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:38.915012] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:38.915070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:39.084773] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:39.084983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:39.085045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:39.085092] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:39.090861] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: DOWN (p=16.52%)
[2026-02-13T20:20:39.091409] [INFO ] [FORECASTER] Completed predict_future for DRS
[2026-02-13T20:20:39.091655] [INFO ] [sig       ] DRS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:39.299242] [INFO ] [LOCAL     ] Saved forecast: DRS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DRS.txt
[2026-02-13T20:20:39.299470] [INFO ] [sig       ] [948/3406] Completed DRS in 0.5s | 2.83 sym/s | Total: 5.6m | ETA: 14.5m
[2026-02-13T20:20:39.299531] [INFO ] [sig       ] [949/3406] Forecasting DRTS...
[2026-02-13T20:20:39.299600] [INFO ] [sig       ] Generating forecast for: DRTS
[2026-02-13T20:20:39.299653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2026-02-13T20:20:39.318757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2026-02-13T20:20:39.320536] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2026-02-13T20:20:39.321863] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2026-02-13T20:20:39.321944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:39.321981] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:39.322014] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:39.322130] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:39.432602] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:39.433928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:39.434057] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:39.434112] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:39.597427] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:39.597669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:39.597717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:39.597747] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:39.602216] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: DOWN (p=5.88%)
[2026-02-13T20:20:39.602772] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2026-02-13T20:20:39.602987] [INFO ] [sig       ] DRTS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:39.782497] [INFO ] [LOCAL     ] Saved forecast: DRTS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DRTS.txt
[2026-02-13T20:20:39.782688] [INFO ] [sig       ] [949/3406] Completed DRTS in 0.5s | 2.83 sym/s | Total: 5.6m | ETA: 14.5m
[2026-02-13T20:20:39.782730] [INFO ] [sig       ] [950/3406] Forecasting DRUG...
[2026-02-13T20:20:39.782761] [INFO ] [sig       ] Generating forecast for: DRUG
[2026-02-13T20:20:39.782790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2026-02-13T20:20:39.796714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2026-02-13T20:20:39.797197] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2026-02-13T20:20:39.798406] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2026-02-13T20:20:39.798473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:39.798517] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:39.798555] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:39.798664] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:39.877198] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:39.878348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:39.878443] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:39.878477] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:40.011550] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:40.011743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:40.011785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:40.011815] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:40.015526] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=9.35%)
[2026-02-13T20:20:40.015867] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2026-02-13T20:20:40.016013] [INFO ] [sig       ] DRUG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:40.161641] [INFO ] [LOCAL     ] Saved forecast: DRUG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DRUG.txt
[2026-02-13T20:20:40.161783] [INFO ] [sig       ] [950/3406] Completed DRUG in 0.4s | 2.83 sym/s | Total: 5.6m | ETA: 14.5m
[2026-02-13T20:20:40.161823] [INFO ] [sig       ] [951/3406] Forecasting DRVN...
[2026-02-13T20:20:40.161851] [INFO ] [sig       ] Generating forecast for: DRVN
[2026-02-13T20:20:40.161880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2026-02-13T20:20:40.173694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2026-02-13T20:20:40.174063] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2026-02-13T20:20:40.175098] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2026-02-13T20:20:40.175149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:40.175209] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:40.175237] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:40.175293] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:40.233317] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:40.234096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:40.234180] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:40.234214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:40.357761] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:40.357898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:40.357938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:40.357967] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:40.361411] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: DOWN (p=4.83%)
[2026-02-13T20:20:40.361710] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2026-02-13T20:20:40.361849] [INFO ] [sig       ] DRVN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:40.506589] [INFO ] [LOCAL     ] Saved forecast: DRVN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DRVN.txt
[2026-02-13T20:20:40.506757] [INFO ] [sig       ] [951/3406] Completed DRVN in 0.3s | 2.83 sym/s | Total: 5.6m | ETA: 14.4m
[2026-02-13T20:20:40.506798] [INFO ] [sig       ] [952/3406] Forecasting DSGX...
[2026-02-13T20:20:40.506829] [INFO ] [sig       ] Generating forecast for: DSGX
[2026-02-13T20:20:40.506859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2026-02-13T20:20:40.519244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2026-02-13T20:20:40.519690] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2026-02-13T20:20:40.520544] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2026-02-13T20:20:40.520626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:40.520662] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:40.520691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:40.520755] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:40.595106] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:40.596003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:40.596089] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:40.596121] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:40.722500] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:40.722679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:40.722721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:40.722751] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:40.726325] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: DOWN (p=5.89%)
[2026-02-13T20:20:40.726828] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2026-02-13T20:20:40.726968] [INFO ] [sig       ] DSGX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:40.880174] [INFO ] [LOCAL     ] Saved forecast: DSGX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DSGX.txt
[2026-02-13T20:20:40.880332] [INFO ] [sig       ] [952/3406] Completed DSGX in 0.4s | 2.83 sym/s | Total: 5.6m | ETA: 14.4m
[2026-02-13T20:20:40.880377] [INFO ] [sig       ] [953/3406] Forecasting DSL...
[2026-02-13T20:20:40.880407] [INFO ] [sig       ] Generating forecast for: DSL
[2026-02-13T20:20:40.880450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2026-02-13T20:20:40.891986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2026-02-13T20:20:40.892356] [INFO ] [FORECASTER] Starting predict_future for DSL
[2026-02-13T20:20:40.893180] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2026-02-13T20:20:40.893234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:40.893267] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:40.893295] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:40.893351] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:40.950266] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:40.950987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:40.951067] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:40.951099] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:41.072977] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:41.073136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:41.073176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:41.073205] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:41.077000] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: UP (p=71.86%)
[2026-02-13T20:20:41.077294] [INFO ] [FORECASTER] Completed predict_future for DSL
[2026-02-13T20:20:41.077428] [INFO ] [sig       ] DSL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:41.217932] [INFO ] [LOCAL     ] Saved forecast: DSL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DSL.txt
[2026-02-13T20:20:41.218089] [INFO ] [sig       ] [953/3406] Completed DSL in 0.3s | 2.83 sym/s | Total: 5.6m | ETA: 14.4m
[2026-02-13T20:20:41.218129] [INFO ] [sig       ] [954/3406] Forecasting DSM...
[2026-02-13T20:20:41.218160] [INFO ] [sig       ] Generating forecast for: DSM
[2026-02-13T20:20:41.218192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2026-02-13T20:20:41.229461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2026-02-13T20:20:41.229858] [INFO ] [FORECASTER] Starting predict_future for DSM
[2026-02-13T20:20:41.230713] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2026-02-13T20:20:41.230767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:41.230801] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:41.230828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:41.230886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:41.289268] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:41.290142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:41.290231] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:41.290265] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:41.422204] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:41.422378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:41.422421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:41.422499] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:41.426214] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: UP (p=52.71%)
[2026-02-13T20:20:41.426521] [INFO ] [FORECASTER] Completed predict_future for DSM
[2026-02-13T20:20:41.426680] [INFO ] [sig       ] DSM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:41.568135] [INFO ] [LOCAL     ] Saved forecast: DSM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DSM.txt
[2026-02-13T20:20:41.568297] [INFO ] [sig       ] [954/3406] Completed DSM in 0.4s | 2.83 sym/s | Total: 5.6m | ETA: 14.4m
[2026-02-13T20:20:41.568348] [INFO ] [sig       ] [955/3406] Forecasting DSP...
[2026-02-13T20:20:41.568384] [INFO ] [sig       ] Generating forecast for: DSP
[2026-02-13T20:20:41.568421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2026-02-13T20:20:41.579794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2026-02-13T20:20:41.580104] [INFO ] [FORECASTER] Starting predict_future for DSP
[2026-02-13T20:20:41.580905] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2026-02-13T20:20:41.580958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:41.580990] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:41.581017] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:41.581073] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:41.637832] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:41.638552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:41.638653] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:41.638688] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:41.765681] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:41.765838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:41.765878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:41.765907] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:41.769318] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: DOWN (p=36.68%)
[2026-02-13T20:20:41.769612] [INFO ] [FORECASTER] Completed predict_future for DSP
[2026-02-13T20:20:41.769741] [INFO ] [sig       ] DSP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:41.913506] [INFO ] [LOCAL     ] Saved forecast: DSP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DSP.txt
[2026-02-13T20:20:41.913691] [INFO ] [sig       ] [955/3406] Completed DSP in 0.3s | 2.83 sym/s | Total: 5.6m | ETA: 14.4m
[2026-02-13T20:20:41.913732] [INFO ] [sig       ] [956/3406] Forecasting DSX...
[2026-02-13T20:20:41.913764] [INFO ] [sig       ] Generating forecast for: DSX
[2026-02-13T20:20:41.913794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2026-02-13T20:20:41.925248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSX'.
[2026-02-13T20:20:41.925684] [INFO ] [FORECASTER] Starting predict_future for DSX
[2026-02-13T20:20:41.926479] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2026-02-13T20:20:41.926532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:41.926562] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:41.926616] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:41.926675] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:41.985213] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:41.986117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:41.986205] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:41.986237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:42.107551] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:42.107754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:42.107794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:42.107822] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:42.111623] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=73.30%)
[2026-02-13T20:20:42.111967] [INFO ] [FORECASTER] Completed predict_future for DSX
[2026-02-13T20:20:42.112109] [INFO ] [sig       ] DSX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:42.258211] [INFO ] [LOCAL     ] Saved forecast: DSX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DSX.txt
[2026-02-13T20:20:42.258379] [INFO ] [sig       ] [956/3406] Completed DSX in 0.3s | 2.83 sym/s | Total: 5.6m | ETA: 14.4m
[2026-02-13T20:20:42.258430] [INFO ] [sig       ] [957/3406] Forecasting DTB...
[2026-02-13T20:20:42.258466] [INFO ] [sig       ] Generating forecast for: DTB
[2026-02-13T20:20:42.258505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2026-02-13T20:20:42.270038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2026-02-13T20:20:42.270465] [INFO ] [FORECASTER] Starting predict_future for DTB
[2026-02-13T20:20:42.271307] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2026-02-13T20:20:42.271363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:42.271395] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:42.271422] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:42.271480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:42.335424] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:42.336367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:42.336462] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:42.336500] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:42.466271] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:42.466455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:42.466501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:42.466532] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:42.470403] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=45.08%)
[2026-02-13T20:20:42.470830] [INFO ] [FORECASTER] Completed predict_future for DTB
[2026-02-13T20:20:42.471017] [INFO ] [sig       ] DTB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:42.620527] [INFO ] [LOCAL     ] Saved forecast: DTB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DTB.txt
[2026-02-13T20:20:42.620688] [INFO ] [sig       ] [957/3406] Completed DTB in 0.4s | 2.83 sym/s | Total: 5.6m | ETA: 14.4m
[2026-02-13T20:20:42.620728] [INFO ] [sig       ] [958/3406] Forecasting DTE...
[2026-02-13T20:20:42.620758] [INFO ] [sig       ] Generating forecast for: DTE
[2026-02-13T20:20:42.620788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2026-02-13T20:20:42.633089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTE'.
[2026-02-13T20:20:42.633466] [INFO ] [FORECASTER] Starting predict_future for DTE
[2026-02-13T20:20:42.634384] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2026-02-13T20:20:42.634441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:42.634476] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:42.634512] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:42.634592] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:42.700069] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:42.701149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:42.701241] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:42.701274] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:42.816445] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:42.816647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:42.816689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:42.816718] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:42.820104] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2026-02-13T20:20:42.820384] [INFO ] [FORECASTER] Completed predict_future for DTE
[2026-02-13T20:20:42.820513] [INFO ] [sig       ] DTE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:42.960475] [INFO ] [LOCAL     ] Saved forecast: DTE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DTE.txt
[2026-02-13T20:20:42.960668] [INFO ] [sig       ] [958/3406] Completed DTE in 0.3s | 2.83 sym/s | Total: 5.6m | ETA: 14.4m
[2026-02-13T20:20:42.960710] [INFO ] [sig       ] [959/3406] Forecasting DTG...
[2026-02-13T20:20:42.960741] [INFO ] [sig       ] Generating forecast for: DTG
[2026-02-13T20:20:42.960771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2026-02-13T20:20:42.972367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2026-02-13T20:20:42.972796] [INFO ] [FORECASTER] Starting predict_future for DTG
[2026-02-13T20:20:42.973627] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2026-02-13T20:20:42.973681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:42.973714] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:42.973741] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:42.973799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:43.031243] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:43.032118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:43.032201] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:43.032234] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:43.151692] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:43.151853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:43.151891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:43.151920] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:43.155364] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: DOWN (p=30.39%)
[2026-02-13T20:20:43.155700] [INFO ] [FORECASTER] Completed predict_future for DTG
[2026-02-13T20:20:43.155834] [INFO ] [sig       ] DTG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:43.300672] [INFO ] [LOCAL     ] Saved forecast: DTG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DTG.txt
[2026-02-13T20:20:43.300826] [INFO ] [sig       ] [959/3406] Completed DTG in 0.3s | 2.83 sym/s | Total: 5.6m | ETA: 14.4m
[2026-02-13T20:20:43.300865] [INFO ] [sig       ] [960/3406] Forecasting DTIL...
[2026-02-13T20:20:43.300896] [INFO ] [sig       ] Generating forecast for: DTIL
[2026-02-13T20:20:43.300926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2026-02-13T20:20:43.312012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2026-02-13T20:20:43.312405] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2026-02-13T20:20:43.313433] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2026-02-13T20:20:43.313485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:43.313516] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:43.313543] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:43.313616] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:43.373167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:43.374338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:43.374445] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:43.374478] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:43.493411] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:43.493583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:43.493625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:43.493653] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:43.497087] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=59.12%)
[2026-02-13T20:20:43.497364] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2026-02-13T20:20:43.497496] [INFO ] [sig       ] DTIL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:43.647454] [INFO ] [LOCAL     ] Saved forecast: DTIL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DTIL.txt
[2026-02-13T20:20:43.647660] [INFO ] [sig       ] [960/3406] Completed DTIL in 0.3s | 2.83 sym/s | Total: 5.6m | ETA: 14.4m
[2026-02-13T20:20:43.647705] [INFO ] [sig       ] [961/3406] Forecasting DTM...
[2026-02-13T20:20:43.647738] [INFO ] [sig       ] Generating forecast for: DTM
[2026-02-13T20:20:43.647770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2026-02-13T20:20:43.666724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2026-02-13T20:20:43.667073] [INFO ] [FORECASTER] Starting predict_future for DTM
[2026-02-13T20:20:43.667957] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2026-02-13T20:20:43.668013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:43.668046] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:43.668075] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:43.668132] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:43.726550] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:43.727519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:43.727679] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:43.727717] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:43.851460] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:43.851630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:43.851674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:43.851704] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:43.855140] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: UP (p=97.20%)
[2026-02-13T20:20:43.855431] [INFO ] [FORECASTER] Completed predict_future for DTM
[2026-02-13T20:20:43.855605] [INFO ] [sig       ] DTM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:44.001251] [INFO ] [LOCAL     ] Saved forecast: DTM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DTM.txt
[2026-02-13T20:20:44.001430] [INFO ] [sig       ] [961/3406] Completed DTM in 0.4s | 2.83 sym/s | Total: 5.7m | ETA: 14.4m
[2026-02-13T20:20:44.001484] [INFO ] [sig       ] [962/3406] Forecasting DUK...
[2026-02-13T20:20:44.001522] [INFO ] [sig       ] Generating forecast for: DUK
[2026-02-13T20:20:44.001562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2026-02-13T20:20:44.014139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2026-02-13T20:20:44.014510] [INFO ] [FORECASTER] Starting predict_future for DUK
[2026-02-13T20:20:44.015345] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2026-02-13T20:20:44.015400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:44.015448] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:44.015477] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:44.015536] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:44.074496] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:44.075204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:44.075287] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:44.075323] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:44.196236] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:44.196405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:44.196448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:44.196478] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:44.200031] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=80.18%)
[2026-02-13T20:20:44.200356] [INFO ] [FORECASTER] Completed predict_future for DUK
[2026-02-13T20:20:44.200505] [INFO ] [sig       ] DUK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:44.347239] [INFO ] [LOCAL     ] Saved forecast: DUK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DUK.txt
[2026-02-13T20:20:44.347419] [INFO ] [sig       ] [962/3406] Completed DUK in 0.3s | 2.83 sym/s | Total: 5.7m | ETA: 14.4m
[2026-02-13T20:20:44.347464] [INFO ] [sig       ] [963/3406] Forecasting DUKB...
[2026-02-13T20:20:44.347509] [INFO ] [sig       ] Generating forecast for: DUKB
[2026-02-13T20:20:44.347554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2026-02-13T20:20:44.360333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2026-02-13T20:20:44.360787] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2026-02-13T20:20:44.361634] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2026-02-13T20:20:44.361688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:44.361721] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:44.361748] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:44.361806] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:44.427373] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:44.428491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:44.428598] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:44.428636] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:44.560891] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:44.561051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:44.561093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:44.561125] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:44.564720] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=49.05%)
[2026-02-13T20:20:44.565016] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2026-02-13T20:20:44.565151] [INFO ] [sig       ] DUKB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:44.717977] [INFO ] [LOCAL     ] Saved forecast: DUKB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DUKB.txt
[2026-02-13T20:20:44.718128] [INFO ] [sig       ] [963/3406] Completed DUKB in 0.4s | 2.83 sym/s | Total: 5.7m | ETA: 14.4m
[2026-02-13T20:20:44.718170] [INFO ] [sig       ] [964/3406] Forecasting DUOL...
[2026-02-13T20:20:44.718201] [INFO ] [sig       ] Generating forecast for: DUOL
[2026-02-13T20:20:44.718232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2026-02-13T20:20:44.730347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2026-02-13T20:20:44.730754] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2026-02-13T20:20:44.731611] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2026-02-13T20:20:44.731666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:44.731699] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:44.731727] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:44.731785] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:44.791506] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:44.792361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:44.792450] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:44.792484] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:44.920976] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:44.921138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:44.921180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:44.921210] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:44.924821] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2026-02-13T20:20:44.925120] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2026-02-13T20:20:44.925256] [INFO ] [sig       ] DUOL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:45.070404] [INFO ] [LOCAL     ] Saved forecast: DUOL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DUOL.txt
[2026-02-13T20:20:45.070595] [INFO ] [sig       ] [964/3406] Completed DUOL in 0.4s | 2.83 sym/s | Total: 5.7m | ETA: 14.4m
[2026-02-13T20:20:45.070639] [INFO ] [sig       ] [965/3406] Forecasting DVA...
[2026-02-13T20:20:45.070668] [INFO ] [sig       ] Generating forecast for: DVA
[2026-02-13T20:20:45.070699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2026-02-13T20:20:45.083610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2026-02-13T20:20:45.083967] [INFO ] [FORECASTER] Starting predict_future for DVA
[2026-02-13T20:20:45.084976] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2026-02-13T20:20:45.085037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:45.085085] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:45.085128] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:45.085214] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:45.147224] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:45.148365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:45.148459] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:45.148496] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:45.281638] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:45.281791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:45.281829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:45.281859] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:45.285384] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2026-02-13T20:20:45.285693] [INFO ] [FORECASTER] Completed predict_future for DVA
[2026-02-13T20:20:45.285825] [INFO ] [sig       ] DVA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:45.439103] [INFO ] [LOCAL     ] Saved forecast: DVA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DVA.txt
[2026-02-13T20:20:45.439331] [INFO ] [sig       ] [965/3406] Completed DVA in 0.4s | 2.83 sym/s | Total: 5.7m | ETA: 14.4m
[2026-02-13T20:20:45.439406] [INFO ] [sig       ] [966/3406] Forecasting DVN...
[2026-02-13T20:20:45.439476] [INFO ] [sig       ] Generating forecast for: DVN
[2026-02-13T20:20:45.439524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2026-02-13T20:20:45.451872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2026-02-13T20:20:45.452270] [INFO ] [FORECASTER] Starting predict_future for DVN
[2026-02-13T20:20:45.453207] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2026-02-13T20:20:45.453262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:45.453295] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:45.453325] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:45.453417] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:45.519059] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:45.520101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:45.520223] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:45.520287] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:45.655727] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:45.655889] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:45.655930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:45.655961] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:45.659804] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2026-02-13T20:20:45.660126] [INFO ] [FORECASTER] Completed predict_future for DVN
[2026-02-13T20:20:45.660271] [INFO ] [sig       ] DVN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:45.813149] [INFO ] [LOCAL     ] Saved forecast: DVN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DVN.txt
[2026-02-13T20:20:45.813318] [INFO ] [sig       ] [966/3406] Completed DVN in 0.4s | 2.83 sym/s | Total: 5.7m | ETA: 14.4m
[2026-02-13T20:20:45.813362] [INFO ] [sig       ] [967/3406] Forecasting DWAS...
[2026-02-13T20:20:45.813394] [INFO ] [sig       ] Generating forecast for: DWAS
[2026-02-13T20:20:45.813425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2026-02-13T20:20:45.825985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2026-02-13T20:20:45.826365] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2026-02-13T20:20:45.827185] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2026-02-13T20:20:45.827238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:45.827272] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:45.827299] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:45.827356] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:45.889955] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:45.890871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:45.890963] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:45.890997] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:46.027171] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:46.027330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:46.027372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:46.027402] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:46.030944] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: UP (p=54.41%)
[2026-02-13T20:20:46.031241] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2026-02-13T20:20:46.031377] [INFO ] [sig       ] DWAS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:46.189014] [INFO ] [LOCAL     ] Saved forecast: DWAS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DWAS.txt
[2026-02-13T20:20:46.189183] [INFO ] [sig       ] [967/3406] Completed DWAS in 0.4s | 2.83 sym/s | Total: 5.7m | ETA: 14.4m
[2026-02-13T20:20:46.189224] [INFO ] [sig       ] [968/3406] Forecasting DWSH...
[2026-02-13T20:20:46.189254] [INFO ] [sig       ] Generating forecast for: DWSH
[2026-02-13T20:20:46.189287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2026-02-13T20:20:46.201922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2026-02-13T20:20:46.202335] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2026-02-13T20:20:46.203403] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2026-02-13T20:20:46.203466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:46.203556] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:46.203620] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:46.203691] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:46.266475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:46.267409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:46.267501] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:46.267537] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:46.384348] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:46.384559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:46.384828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:46.384862] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:46.388828] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: DOWN (p=45.28%)
[2026-02-13T20:20:46.389369] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2026-02-13T20:20:46.389540] [INFO ] [sig       ] DWSH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:46.547960] [INFO ] [LOCAL     ] Saved forecast: DWSH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DWSH.txt
[2026-02-13T20:20:46.548159] [INFO ] [sig       ] [968/3406] Completed DWSH in 0.4s | 2.83 sym/s | Total: 5.7m | ETA: 14.3m
[2026-02-13T20:20:46.548229] [INFO ] [sig       ] [969/3406] Forecasting DX...
[2026-02-13T20:20:46.548265] [INFO ] [sig       ] Generating forecast for: DX
[2026-02-13T20:20:46.548298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2026-02-13T20:20:46.561247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DX'.
[2026-02-13T20:20:46.561738] [INFO ] [FORECASTER] Starting predict_future for DX
[2026-02-13T20:20:46.562648] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2026-02-13T20:20:46.562704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:46.562737] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:46.562765] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:46.562825] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:46.626325] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:46.627323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:46.627426] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:46.627465] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:46.775860] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:46.776031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:46.776074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:46.776123] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:46.780256] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: DOWN (p=24.08%)
[2026-02-13T20:20:46.780638] [INFO ] [FORECASTER] Completed predict_future for DX
[2026-02-13T20:20:46.780785] [INFO ] [sig       ] DX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:46.931622] [INFO ] [LOCAL     ] Saved forecast: DX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DX.txt
[2026-02-13T20:20:46.931813] [INFO ] [sig       ] [969/3406] Completed DX in 0.4s | 2.83 sym/s | Total: 5.7m | ETA: 14.3m
[2026-02-13T20:20:46.931865] [INFO ] [sig       ] [970/3406] Forecasting DXC...
[2026-02-13T20:20:46.931896] [INFO ] [sig       ] Generating forecast for: DXC
[2026-02-13T20:20:46.931925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2026-02-13T20:20:46.944994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2026-02-13T20:20:46.945420] [INFO ] [FORECASTER] Starting predict_future for DXC
[2026-02-13T20:20:46.946328] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2026-02-13T20:20:46.946383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:46.946417] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:46.946446] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:46.946504] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:47.008008] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:47.008951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:47.009053] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:47.009092] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:47.139069] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:47.139241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:47.139282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:47.139312] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:47.143307] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=68.68%)
[2026-02-13T20:20:47.143675] [INFO ] [FORECASTER] Completed predict_future for DXC
[2026-02-13T20:20:47.143827] [INFO ] [sig       ] DXC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:47.290649] [INFO ] [LOCAL     ] Saved forecast: DXC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DXC.txt
[2026-02-13T20:20:47.290809] [INFO ] [sig       ] [970/3406] Completed DXC in 0.4s | 2.83 sym/s | Total: 5.7m | ETA: 14.3m
[2026-02-13T20:20:47.290869] [INFO ] [sig       ] [971/3406] Forecasting DXCM...
[2026-02-13T20:20:47.290900] [INFO ] [sig       ] Generating forecast for: DXCM
[2026-02-13T20:20:47.290933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2026-02-13T20:20:47.303108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2026-02-13T20:20:47.303514] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2026-02-13T20:20:47.304552] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2026-02-13T20:20:47.304631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:47.304666] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:47.304693] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:47.304755] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:47.367358] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:47.368340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:47.368437] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:47.368520] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:47.494362] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:47.494554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:47.494632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:47.494662] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:47.498441] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: DOWN (p=42.39%)
[2026-02-13T20:20:47.498809] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2026-02-13T20:20:47.498961] [INFO ] [sig       ] DXCM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:47.647137] [INFO ] [LOCAL     ] Saved forecast: DXCM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DXCM.txt
[2026-02-13T20:20:47.647317] [INFO ] [sig       ] [971/3406] Completed DXCM in 0.4s | 2.83 sym/s | Total: 5.7m | ETA: 14.3m
[2026-02-13T20:20:47.647359] [INFO ] [sig       ] [972/3406] Forecasting DXPE...
[2026-02-13T20:20:47.647389] [INFO ] [sig       ] Generating forecast for: DXPE
[2026-02-13T20:20:47.647422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2026-02-13T20:20:47.660698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2026-02-13T20:20:47.661111] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2026-02-13T20:20:47.661988] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2026-02-13T20:20:47.662042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:47.662076] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:47.662104] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:47.662161] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:47.722864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:47.723791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:47.723879] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:47.723914] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:47.848725] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:47.848886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:47.848927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:47.848957] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:47.852667] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: DOWN (p=44.00%)
[2026-02-13T20:20:47.852965] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2026-02-13T20:20:47.853102] [INFO ] [sig       ] DXPE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:48.002309] [INFO ] [LOCAL     ] Saved forecast: DXPE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DXPE.txt
[2026-02-13T20:20:48.002486] [INFO ] [sig       ] [972/3406] Completed DXPE in 0.4s | 2.83 sym/s | Total: 5.7m | ETA: 14.3m
[2026-02-13T20:20:48.002526] [INFO ] [sig       ] [973/3406] Forecasting DY...
[2026-02-13T20:20:48.002556] [INFO ] [sig       ] Generating forecast for: DY
[2026-02-13T20:20:48.002604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2026-02-13T20:20:48.015505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2026-02-13T20:20:48.015915] [INFO ] [FORECASTER] Starting predict_future for DY
[2026-02-13T20:20:48.016772] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2026-02-13T20:20:48.016824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:48.016855] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:48.016881] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:48.016962] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:48.073477] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:48.074364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:48.074452] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:48.074491] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:48.199126] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:48.199289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:48.199332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:48.199360] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:48.202776] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=51.70%)
[2026-02-13T20:20:48.203068] [INFO ] [FORECASTER] Completed predict_future for DY
[2026-02-13T20:20:48.203197] [INFO ] [sig       ] DY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:48.344076] [INFO ] [LOCAL     ] Saved forecast: DY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/DY.txt
[2026-02-13T20:20:48.344244] [INFO ] [sig       ] [973/3406] Completed DY in 0.3s | 2.83 sym/s | Total: 5.7m | ETA: 14.3m
[2026-02-13T20:20:48.344282] [INFO ] [sig       ] [974/3406] Forecasting DYN...
[2026-02-13T20:20:48.344310] [INFO ] [sig       ] Generating forecast for: DYN
[2026-02-13T20:20:48.344339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2026-02-13T20:20:48.355494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2026-02-13T20:20:48.355894] [INFO ] [FORECASTER] Starting predict_future for DYN
[2026-02-13T20:20:48.356703] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2026-02-13T20:20:48.356755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:48.356786] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:48.356812] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:48.356868] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:48.417304] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:48.418394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:48.418480] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:48.418513] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:48.540938] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:48.541122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:48.541163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:48.541190] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:48.544688] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2026-02-13T20:20:48.544976] [INFO ] [FORECASTER] Completed predict_future for DYN
[2026-02-13T20:20:48.545104] [INFO ] [sig       ] DYN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:48.692617] [INFO ] [LOCAL     ] Saved forecast: DYN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/DYN.txt
[2026-02-13T20:20:48.692983] [INFO ] [sig       ] [974/3406] Completed DYN in 0.3s | 2.83 sym/s | Total: 5.7m | ETA: 14.3m
[2026-02-13T20:20:48.693028] [INFO ] [sig       ] [975/3406] Forecasting E...
[2026-02-13T20:20:48.693057] [INFO ] [sig       ] Generating forecast for: E
[2026-02-13T20:20:48.693086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2026-02-13T20:20:48.704894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2026-02-13T20:20:48.705346] [INFO ] [FORECASTER] Starting predict_future for E
[2026-02-13T20:20:48.706184] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2026-02-13T20:20:48.706250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:48.706284] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:48.706312] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:48.706369] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:48.769565] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:48.770511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:48.770625] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:48.770682] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:48.896184] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:48.896346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:48.896385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:48.896414] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:48.899932] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2026-02-13T20:20:48.900221] [INFO ] [FORECASTER] Completed predict_future for E
[2026-02-13T20:20:48.900355] [INFO ] [sig       ] E: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:49.041429] [INFO ] [LOCAL     ] Saved forecast: E	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/E.txt
[2026-02-13T20:20:49.041608] [INFO ] [sig       ] [975/3406] Completed E in 0.3s | 2.83 sym/s | Total: 5.7m | ETA: 14.3m
[2026-02-13T20:20:49.041650] [INFO ] [sig       ] [976/3406] Forecasting EA...
[2026-02-13T20:20:49.041681] [INFO ] [sig       ] Generating forecast for: EA
[2026-02-13T20:20:49.041712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2026-02-13T20:20:49.052944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2026-02-13T20:20:49.053316] [INFO ] [FORECASTER] Starting predict_future for EA
[2026-02-13T20:20:49.054114] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2026-02-13T20:20:49.054167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:49.054200] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:49.054226] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:49.054281] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:49.144091] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:49.145286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:49.145398] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:49.145448] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:49.280123] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:49.280302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:49.280345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:49.280375] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:49.284416] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=80.63%)
[2026-02-13T20:20:49.284771] [INFO ] [FORECASTER] Completed predict_future for EA
[2026-02-13T20:20:49.284909] [INFO ] [sig       ] EA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:49.437069] [INFO ] [LOCAL     ] Saved forecast: EA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EA.txt
[2026-02-13T20:20:49.437231] [INFO ] [sig       ] [976/3406] Completed EA in 0.4s | 2.83 sym/s | Total: 5.7m | ETA: 14.3m
[2026-02-13T20:20:49.437273] [INFO ] [sig       ] [977/3406] Forecasting EAF...
[2026-02-13T20:20:49.437306] [INFO ] [sig       ] Generating forecast for: EAF
[2026-02-13T20:20:49.437338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2026-02-13T20:20:49.448872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2026-02-13T20:20:49.449258] [INFO ] [FORECASTER] Starting predict_future for EAF
[2026-02-13T20:20:49.450247] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2026-02-13T20:20:49.450302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:49.450335] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:49.450362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:49.450421] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:49.508054] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:49.508975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:49.509062] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:49.509098] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:49.630482] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:49.630662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:49.630704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:49.630732] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:49.634180] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2026-02-13T20:20:49.634465] [INFO ] [FORECASTER] Completed predict_future for EAF
[2026-02-13T20:20:49.634624] [INFO ] [sig       ] EAF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:49.780847] [INFO ] [LOCAL     ] Saved forecast: EAF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EAF.txt
[2026-02-13T20:20:49.781049] [INFO ] [sig       ] [977/3406] Completed EAF in 0.3s | 2.83 sym/s | Total: 5.8m | ETA: 14.3m
[2026-02-13T20:20:49.781110] [INFO ] [sig       ] [978/3406] Forecasting EAI...
[2026-02-13T20:20:49.781155] [INFO ] [sig       ] Generating forecast for: EAI
[2026-02-13T20:20:49.781204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2026-02-13T20:20:49.795386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2026-02-13T20:20:49.795884] [INFO ] [FORECASTER] Starting predict_future for EAI
[2026-02-13T20:20:49.796963] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2026-02-13T20:20:49.797033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:49.797079] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:49.797120] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:49.797205] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:49.858693] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:49.859619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:49.859709] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:49.859742] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:49.987164] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:49.987394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:49.987445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:49.987478] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:49.991450] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: UP (p=87.56%)
[2026-02-13T20:20:49.991793] [INFO ] [FORECASTER] Completed predict_future for EAI
[2026-02-13T20:20:49.991933] [INFO ] [sig       ] EAI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:50.146019] [INFO ] [LOCAL     ] Saved forecast: EAI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EAI.txt
[2026-02-13T20:20:50.146180] [INFO ] [sig       ] [978/3406] Completed EAI in 0.4s | 2.83 sym/s | Total: 5.8m | ETA: 14.3m
[2026-02-13T20:20:50.146239] [INFO ] [sig       ] [979/3406] Forecasting EARN...
[2026-02-13T20:20:50.146276] [INFO ] [sig       ] Generating forecast for: EARN
[2026-02-13T20:20:50.146307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2026-02-13T20:20:50.158390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2026-02-13T20:20:50.158794] [INFO ] [FORECASTER] Starting predict_future for EARN
[2026-02-13T20:20:50.159674] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2026-02-13T20:20:50.159735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:50.159794] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:50.159827] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:50.159886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:50.220255] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:50.221245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:50.221356] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:50.221408] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:50.350396] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:50.350591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:50.350640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:50.350669] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:50.354226] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: DOWN (p=29.36%)
[2026-02-13T20:20:50.354516] [INFO ] [FORECASTER] Completed predict_future for EARN
[2026-02-13T20:20:50.354670] [INFO ] [sig       ] EARN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:50.505513] [INFO ] [LOCAL     ] Saved forecast: EARN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EARN.txt
[2026-02-13T20:20:50.505702] [INFO ] [sig       ] [979/3406] Completed EARN in 0.4s | 2.83 sym/s | Total: 5.8m | ETA: 14.3m
[2026-02-13T20:20:50.505746] [INFO ] [sig       ] [980/3406] Forecasting EB...
[2026-02-13T20:20:50.505779] [INFO ] [sig       ] Generating forecast for: EB
[2026-02-13T20:20:50.505811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2026-02-13T20:20:50.517436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2026-02-13T20:20:50.517876] [INFO ] [FORECASTER] Starting predict_future for EB
[2026-02-13T20:20:50.518776] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2026-02-13T20:20:50.518830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:50.518864] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:50.518891] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:50.518948] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:50.582724] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:50.583666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:50.583789] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:50.583824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:50.717313] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:50.717492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:50.717551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:50.717621] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:50.721403] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: DOWN (p=6.00%)
[2026-02-13T20:20:50.721752] [INFO ] [FORECASTER] Completed predict_future for EB
[2026-02-13T20:20:50.721925] [INFO ] [sig       ] EB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:50.872982] [INFO ] [LOCAL     ] Saved forecast: EB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EB.txt
[2026-02-13T20:20:50.873174] [INFO ] [sig       ] [980/3406] Completed EB in 0.4s | 2.83 sym/s | Total: 5.8m | ETA: 14.3m
[2026-02-13T20:20:50.873222] [INFO ] [sig       ] [981/3406] Forecasting EBAY...
[2026-02-13T20:20:50.873254] [INFO ] [sig       ] Generating forecast for: EBAY
[2026-02-13T20:20:50.873285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2026-02-13T20:20:50.884547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBAY'.
[2026-02-13T20:20:50.885001] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2026-02-13T20:20:50.885979] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2026-02-13T20:20:50.886045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:50.886092] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:50.886135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:50.886197] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:50.947805] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:50.948828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:50.948929] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:50.948962] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:51.078110] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:51.078275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:51.078315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:51.078345] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:51.081867] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2026-02-13T20:20:51.082152] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2026-02-13T20:20:51.082283] [INFO ] [sig       ] EBAY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:51.231422] [INFO ] [LOCAL     ] Saved forecast: EBAY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EBAY.txt
[2026-02-13T20:20:51.231597] [INFO ] [sig       ] [981/3406] Completed EBAY in 0.4s | 2.83 sym/s | Total: 5.8m | ETA: 14.3m
[2026-02-13T20:20:51.231655] [INFO ] [sig       ] [982/3406] Forecasting EBC...
[2026-02-13T20:20:51.231736] [INFO ] [sig       ] Generating forecast for: EBC
[2026-02-13T20:20:51.231778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2026-02-13T20:20:51.243602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2026-02-13T20:20:51.243997] [INFO ] [FORECASTER] Starting predict_future for EBC
[2026-02-13T20:20:51.244870] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2026-02-13T20:20:51.244925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:51.244969] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:51.245000] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:51.245059] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:51.302691] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:51.303830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:51.303943] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:51.303990] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:51.438177] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:51.438358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:51.438426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:51.438460] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:51.442489] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: DOWN (p=37.90%)
[2026-02-13T20:20:51.442991] [INFO ] [FORECASTER] Completed predict_future for EBC
[2026-02-13T20:20:51.443179] [INFO ] [sig       ] EBC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:51.598521] [INFO ] [LOCAL     ] Saved forecast: EBC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EBC.txt
[2026-02-13T20:20:51.598697] [INFO ] [sig       ] [982/3406] Completed EBC in 0.4s | 2.83 sym/s | Total: 5.8m | ETA: 14.3m
[2026-02-13T20:20:51.598740] [INFO ] [sig       ] [983/3406] Forecasting EBF...
[2026-02-13T20:20:51.598771] [INFO ] [sig       ] Generating forecast for: EBF
[2026-02-13T20:20:51.598814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2026-02-13T20:20:51.610357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2026-02-13T20:20:51.610771] [INFO ] [FORECASTER] Starting predict_future for EBF
[2026-02-13T20:20:51.611632] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2026-02-13T20:20:51.611687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:51.611720] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:51.611747] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:51.611804] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:51.673474] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:51.674368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:51.674454] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:51.674488] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:51.799588] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:51.799749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:51.799790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:51.799819] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:51.803701] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: UP (p=59.48%)
[2026-02-13T20:20:51.803992] [INFO ] [FORECASTER] Completed predict_future for EBF
[2026-02-13T20:20:51.804125] [INFO ] [sig       ] EBF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:51.963455] [INFO ] [LOCAL     ] Saved forecast: EBF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EBF.txt
[2026-02-13T20:20:51.963633] [INFO ] [sig       ] [983/3406] Completed EBF in 0.4s | 2.83 sym/s | Total: 5.8m | ETA: 14.3m
[2026-02-13T20:20:51.963675] [INFO ] [sig       ] [984/3406] Forecasting EBON...
[2026-02-13T20:20:51.963707] [INFO ] [sig       ] Generating forecast for: EBON
[2026-02-13T20:20:51.963737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2026-02-13T20:20:51.974138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2026-02-13T20:20:51.974398] [INFO ] [FORECASTER] Starting predict_future for EBON
[2026-02-13T20:20:51.975224] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2026-02-13T20:20:51.975276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:51.975308] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:51.975335] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:51.975392] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:52.035810] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:52.036567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:52.036699] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:52.036736] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:52.137955] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:52.138117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:52.138158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:52.138186] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:52.142110] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: DOWN (p=9.67%)
[2026-02-13T20:20:52.142486] [INFO ] [FORECASTER] Completed predict_future for EBON
[2026-02-13T20:20:52.142653] [INFO ] [sig       ] EBON: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:52.291350] [INFO ] [LOCAL     ] Saved forecast: EBON	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EBON.txt
[2026-02-13T20:20:52.291519] [INFO ] [sig       ] [984/3406] Completed EBON in 0.3s | 2.83 sym/s | Total: 5.8m | ETA: 14.3m
[2026-02-13T20:20:52.291559] [INFO ] [sig       ] [985/3406] Forecasting EBS...
[2026-02-13T20:20:52.291626] [INFO ] [sig       ] Generating forecast for: EBS
[2026-02-13T20:20:52.291665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2026-02-13T20:20:52.303842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2026-02-13T20:20:52.304293] [INFO ] [FORECASTER] Starting predict_future for EBS
[2026-02-13T20:20:52.305207] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2026-02-13T20:20:52.305268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:52.305300] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:52.305327] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:52.305454] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:52.372712] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:52.373903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:52.374048] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:52.374093] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:52.509417] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:52.509603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:52.509648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:52.509678] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:52.513964] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=19.44%)
[2026-02-13T20:20:52.514360] [INFO ] [FORECASTER] Completed predict_future for EBS
[2026-02-13T20:20:52.514521] [INFO ] [sig       ] EBS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:52.677440] [INFO ] [LOCAL     ] Saved forecast: EBS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EBS.txt
[2026-02-13T20:20:52.677710] [INFO ] [sig       ] [985/3406] Completed EBS in 0.4s | 2.83 sym/s | Total: 5.8m | ETA: 14.3m
[2026-02-13T20:20:52.677769] [INFO ] [sig       ] [986/3406] Forecasting EC...
[2026-02-13T20:20:52.677801] [INFO ] [sig       ] Generating forecast for: EC
[2026-02-13T20:20:52.677831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2026-02-13T20:20:52.690733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2026-02-13T20:20:52.691181] [INFO ] [FORECASTER] Starting predict_future for EC
[2026-02-13T20:20:52.692155] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2026-02-13T20:20:52.692212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:52.692245] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:52.692288] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:52.692348] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:52.753320] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:52.754287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:52.754388] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:52.754424] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:52.883053] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:52.883213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:52.883255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:52.883285] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:52.887732] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2026-02-13T20:20:52.888039] [INFO ] [FORECASTER] Completed predict_future for EC
[2026-02-13T20:20:52.888180] [INFO ] [sig       ] EC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:53.031510] [INFO ] [LOCAL     ] Saved forecast: EC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EC.txt
[2026-02-13T20:20:53.031698] [INFO ] [sig       ] [986/3406] Completed EC in 0.4s | 2.83 sym/s | Total: 5.8m | ETA: 14.2m
[2026-02-13T20:20:53.031740] [INFO ] [sig       ] [987/3406] Forecasting ECC...
[2026-02-13T20:20:53.031771] [INFO ] [sig       ] Generating forecast for: ECC
[2026-02-13T20:20:53.031802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2026-02-13T20:20:53.046742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2026-02-13T20:20:53.047221] [INFO ] [FORECASTER] Starting predict_future for ECC
[2026-02-13T20:20:53.048374] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2026-02-13T20:20:53.048445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:53.048487] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:53.048520] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:53.048628] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:53.111646] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:53.112561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:53.112670] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:53.112705] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:53.232410] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:53.232586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:53.232632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:53.232663] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:53.236195] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=84.22%)
[2026-02-13T20:20:53.236486] [INFO ] [FORECASTER] Completed predict_future for ECC
[2026-02-13T20:20:53.236640] [INFO ] [sig       ] ECC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:53.381631] [INFO ] [LOCAL     ] Saved forecast: ECC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ECC.txt
[2026-02-13T20:20:53.381794] [INFO ] [sig       ] [987/3406] Completed ECC in 0.4s | 2.83 sym/s | Total: 5.8m | ETA: 14.2m
[2026-02-13T20:20:53.381833] [INFO ] [sig       ] [988/3406] Forecasting ECL...
[2026-02-13T20:20:53.381863] [INFO ] [sig       ] Generating forecast for: ECL
[2026-02-13T20:20:53.381893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2026-02-13T20:20:53.393603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2026-02-13T20:20:53.394035] [INFO ] [FORECASTER] Starting predict_future for ECL
[2026-02-13T20:20:53.394888] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2026-02-13T20:20:53.394941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:53.394972] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:53.394997] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:53.395053] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:53.456845] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:53.457814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:53.457906] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:53.457942] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:53.601622] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:53.601824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:53.601881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:53.601918] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:53.606153] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=54.13%)
[2026-02-13T20:20:53.606519] [INFO ] [FORECASTER] Completed predict_future for ECL
[2026-02-13T20:20:53.606744] [INFO ] [sig       ] ECL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:53.756815] [INFO ] [LOCAL     ] Saved forecast: ECL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ECL.txt
[2026-02-13T20:20:53.757006] [INFO ] [sig       ] [988/3406] Completed ECL in 0.4s | 2.83 sym/s | Total: 5.8m | ETA: 14.2m
[2026-02-13T20:20:53.757049] [INFO ] [sig       ] [989/3406] Forecasting ECPG...
[2026-02-13T20:20:53.757080] [INFO ] [sig       ] Generating forecast for: ECPG
[2026-02-13T20:20:53.757110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2026-02-13T20:20:53.769059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2026-02-13T20:20:53.769472] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2026-02-13T20:20:53.770413] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2026-02-13T20:20:53.770478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:53.770512] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:53.770549] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:53.770683] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:53.828390] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:53.829378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:53.829474] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:53.829509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:53.954654] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:53.954845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:53.954889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:53.954918] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:53.958569] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: UP (p=96.52%)
[2026-02-13T20:20:53.958937] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2026-02-13T20:20:53.959083] [INFO ] [sig       ] ECPG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:54.104630] [INFO ] [LOCAL     ] Saved forecast: ECPG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ECPG.txt
[2026-02-13T20:20:54.104790] [INFO ] [sig       ] [989/3406] Completed ECPG in 0.3s | 2.83 sym/s | Total: 5.8m | ETA: 14.2m
[2026-02-13T20:20:54.104830] [INFO ] [sig       ] [990/3406] Forecasting ECX...
[2026-02-13T20:20:54.104860] [INFO ] [sig       ] Generating forecast for: ECX
[2026-02-13T20:20:54.104899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2026-02-13T20:20:54.116415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2026-02-13T20:20:54.116828] [INFO ] [FORECASTER] Starting predict_future for ECX
[2026-02-13T20:20:54.117676] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2026-02-13T20:20:54.117731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:54.117762] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:54.117788] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:54.117848] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:54.175995] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:54.177101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:54.177184] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:54.177217] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:54.301649] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:54.301810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:54.302040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:54.302068] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:54.306075] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: DOWN (p=38.79%)
[2026-02-13T20:20:54.306366] [INFO ] [FORECASTER] Completed predict_future for ECX
[2026-02-13T20:20:54.306501] [INFO ] [sig       ] ECX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:54.446892] [INFO ] [LOCAL     ] Saved forecast: ECX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ECX.txt
[2026-02-13T20:20:54.447042] [INFO ] [sig       ] [990/3406] Completed ECX in 0.3s | 2.83 sym/s | Total: 5.8m | ETA: 14.2m
[2026-02-13T20:20:54.447084] [INFO ] [sig       ] [991/3406] Forecasting ED...
[2026-02-13T20:20:54.447114] [INFO ] [sig       ] Generating forecast for: ED
[2026-02-13T20:20:54.447145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2026-02-13T20:20:54.458467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ED'.
[2026-02-13T20:20:54.458881] [INFO ] [FORECASTER] Starting predict_future for ED
[2026-02-13T20:20:54.459729] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2026-02-13T20:20:54.459783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:54.459816] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:54.459843] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:54.459898] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:54.517135] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:54.517992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:54.518079] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:54.518114] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:54.639952] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:54.640138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:54.640191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:54.640223] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:54.643868] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2026-02-13T20:20:54.644173] [INFO ] [FORECASTER] Completed predict_future for ED
[2026-02-13T20:20:54.644312] [INFO ] [sig       ] ED: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:54.781769] [INFO ] [LOCAL     ] Saved forecast: ED	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ED.txt
[2026-02-13T20:20:54.781937] [INFO ] [sig       ] [991/3406] Completed ED in 0.3s | 2.83 sym/s | Total: 5.8m | ETA: 14.2m
[2026-02-13T20:20:54.781978] [INFO ] [sig       ] [992/3406] Forecasting EDAP...
[2026-02-13T20:20:54.782011] [INFO ] [sig       ] Generating forecast for: EDAP
[2026-02-13T20:20:54.782041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2026-02-13T20:20:54.792895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDAP'.
[2026-02-13T20:20:54.793249] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2026-02-13T20:20:54.794131] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2026-02-13T20:20:54.794186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:54.794218] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:54.794245] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:54.794302] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:54.852276] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:54.853127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:54.853213] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:54.853255] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:54.980834] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:54.981011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:54.981054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:54.981085] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:54.985020] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: DOWN (p=41.57%)
[2026-02-13T20:20:54.985435] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2026-02-13T20:20:54.985617] [INFO ] [sig       ] EDAP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:55.133042] [INFO ] [LOCAL     ] Saved forecast: EDAP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EDAP.txt
[2026-02-13T20:20:55.133197] [INFO ] [sig       ] [992/3406] Completed EDAP in 0.4s | 2.83 sym/s | Total: 5.8m | ETA: 14.2m
[2026-02-13T20:20:55.133237] [INFO ] [sig       ] [993/3406] Forecasting EDD...
[2026-02-13T20:20:55.133267] [INFO ] [sig       ] Generating forecast for: EDD
[2026-02-13T20:20:55.133300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2026-02-13T20:20:55.144286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2026-02-13T20:20:55.144663] [INFO ] [FORECASTER] Starting predict_future for EDD
[2026-02-13T20:20:55.145466] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2026-02-13T20:20:55.145519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:55.145551] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:55.145597] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:55.145665] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:55.205983] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:55.206879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:55.206962] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:55.206996] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:55.327698] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:55.327853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:55.327894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:55.327923] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:55.331454] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=94.24%)
[2026-02-13T20:20:55.331790] [INFO ] [FORECASTER] Completed predict_future for EDD
[2026-02-13T20:20:55.331923] [INFO ] [sig       ] EDD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:55.470155] [INFO ] [LOCAL     ] Saved forecast: EDD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EDD.txt
[2026-02-13T20:20:55.470299] [INFO ] [sig       ] [993/3406] Completed EDD in 0.3s | 2.83 sym/s | Total: 5.8m | ETA: 14.2m
[2026-02-13T20:20:55.470339] [INFO ] [sig       ] [994/3406] Forecasting EDF...
[2026-02-13T20:20:55.470369] [INFO ] [sig       ] Generating forecast for: EDF
[2026-02-13T20:20:55.470400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2026-02-13T20:20:55.481149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2026-02-13T20:20:55.481542] [INFO ] [FORECASTER] Starting predict_future for EDF
[2026-02-13T20:20:55.482408] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2026-02-13T20:20:55.482461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:55.482492] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:55.482518] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:55.482597] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:55.538409] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:55.539182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:55.539263] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:55.539296] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:55.661358] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:55.661519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:55.661559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:55.661611] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:55.665187] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=70.75%)
[2026-02-13T20:20:55.665511] [INFO ] [FORECASTER] Completed predict_future for EDF
[2026-02-13T20:20:55.665677] [INFO ] [sig       ] EDF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:55.805180] [INFO ] [LOCAL     ] Saved forecast: EDF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EDF.txt
[2026-02-13T20:20:55.805350] [INFO ] [sig       ] [994/3406] Completed EDF in 0.3s | 2.83 sym/s | Total: 5.9m | ETA: 14.2m
[2026-02-13T20:20:55.805393] [INFO ] [sig       ] [995/3406] Forecasting EDN...
[2026-02-13T20:20:55.805422] [INFO ] [sig       ] Generating forecast for: EDN
[2026-02-13T20:20:55.805451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2026-02-13T20:20:55.817024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDN'.
[2026-02-13T20:20:55.817435] [INFO ] [FORECASTER] Starting predict_future for EDN
[2026-02-13T20:20:55.818385] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2026-02-13T20:20:55.818442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:55.818476] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:55.818504] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:55.818563] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:55.877262] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:55.878177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:55.878274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:55.878308] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:55.997338] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:55.997563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:55.997643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:55.997673] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:56.001183] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: DOWN (p=31.81%)
[2026-02-13T20:20:56.001484] [INFO ] [FORECASTER] Completed predict_future for EDN
[2026-02-13T20:20:56.001644] [INFO ] [sig       ] EDN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:56.144251] [INFO ] [LOCAL     ] Saved forecast: EDN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EDN.txt
[2026-02-13T20:20:56.144407] [INFO ] [sig       ] [995/3406] Completed EDN in 0.3s | 2.83 sym/s | Total: 5.9m | ETA: 14.2m
[2026-02-13T20:20:56.144446] [INFO ] [sig       ] [996/3406] Forecasting EE...
[2026-02-13T20:20:56.144476] [INFO ] [sig       ] Generating forecast for: EE
[2026-02-13T20:20:56.144508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2026-02-13T20:20:56.155912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2026-02-13T20:20:56.156305] [INFO ] [FORECASTER] Starting predict_future for EE
[2026-02-13T20:20:56.157182] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2026-02-13T20:20:56.157237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:56.157270] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:56.157298] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:56.157372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:56.217502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:56.218418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:56.218505] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:56.218539] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:56.340185] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:56.340347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:56.340386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:56.340414] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:56.343888] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2026-02-13T20:20:56.344183] [INFO ] [FORECASTER] Completed predict_future for EE
[2026-02-13T20:20:56.344318] [INFO ] [sig       ] EE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:56.498183] [INFO ] [LOCAL     ] Saved forecast: EE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EE.txt
[2026-02-13T20:20:56.498355] [INFO ] [sig       ] [996/3406] Completed EE in 0.4s | 2.83 sym/s | Total: 5.9m | ETA: 14.2m
[2026-02-13T20:20:56.498396] [INFO ] [sig       ] [997/3406] Forecasting EEMA...
[2026-02-13T20:20:56.498427] [INFO ] [sig       ] Generating forecast for: EEMA
[2026-02-13T20:20:56.498457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2026-02-13T20:20:56.510354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2026-02-13T20:20:56.510860] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2026-02-13T20:20:56.511902] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2026-02-13T20:20:56.511960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:56.511993] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:56.512019] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:56.512076] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:56.570758] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:56.571729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:56.571821] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:56.571853] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:56.693625] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:56.693793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:56.693832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:56.693860] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:56.697541] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: DOWN (p=19.25%)
[2026-02-13T20:20:56.697937] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2026-02-13T20:20:56.698098] [INFO ] [sig       ] EEMA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:56.849982] [INFO ] [LOCAL     ] Saved forecast: EEMA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EEMA.txt
[2026-02-13T20:20:56.850339] [INFO ] [sig       ] [997/3406] Completed EEMA in 0.4s | 2.83 sym/s | Total: 5.9m | ETA: 14.2m
[2026-02-13T20:20:56.850381] [INFO ] [sig       ] [998/3406] Forecasting EEX...
[2026-02-13T20:20:56.850409] [INFO ] [sig       ] Generating forecast for: EEX
[2026-02-13T20:20:56.850441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2026-02-13T20:20:56.862398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2026-02-13T20:20:56.862856] [INFO ] [FORECASTER] Starting predict_future for EEX
[2026-02-13T20:20:56.863729] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2026-02-13T20:20:56.863783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:56.863815] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:56.863841] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:56.863898] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:56.924161] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:56.925092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:56.925185] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:56.925219] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:57.053550] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:57.053733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:57.053791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:57.053823] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:57.057556] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: UP (p=95.61%)
[2026-02-13T20:20:57.057890] [INFO ] [FORECASTER] Completed predict_future for EEX
[2026-02-13T20:20:57.058022] [INFO ] [sig       ] EEX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:57.205727] [INFO ] [LOCAL     ] Saved forecast: EEX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EEX.txt
[2026-02-13T20:20:57.205912] [INFO ] [sig       ] [998/3406] Completed EEX in 0.4s | 2.83 sym/s | Total: 5.9m | ETA: 14.2m
[2026-02-13T20:20:57.205954] [INFO ] [sig       ] [999/3406] Forecasting EFC...
[2026-02-13T20:20:57.206017] [INFO ] [sig       ] Generating forecast for: EFC
[2026-02-13T20:20:57.206049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2026-02-13T20:20:57.217753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2026-02-13T20:20:57.218169] [INFO ] [FORECASTER] Starting predict_future for EFC
[2026-02-13T20:20:57.219139] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2026-02-13T20:20:57.219195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:57.219251] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:57.219281] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:57.219337] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:57.277707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:57.278821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:57.278933] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:57.278969] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:57.400528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:57.400705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:57.400747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:57.400776] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:57.404257] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: UP (p=71.50%)
[2026-02-13T20:20:57.404552] [INFO ] [FORECASTER] Completed predict_future for EFC
[2026-02-13T20:20:57.404720] [INFO ] [sig       ] EFC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:57.546314] [INFO ] [LOCAL     ] Saved forecast: EFC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EFC.txt
[2026-02-13T20:20:57.546472] [INFO ] [sig       ] [999/3406] Completed EFC in 0.3s | 2.83 sym/s | Total: 5.9m | ETA: 14.2m
[2026-02-13T20:20:57.546511] [INFO ] [sig       ] [1000/3406] Forecasting EFSC...
[2026-02-13T20:20:57.546541] [INFO ] [sig       ] Generating forecast for: EFSC
[2026-02-13T20:20:57.546588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2026-02-13T20:20:57.557882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2026-02-13T20:20:57.558250] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2026-02-13T20:20:57.559056] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2026-02-13T20:20:57.559108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:57.559139] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:57.559166] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:57.559222] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:57.617880] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:57.618967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:57.619053] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:57.619086] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:57.743839] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:57.744198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:57.744240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:57.744268] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:57.748483] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: UP (p=89.99%)
[2026-02-13T20:20:57.748812] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2026-02-13T20:20:57.748947] [INFO ] [sig       ] EFSC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:20:57.893517] [INFO ] [LOCAL     ] Saved forecast: EFSC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EFSC.txt
[2026-02-13T20:20:57.893694] [INFO ] [sig       ] [1000/3406] Completed EFSC in 0.3s | 2.83 sym/s | Total: 5.9m | ETA: 14.2m
[2026-02-13T20:20:57.893734] [INFO ] [sig       ] [1001/3406] Forecasting EFX...
[2026-02-13T20:20:57.893764] [INFO ] [sig       ] Generating forecast for: EFX
[2026-02-13T20:20:57.893796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2026-02-13T20:20:57.904930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2026-02-13T20:20:57.905344] [INFO ] [FORECASTER] Starting predict_future for EFX
[2026-02-13T20:20:57.906212] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2026-02-13T20:20:57.906267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:57.906299] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:57.906326] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:57.906384] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:57.969928] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:57.970939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:57.971036] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:57.971068] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:58.090132] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:58.090301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:58.090341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:58.090368] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:58.093985] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=27.13%)
[2026-02-13T20:20:58.094318] [INFO ] [FORECASTER] Completed predict_future for EFX
[2026-02-13T20:20:58.094455] [INFO ] [sig       ] EFX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:58.236819] [INFO ] [LOCAL     ] Saved forecast: EFX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EFX.txt
[2026-02-13T20:20:58.236968] [INFO ] [sig       ] [1001/3406] Completed EFX in 0.3s | 2.83 sym/s | Total: 5.9m | ETA: 14.2m
[2026-02-13T20:20:58.237009] [INFO ] [sig       ] [1002/3406] Forecasting EG...
[2026-02-13T20:20:58.237039] [INFO ] [sig       ] Generating forecast for: EG
[2026-02-13T20:20:58.237070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2026-02-13T20:20:58.248137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2026-02-13T20:20:58.248462] [INFO ] [FORECASTER] Starting predict_future for EG
[2026-02-13T20:20:58.249264] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2026-02-13T20:20:58.249318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:58.249349] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:58.249376] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:58.249468] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:58.306837] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:58.307656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:58.307738] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:58.307772] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:58.426496] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:58.426677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:58.426720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:58.426751] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:58.430431] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=32.93%)
[2026-02-13T20:20:58.430783] [INFO ] [FORECASTER] Completed predict_future for EG
[2026-02-13T20:20:58.430928] [INFO ] [sig       ] EG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:58.575089] [INFO ] [LOCAL     ] Saved forecast: EG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EG.txt
[2026-02-13T20:20:58.575254] [INFO ] [sig       ] [1002/3406] Completed EG in 0.3s | 2.83 sym/s | Total: 5.9m | ETA: 14.1m
[2026-02-13T20:20:58.575294] [INFO ] [sig       ] [1003/3406] Forecasting EGAN...
[2026-02-13T20:20:58.575338] [INFO ] [sig       ] Generating forecast for: EGAN
[2026-02-13T20:20:58.575374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2026-02-13T20:20:58.587294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2026-02-13T20:20:58.587830] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2026-02-13T20:20:58.588841] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2026-02-13T20:20:58.588900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:58.588933] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:58.588959] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:58.589016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:58.650801] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:58.651761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:58.651862] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:58.651896] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:58.781295] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:58.781488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:58.781541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:58.781594] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:58.785410] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: DOWN (p=16.84%)
[2026-02-13T20:20:58.785762] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2026-02-13T20:20:58.785905] [INFO ] [sig       ] EGAN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:58.939524] [INFO ] [LOCAL     ] Saved forecast: EGAN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EGAN.txt
[2026-02-13T20:20:58.939717] [INFO ] [sig       ] [1003/3406] Completed EGAN in 0.4s | 2.83 sym/s | Total: 5.9m | ETA: 14.1m
[2026-02-13T20:20:58.939759] [INFO ] [sig       ] [1004/3406] Forecasting EGBN...
[2026-02-13T20:20:58.939790] [INFO ] [sig       ] Generating forecast for: EGBN
[2026-02-13T20:20:58.939820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2026-02-13T20:20:58.951441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGBN'.
[2026-02-13T20:20:58.951903] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2026-02-13T20:20:58.952770] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2026-02-13T20:20:58.952828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:58.952861] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:58.952888] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:58.952947] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:59.017768] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:59.018782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:59.018879] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:59.018912] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:59.146298] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:59.146476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:59.146519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:59.146549] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:59.150466] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2026-02-13T20:20:59.150873] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2026-02-13T20:20:59.151026] [INFO ] [sig       ] EGBN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:59.303654] [INFO ] [LOCAL     ] Saved forecast: EGBN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EGBN.txt
[2026-02-13T20:20:59.303824] [INFO ] [sig       ] [1004/3406] Completed EGBN in 0.4s | 2.83 sym/s | Total: 5.9m | ETA: 14.1m
[2026-02-13T20:20:59.303864] [INFO ] [sig       ] [1005/3406] Forecasting EGP...
[2026-02-13T20:20:59.303893] [INFO ] [sig       ] Generating forecast for: EGP
[2026-02-13T20:20:59.303927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2026-02-13T20:20:59.315664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2026-02-13T20:20:59.316101] [INFO ] [FORECASTER] Starting predict_future for EGP
[2026-02-13T20:20:59.317062] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2026-02-13T20:20:59.317127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:59.317160] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:59.317188] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:59.317245] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:59.376347] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:59.377495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:59.377633] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:59.377671] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:59.514562] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:59.514794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:59.514853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:59.514883] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:59.518882] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: DOWN (p=10.77%)
[2026-02-13T20:20:59.519301] [INFO ] [FORECASTER] Completed predict_future for EGP
[2026-02-13T20:20:59.519447] [INFO ] [sig       ] EGP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:20:59.678482] [INFO ] [LOCAL     ] Saved forecast: EGP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EGP.txt
[2026-02-13T20:20:59.678679] [INFO ] [sig       ] [1005/3406] Completed EGP in 0.4s | 2.83 sym/s | Total: 5.9m | ETA: 14.1m
[2026-02-13T20:20:59.678741] [INFO ] [sig       ] [1006/3406] Forecasting EGY...
[2026-02-13T20:20:59.678774] [INFO ] [sig       ] Generating forecast for: EGY
[2026-02-13T20:20:59.678821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2026-02-13T20:20:59.692484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2026-02-13T20:20:59.692926] [INFO ] [FORECASTER] Starting predict_future for EGY
[2026-02-13T20:20:59.693985] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2026-02-13T20:20:59.694040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:20:59.694072] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:20:59.694101] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:20:59.694166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:20:59.753730] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:20:59.754970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:20:59.755080] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:20:59.755117] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:20:59.885301] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:20:59.885465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:20:59.885506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:20:59.885592] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:20:59.889263] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2026-02-13T20:20:59.889604] [INFO ] [FORECASTER] Completed predict_future for EGY
[2026-02-13T20:20:59.889745] [INFO ] [sig       ] EGY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:00.037107] [INFO ] [LOCAL     ] Saved forecast: EGY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EGY.txt
[2026-02-13T20:21:00.037272] [INFO ] [sig       ] [1006/3406] Completed EGY in 0.4s | 2.83 sym/s | Total: 5.9m | ETA: 14.1m
[2026-02-13T20:21:00.037313] [INFO ] [sig       ] [1007/3406] Forecasting EH...
[2026-02-13T20:21:00.037346] [INFO ] [sig       ] Generating forecast for: EH
[2026-02-13T20:21:00.037378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2026-02-13T20:21:00.050253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2026-02-13T20:21:00.050735] [INFO ] [FORECASTER] Starting predict_future for EH
[2026-02-13T20:21:00.051804] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2026-02-13T20:21:00.051859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:00.051890] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:00.051917] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:00.051973] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:00.118760] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:00.119842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:00.119952] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:00.120001] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:00.251788] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:00.251923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:00.251966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:00.251994] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:00.256324] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: DOWN (p=23.51%)
[2026-02-13T20:21:00.256764] [INFO ] [FORECASTER] Completed predict_future for EH
[2026-02-13T20:21:00.256937] [INFO ] [sig       ] EH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:00.415029] [INFO ] [LOCAL     ] Saved forecast: EH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EH.txt
[2026-02-13T20:21:00.415218] [INFO ] [sig       ] [1007/3406] Completed EH in 0.4s | 2.83 sym/s | Total: 5.9m | ETA: 14.1m
[2026-02-13T20:21:00.415265] [INFO ] [sig       ] [1008/3406] Forecasting EHAB...
[2026-02-13T20:21:00.415299] [INFO ] [sig       ] Generating forecast for: EHAB
[2026-02-13T20:21:00.415330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2026-02-13T20:21:00.428718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2026-02-13T20:21:00.429152] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2026-02-13T20:21:00.430101] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2026-02-13T20:21:00.430162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:00.430200] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:00.430234] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:00.430300] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:00.510570] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:00.511471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:00.511566] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:00.511639] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:00.639649] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:00.639775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:00.639816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:00.639844] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:00.643521] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=0.77%)
[2026-02-13T20:21:00.643856] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2026-02-13T20:21:00.644001] [INFO ] [sig       ] EHAB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:00.787756] [INFO ] [LOCAL     ] Saved forecast: EHAB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EHAB.txt
[2026-02-13T20:21:00.787929] [INFO ] [sig       ] [1008/3406] Completed EHAB in 0.4s | 2.83 sym/s | Total: 5.9m | ETA: 14.1m
[2026-02-13T20:21:00.787974] [INFO ] [sig       ] [1009/3406] Forecasting EHC...
[2026-02-13T20:21:00.788005] [INFO ] [sig       ] Generating forecast for: EHC
[2026-02-13T20:21:00.788035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2026-02-13T20:21:00.799170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2026-02-13T20:21:00.799615] [INFO ] [FORECASTER] Starting predict_future for EHC
[2026-02-13T20:21:00.800743] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2026-02-13T20:21:00.800812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:00.800862] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:00.800907] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:00.800997] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:00.862651] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:00.863484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:00.863569] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:00.863626] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:00.986179] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:00.986337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:00.986384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:00.986416] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:00.990068] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=34.42%)
[2026-02-13T20:21:00.990367] [INFO ] [FORECASTER] Completed predict_future for EHC
[2026-02-13T20:21:00.990502] [INFO ] [sig       ] EHC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:01.138912] [INFO ] [LOCAL     ] Saved forecast: EHC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EHC.txt
[2026-02-13T20:21:01.139095] [INFO ] [sig       ] [1009/3406] Completed EHC in 0.4s | 2.83 sym/s | Total: 5.9m | ETA: 14.1m
[2026-02-13T20:21:01.139155] [INFO ] [sig       ] [1010/3406] Forecasting EHI...
[2026-02-13T20:21:01.139193] [INFO ] [sig       ] Generating forecast for: EHI
[2026-02-13T20:21:01.139225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2026-02-13T20:21:01.151704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2026-02-13T20:21:01.152145] [INFO ] [FORECASTER] Starting predict_future for EHI
[2026-02-13T20:21:01.153122] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2026-02-13T20:21:01.153179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:01.153212] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:01.153241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:01.153319] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:01.215828] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:01.216816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:01.216907] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:01.216942] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:01.337279] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:01.337447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:01.337517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:01.337559] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:01.341246] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=83.86%)
[2026-02-13T20:21:01.341540] [INFO ] [FORECASTER] Completed predict_future for EHI
[2026-02-13T20:21:01.341693] [INFO ] [sig       ] EHI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:01.485066] [INFO ] [LOCAL     ] Saved forecast: EHI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EHI.txt
[2026-02-13T20:21:01.485223] [INFO ] [sig       ] [1010/3406] Completed EHI in 0.3s | 2.83 sym/s | Total: 5.9m | ETA: 14.1m
[2026-02-13T20:21:01.485263] [INFO ] [sig       ] [1011/3406] Forecasting EHTH...
[2026-02-13T20:21:01.485293] [INFO ] [sig       ] Generating forecast for: EHTH
[2026-02-13T20:21:01.485323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2026-02-13T20:21:01.497153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2026-02-13T20:21:01.497542] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2026-02-13T20:21:01.498519] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2026-02-13T20:21:01.498595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:01.498631] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:01.498657] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:01.498713] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:01.560622] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:01.561616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:01.561706] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:01.561740] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:01.688470] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:01.688650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:01.688692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:01.688720] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:01.692301] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=29.69%)
[2026-02-13T20:21:01.692619] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2026-02-13T20:21:01.692760] [INFO ] [sig       ] EHTH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:01.839014] [INFO ] [LOCAL     ] Saved forecast: EHTH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EHTH.txt
[2026-02-13T20:21:01.839172] [INFO ] [sig       ] [1011/3406] Completed EHTH in 0.4s | 2.83 sym/s | Total: 6.0m | ETA: 14.1m
[2026-02-13T20:21:01.839213] [INFO ] [sig       ] [1012/3406] Forecasting EIC...
[2026-02-13T20:21:01.839244] [INFO ] [sig       ] Generating forecast for: EIC
[2026-02-13T20:21:01.839276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2026-02-13T20:21:01.850834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIC'.
[2026-02-13T20:21:01.851232] [INFO ] [FORECASTER] Starting predict_future for EIC
[2026-02-13T20:21:01.852103] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2026-02-13T20:21:01.852174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:01.852208] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:01.852235] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:01.852294] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:01.910458] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:01.911331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:01.911419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:01.911452] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:02.041208] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:02.041394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:02.041436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:02.041466] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:02.045383] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: UP (p=70.04%)
[2026-02-13T20:21:02.045733] [INFO ] [FORECASTER] Completed predict_future for EIC
[2026-02-13T20:21:02.045885] [INFO ] [sig       ] EIC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:02.190054] [INFO ] [LOCAL     ] Saved forecast: EIC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EIC.txt
[2026-02-13T20:21:02.190232] [INFO ] [sig       ] [1012/3406] Completed EIC in 0.4s | 2.83 sym/s | Total: 6.0m | ETA: 14.1m
[2026-02-13T20:21:02.190274] [INFO ] [sig       ] [1013/3406] Forecasting EIG...
[2026-02-13T20:21:02.190304] [INFO ] [sig       ] Generating forecast for: EIG
[2026-02-13T20:21:02.190335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2026-02-13T20:21:02.202188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2026-02-13T20:21:02.202640] [INFO ] [FORECASTER] Starting predict_future for EIG
[2026-02-13T20:21:02.203481] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2026-02-13T20:21:02.203537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:02.203570] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:02.203616] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:02.203675] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:02.265765] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:02.266699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:02.266804] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:02.266840] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:02.390755] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:02.390925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:02.390964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:02.390993] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:02.394456] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=19.20%)
[2026-02-13T20:21:02.394769] [INFO ] [FORECASTER] Completed predict_future for EIG
[2026-02-13T20:21:02.394902] [INFO ] [sig       ] EIG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:02.532677] [INFO ] [LOCAL     ] Saved forecast: EIG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EIG.txt
[2026-02-13T20:21:02.532831] [INFO ] [sig       ] [1013/3406] Completed EIG in 0.3s | 2.83 sym/s | Total: 6.0m | ETA: 14.1m
[2026-02-13T20:21:02.532871] [INFO ] [sig       ] [1014/3406] Forecasting EIX...
[2026-02-13T20:21:02.532902] [INFO ] [sig       ] Generating forecast for: EIX
[2026-02-13T20:21:02.532932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2026-02-13T20:21:02.544427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2026-02-13T20:21:02.544851] [INFO ] [FORECASTER] Starting predict_future for EIX
[2026-02-13T20:21:02.545697] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2026-02-13T20:21:02.545752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:02.545784] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:02.545810] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:02.545866] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:02.606722] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:02.607884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:02.608170] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:02.608219] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:02.737115] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:02.737312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:02.737358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:02.737388] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:02.741132] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: DOWN (p=39.89%)
[2026-02-13T20:21:02.741439] [INFO ] [FORECASTER] Completed predict_future for EIX
[2026-02-13T20:21:02.741588] [INFO ] [sig       ] EIX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:02.880157] [INFO ] [LOCAL     ] Saved forecast: EIX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EIX.txt
[2026-02-13T20:21:02.880306] [INFO ] [sig       ] [1014/3406] Completed EIX in 0.3s | 2.83 sym/s | Total: 6.0m | ETA: 14.1m
[2026-02-13T20:21:02.880347] [INFO ] [sig       ] [1015/3406] Forecasting EL...
[2026-02-13T20:21:02.880378] [INFO ] [sig       ] Generating forecast for: EL
[2026-02-13T20:21:02.880409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2026-02-13T20:21:02.891916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EL'.
[2026-02-13T20:21:02.892270] [INFO ] [FORECASTER] Starting predict_future for EL
[2026-02-13T20:21:02.893106] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2026-02-13T20:21:02.893159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:02.893190] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:02.893216] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:02.893272] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:02.953041] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:02.953780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:02.953861] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:02.953896] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:03.090468] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:03.090642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:03.090684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:03.090712] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:03.094263] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=19.10%)
[2026-02-13T20:21:03.094546] [INFO ] [FORECASTER] Completed predict_future for EL
[2026-02-13T20:21:03.094693] [INFO ] [sig       ] EL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:03.238707] [INFO ] [LOCAL     ] Saved forecast: EL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EL.txt
[2026-02-13T20:21:03.238881] [INFO ] [sig       ] [1015/3406] Completed EL in 0.4s | 2.83 sym/s | Total: 6.0m | ETA: 14.1m
[2026-02-13T20:21:03.238957] [INFO ] [sig       ] [1016/3406] Forecasting ELAB...
[2026-02-13T20:21:03.238992] [INFO ] [sig       ] Generating forecast for: ELAB
[2026-02-13T20:21:03.239034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2026-02-13T20:21:03.250062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2026-02-13T20:21:03.250442] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2026-02-13T20:21:03.251375] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2026-02-13T20:21:03.251432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:03.251467] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:03.251495] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:03.251554] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:03.310340] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:03.311252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:03.311339] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:03.311374] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:03.435510] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:03.435704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:03.435751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:03.435782] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:03.439498] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: DOWN (p=7.97%)
[2026-02-13T20:21:03.439826] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2026-02-13T20:21:03.439966] [INFO ] [sig       ] ELAB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:03.580929] [INFO ] [LOCAL     ] Saved forecast: ELAB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ELAB.txt
[2026-02-13T20:21:03.581098] [INFO ] [sig       ] [1016/3406] Completed ELAB in 0.3s | 2.83 sym/s | Total: 6.0m | ETA: 14.1m
[2026-02-13T20:21:03.581142] [INFO ] [sig       ] [1017/3406] Forecasting ELAN...
[2026-02-13T20:21:03.581173] [INFO ] [sig       ] Generating forecast for: ELAN
[2026-02-13T20:21:03.581203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2026-02-13T20:21:03.592895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2026-02-13T20:21:03.593276] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2026-02-13T20:21:03.594090] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2026-02-13T20:21:03.594143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:03.594175] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:03.594202] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:03.594258] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:03.650256] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:03.651139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:03.651230] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:03.651262] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:03.776714] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:03.776871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:03.776911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:03.776938] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:03.780394] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2026-02-13T20:21:03.780713] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2026-02-13T20:21:03.780843] [INFO ] [sig       ] ELAN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:03.918381] [INFO ] [LOCAL     ] Saved forecast: ELAN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ELAN.txt
[2026-02-13T20:21:03.918531] [INFO ] [sig       ] [1017/3406] Completed ELAN in 0.3s | 2.83 sym/s | Total: 6.0m | ETA: 14.1m
[2026-02-13T20:21:03.918593] [INFO ] [sig       ] [1018/3406] Forecasting ELC...
[2026-02-13T20:21:03.918628] [INFO ] [sig       ] Generating forecast for: ELC
[2026-02-13T20:21:03.918661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2026-02-13T20:21:03.929499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2026-02-13T20:21:03.929868] [INFO ] [FORECASTER] Starting predict_future for ELC
[2026-02-13T20:21:03.930677] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2026-02-13T20:21:03.930730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:03.930760] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:03.930787] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:03.930843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:03.988827] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:03.989726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:03.989813] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:03.989847] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:04.109527] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:04.109710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:04.109751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:04.109782] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:04.113288] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: UP (p=67.39%)
[2026-02-13T20:21:04.113595] [INFO ] [FORECASTER] Completed predict_future for ELC
[2026-02-13T20:21:04.113731] [INFO ] [sig       ] ELC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:04.264101] [INFO ] [LOCAL     ] Saved forecast: ELC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ELC.txt
[2026-02-13T20:21:04.264476] [INFO ] [sig       ] [1018/3406] Completed ELC in 0.3s | 2.83 sym/s | Total: 6.0m | ETA: 14.1m
[2026-02-13T20:21:04.264517] [INFO ] [sig       ] [1019/3406] Forecasting ELDN...
[2026-02-13T20:21:04.264547] [INFO ] [sig       ] Generating forecast for: ELDN
[2026-02-13T20:21:04.264595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2026-02-13T20:21:04.276755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2026-02-13T20:21:04.277126] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2026-02-13T20:21:04.278034] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2026-02-13T20:21:04.278090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:04.278122] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:04.278178] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:04.278250] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:04.339255] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:04.339987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:04.340070] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:04.340104] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:04.461448] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:04.461597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:04.461656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:04.461686] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:04.465148] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2026-02-13T20:21:04.465631] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2026-02-13T20:21:04.465762] [INFO ] [sig       ] ELDN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:04.608119] [INFO ] [LOCAL     ] Saved forecast: ELDN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ELDN.txt
[2026-02-13T20:21:04.608275] [INFO ] [sig       ] [1019/3406] Completed ELDN in 0.3s | 2.83 sym/s | Total: 6.0m | ETA: 14.1m
[2026-02-13T20:21:04.608316] [INFO ] [sig       ] [1020/3406] Forecasting ELF...
[2026-02-13T20:21:04.608347] [INFO ] [sig       ] Generating forecast for: ELF
[2026-02-13T20:21:04.608378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2026-02-13T20:21:04.623173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2026-02-13T20:21:04.623513] [INFO ] [FORECASTER] Starting predict_future for ELF
[2026-02-13T20:21:04.624308] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2026-02-13T20:21:04.624360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:04.624391] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:04.624418] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:04.624475] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:04.682958] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:04.683811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:04.683889] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:04.683922] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:04.808855] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:04.809007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:04.809047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:04.809076] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:04.812500] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=70.58%)
[2026-02-13T20:21:04.812795] [INFO ] [FORECASTER] Completed predict_future for ELF
[2026-02-13T20:21:04.812923] [INFO ] [sig       ] ELF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:04.955738] [INFO ] [LOCAL     ] Saved forecast: ELF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ELF.txt
[2026-02-13T20:21:04.955928] [INFO ] [sig       ] [1020/3406] Completed ELF in 0.3s | 2.83 sym/s | Total: 6.0m | ETA: 14.0m
[2026-02-13T20:21:04.955986] [INFO ] [sig       ] [1021/3406] Forecasting ELME...
[2026-02-13T20:21:04.956019] [INFO ] [sig       ] Generating forecast for: ELME
[2026-02-13T20:21:04.956052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2026-02-13T20:21:04.967604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2026-02-13T20:21:04.967954] [INFO ] [FORECASTER] Starting predict_future for ELME
[2026-02-13T20:21:04.968776] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2026-02-13T20:21:04.968830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:04.968863] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:04.968893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:04.968953] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:05.027694] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:05.028777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:05.028861] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:05.028894] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:05.158668] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:05.158820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:05.158865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:05.158894] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:05.162434] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=55.29%)
[2026-02-13T20:21:05.162741] [INFO ] [FORECASTER] Completed predict_future for ELME
[2026-02-13T20:21:05.162876] [INFO ] [sig       ] ELME: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:05.302096] [INFO ] [LOCAL     ] Saved forecast: ELME	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ELME.txt
[2026-02-13T20:21:05.302223] [INFO ] [sig       ] [1021/3406] Completed ELME in 0.3s | 2.83 sym/s | Total: 6.0m | ETA: 14.0m
[2026-02-13T20:21:05.302261] [INFO ] [sig       ] [1022/3406] Forecasting ELS...
[2026-02-13T20:21:05.302291] [INFO ] [sig       ] Generating forecast for: ELS
[2026-02-13T20:21:05.302322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2026-02-13T20:21:05.313296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELS'.
[2026-02-13T20:21:05.313654] [INFO ] [FORECASTER] Starting predict_future for ELS
[2026-02-13T20:21:05.314436] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2026-02-13T20:21:05.314488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:05.314519] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:05.314544] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:05.314625] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:05.372160] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:05.372924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:05.373008] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:05.373043] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:05.488845] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:05.488974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:05.489013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:05.489041] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:05.492475] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=25.39%)
[2026-02-13T20:21:05.492773] [INFO ] [FORECASTER] Completed predict_future for ELS
[2026-02-13T20:21:05.492903] [INFO ] [sig       ] ELS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:05.633988] [INFO ] [LOCAL     ] Saved forecast: ELS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ELS.txt
[2026-02-13T20:21:05.634116] [INFO ] [sig       ] [1022/3406] Completed ELS in 0.3s | 2.83 sym/s | Total: 6.0m | ETA: 14.0m
[2026-02-13T20:21:05.634156] [INFO ] [sig       ] [1023/3406] Forecasting ELTX...
[2026-02-13T20:21:05.634187] [INFO ] [sig       ] Generating forecast for: ELTX
[2026-02-13T20:21:05.634217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2026-02-13T20:21:05.644993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2026-02-13T20:21:05.645361] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2026-02-13T20:21:05.646158] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2026-02-13T20:21:05.646211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:05.646258] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:05.646285] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:05.646341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:05.706390] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:05.707457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:05.707547] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:05.707613] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:05.821177] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:05.821329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:05.821368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:05.821396] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:05.824841] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2026-02-13T20:21:05.825125] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2026-02-13T20:21:05.825250] [INFO ] [sig       ] ELTX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:05.965848] [INFO ] [LOCAL     ] Saved forecast: ELTX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ELTX.txt
[2026-02-13T20:21:05.965976] [INFO ] [sig       ] [1023/3406] Completed ELTX in 0.3s | 2.83 sym/s | Total: 6.0m | ETA: 14.0m
[2026-02-13T20:21:05.966015] [INFO ] [sig       ] [1024/3406] Forecasting ELVA...
[2026-02-13T20:21:05.966046] [INFO ] [sig       ] Generating forecast for: ELVA
[2026-02-13T20:21:05.966075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2026-02-13T20:21:05.978685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2026-02-13T20:21:05.979036] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2026-02-13T20:21:05.980061] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2026-02-13T20:21:05.980308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:05.980341] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:05.980370] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:05.980448] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:06.041428] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:06.042108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:06.042189] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:06.042223] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:06.160808] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:06.160964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:06.161011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:06.161046] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:06.165144] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=11.35%)
[2026-02-13T20:21:06.165419] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2026-02-13T20:21:06.165546] [INFO ] [sig       ] ELVA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:06.307486] [INFO ] [LOCAL     ] Saved forecast: ELVA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ELVA.txt
[2026-02-13T20:21:06.307652] [INFO ] [sig       ] [1024/3406] Completed ELVA in 0.3s | 2.83 sym/s | Total: 6.0m | ETA: 14.0m
[2026-02-13T20:21:06.307695] [INFO ] [sig       ] [1025/3406] Forecasting ELVN...
[2026-02-13T20:21:06.307724] [INFO ] [sig       ] Generating forecast for: ELVN
[2026-02-13T20:21:06.307754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2026-02-13T20:21:06.320207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2026-02-13T20:21:06.320586] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2026-02-13T20:21:06.321542] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2026-02-13T20:21:06.321612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:06.321644] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:06.321671] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:06.321727] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:06.379758] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:06.380391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:06.380470] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:06.380502] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:06.504688] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:06.504898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:06.504939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:06.504972] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:06.508746] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: DOWN (p=14.72%)
[2026-02-13T20:21:06.509034] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2026-02-13T20:21:06.509160] [INFO ] [sig       ] ELVN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:06.648179] [INFO ] [LOCAL     ] Saved forecast: ELVN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ELVN.txt
[2026-02-13T20:21:06.648304] [INFO ] [sig       ] [1025/3406] Completed ELVN in 0.3s | 2.83 sym/s | Total: 6.0m | ETA: 14.0m
[2026-02-13T20:21:06.648345] [INFO ] [sig       ] [1026/3406] Forecasting EM...
[2026-02-13T20:21:06.648376] [INFO ] [sig       ] Generating forecast for: EM
[2026-02-13T20:21:06.648410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2026-02-13T20:21:06.660832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2026-02-13T20:21:06.661481] [INFO ] [FORECASTER] Starting predict_future for EM
[2026-02-13T20:21:06.662645] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2026-02-13T20:21:06.662701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:06.662734] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:06.662762] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:06.662822] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:06.723015] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:06.724096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:06.724193] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:06.724231] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:06.845098] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:06.845272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:06.845315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:06.845344] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:06.848966] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: UP (p=82.65%)
[2026-02-13T20:21:06.849279] [INFO ] [FORECASTER] Completed predict_future for EM
[2026-02-13T20:21:06.849418] [INFO ] [sig       ] EM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:07.000912] [INFO ] [LOCAL     ] Saved forecast: EM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EM.txt
[2026-02-13T20:21:07.001073] [INFO ] [sig       ] [1026/3406] Completed EM in 0.4s | 2.83 sym/s | Total: 6.0m | ETA: 14.0m
[2026-02-13T20:21:07.001115] [INFO ] [sig       ] [1027/3406] Forecasting EMB...
[2026-02-13T20:21:07.001152] [INFO ] [sig       ] Generating forecast for: EMB
[2026-02-13T20:21:07.001184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2026-02-13T20:21:07.012196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2026-02-13T20:21:07.012564] [INFO ] [FORECASTER] Starting predict_future for EMB
[2026-02-13T20:21:07.013389] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2026-02-13T20:21:07.013443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:07.013477] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:07.013504] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:07.013564] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:07.072794] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:07.073723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:07.073810] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:07.073845] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:07.217000] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:07.217196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:07.217251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:07.217290] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:07.221769] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: DOWN (p=29.18%)
[2026-02-13T20:21:07.222183] [INFO ] [FORECASTER] Completed predict_future for EMB
[2026-02-13T20:21:07.222338] [INFO ] [sig       ] EMB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:07.375959] [INFO ] [LOCAL     ] Saved forecast: EMB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EMB.txt
[2026-02-13T20:21:07.376126] [INFO ] [sig       ] [1027/3406] Completed EMB in 0.4s | 2.83 sym/s | Total: 6.0m | ETA: 14.0m
[2026-02-13T20:21:07.376166] [INFO ] [sig       ] [1028/3406] Forecasting EMBC...
[2026-02-13T20:21:07.376197] [INFO ] [sig       ] Generating forecast for: EMBC
[2026-02-13T20:21:07.376227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2026-02-13T20:21:07.389245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2026-02-13T20:21:07.389708] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2026-02-13T20:21:07.390550] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2026-02-13T20:21:07.390651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:07.390699] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:07.390756] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:07.390820] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:07.450623] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:07.451535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:07.451643] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:07.451679] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:07.584721] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:07.584901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:07.584942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:07.584972] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:07.588550] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=18.85%)
[2026-02-13T20:21:07.588861] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2026-02-13T20:21:07.589010] [INFO ] [sig       ] EMBC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:07.732588] [INFO ] [LOCAL     ] Saved forecast: EMBC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EMBC.txt
[2026-02-13T20:21:07.732749] [INFO ] [sig       ] [1028/3406] Completed EMBC in 0.4s | 2.83 sym/s | Total: 6.1m | ETA: 14.0m
[2026-02-13T20:21:07.732788] [INFO ] [sig       ] [1029/3406] Forecasting EMD...
[2026-02-13T20:21:07.732818] [INFO ] [sig       ] Generating forecast for: EMD
[2026-02-13T20:21:07.732850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2026-02-13T20:21:07.744154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMD'.
[2026-02-13T20:21:07.744527] [INFO ] [FORECASTER] Starting predict_future for EMD
[2026-02-13T20:21:07.745570] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2026-02-13T20:21:07.745645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:07.745679] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:07.745708] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:07.745767] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:07.806557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:07.807491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:07.807662] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:07.807702] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:07.935160] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:07.935333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:07.935373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:07.935402] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:07.939028] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2026-02-13T20:21:07.939601] [INFO ] [FORECASTER] Completed predict_future for EMD
[2026-02-13T20:21:07.939758] [INFO ] [sig       ] EMD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:08.106465] [INFO ] [LOCAL     ] Saved forecast: EMD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EMD.txt
[2026-02-13T20:21:08.106636] [INFO ] [sig       ] [1029/3406] Completed EMD in 0.4s | 2.83 sym/s | Total: 6.1m | ETA: 14.0m
[2026-02-13T20:21:08.106678] [INFO ] [sig       ] [1030/3406] Forecasting EMF...
[2026-02-13T20:21:08.106709] [INFO ] [sig       ] Generating forecast for: EMF
[2026-02-13T20:21:08.106740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2026-02-13T20:21:08.118152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2026-02-13T20:21:08.118502] [INFO ] [FORECASTER] Starting predict_future for EMF
[2026-02-13T20:21:08.119303] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2026-02-13T20:21:08.119355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:08.119386] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:08.119412] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:08.119470] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:08.176801] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:08.177822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:08.177916] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:08.177950] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:08.295894] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:08.296059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:08.296100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:08.296148] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:08.299871] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=28.93%)
[2026-02-13T20:21:08.300200] [INFO ] [FORECASTER] Completed predict_future for EMF
[2026-02-13T20:21:08.300334] [INFO ] [sig       ] EMF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:08.464741] [INFO ] [LOCAL     ] Saved forecast: EMF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EMF.txt
[2026-02-13T20:21:08.464900] [INFO ] [sig       ] [1030/3406] Completed EMF in 0.4s | 2.83 sym/s | Total: 6.1m | ETA: 14.0m
[2026-02-13T20:21:08.464940] [INFO ] [sig       ] [1031/3406] Forecasting EMN...
[2026-02-13T20:21:08.464971] [INFO ] [sig       ] Generating forecast for: EMN
[2026-02-13T20:21:08.465002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2026-02-13T20:21:08.476532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2026-02-13T20:21:08.477058] [INFO ] [FORECASTER] Starting predict_future for EMN
[2026-02-13T20:21:08.477920] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2026-02-13T20:21:08.477984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:08.478024] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:08.478057] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:08.478126] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:08.540418] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:08.541337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:08.541422] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:08.541456] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:08.669923] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:08.670090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:08.670130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:08.670159] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:08.673641] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: UP (p=56.80%)
[2026-02-13T20:21:08.673974] [INFO ] [FORECASTER] Completed predict_future for EMN
[2026-02-13T20:21:08.674119] [INFO ] [sig       ] EMN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:08.816982] [INFO ] [LOCAL     ] Saved forecast: EMN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EMN.txt
[2026-02-13T20:21:08.817132] [INFO ] [sig       ] [1031/3406] Completed EMN in 0.4s | 2.83 sym/s | Total: 6.1m | ETA: 14.0m
[2026-02-13T20:21:08.817172] [INFO ] [sig       ] [1032/3406] Forecasting EMO...
[2026-02-13T20:21:08.817203] [INFO ] [sig       ] Generating forecast for: EMO
[2026-02-13T20:21:08.817234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2026-02-13T20:21:08.829605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2026-02-13T20:21:08.829951] [INFO ] [FORECASTER] Starting predict_future for EMO
[2026-02-13T20:21:08.830941] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2026-02-13T20:21:08.830993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:08.831024] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:08.831051] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:08.831107] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:08.887990] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:08.888763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:08.888845] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:08.888893] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:09.001869] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:09.002036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:09.002077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:09.002107] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:09.005773] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=12.84%)
[2026-02-13T20:21:09.006118] [INFO ] [FORECASTER] Completed predict_future for EMO
[2026-02-13T20:21:09.006264] [INFO ] [sig       ] EMO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:09.149098] [INFO ] [LOCAL     ] Saved forecast: EMO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EMO.txt
[2026-02-13T20:21:09.149489] [INFO ] [sig       ] [1032/3406] Completed EMO in 0.3s | 2.83 sym/s | Total: 6.1m | ETA: 14.0m
[2026-02-13T20:21:09.149535] [INFO ] [sig       ] [1033/3406] Forecasting EMXC...
[2026-02-13T20:21:09.149565] [INFO ] [sig       ] Generating forecast for: EMXC
[2026-02-13T20:21:09.149618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2026-02-13T20:21:09.162061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2026-02-13T20:21:09.162679] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2026-02-13T20:21:09.163497] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2026-02-13T20:21:09.163549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:09.163610] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:09.163639] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:09.163695] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:09.224272] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:09.225290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:09.225387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:09.225420] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:09.362213] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:09.362411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:09.362467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:09.362510] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:09.367074] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=84.83%)
[2026-02-13T20:21:09.367508] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2026-02-13T20:21:09.367728] [INFO ] [sig       ] EMXC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:09.533073] [INFO ] [LOCAL     ] Saved forecast: EMXC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EMXC.txt
[2026-02-13T20:21:09.533250] [INFO ] [sig       ] [1033/3406] Completed EMXC in 0.4s | 2.83 sym/s | Total: 6.1m | ETA: 14.0m
[2026-02-13T20:21:09.533288] [INFO ] [sig       ] [1034/3406] Forecasting ENB...
[2026-02-13T20:21:09.533317] [INFO ] [sig       ] Generating forecast for: ENB
[2026-02-13T20:21:09.533348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2026-02-13T20:21:09.547764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2026-02-13T20:21:09.548270] [INFO ] [FORECASTER] Starting predict_future for ENB
[2026-02-13T20:21:09.549377] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2026-02-13T20:21:09.549447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:09.549492] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:09.549533] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:09.549652] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:09.625345] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:09.626424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:09.626520] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:09.626555] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:09.785675] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:09.785833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:09.785875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:09.785906] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:09.789887] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: DOWN (p=32.96%)
[2026-02-13T20:21:09.790242] [INFO ] [FORECASTER] Completed predict_future for ENB
[2026-02-13T20:21:09.790407] [INFO ] [sig       ] ENB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:09.944823] [INFO ] [LOCAL     ] Saved forecast: ENB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ENB.txt
[2026-02-13T20:21:09.944982] [INFO ] [sig       ] [1034/3406] Completed ENB in 0.4s | 2.83 sym/s | Total: 6.1m | ETA: 14.0m
[2026-02-13T20:21:09.945023] [INFO ] [sig       ] [1035/3406] Forecasting ENGN...
[2026-02-13T20:21:09.945052] [INFO ] [sig       ] Generating forecast for: ENGN
[2026-02-13T20:21:09.945083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2026-02-13T20:21:09.956981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2026-02-13T20:21:09.957402] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2026-02-13T20:21:09.958306] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2026-02-13T20:21:09.958361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:09.958394] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:09.958421] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:09.958478] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:10.020003] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:10.020948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:10.021045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:10.021088] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:10.146371] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:10.146534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:10.146594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:10.146626] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:10.150226] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=2.83%)
[2026-02-13T20:21:10.150537] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2026-02-13T20:21:10.150693] [INFO ] [sig       ] ENGN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:10.298326] [INFO ] [LOCAL     ] Saved forecast: ENGN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ENGN.txt
[2026-02-13T20:21:10.298485] [INFO ] [sig       ] [1035/3406] Completed ENGN in 0.4s | 2.83 sym/s | Total: 6.1m | ETA: 14.0m
[2026-02-13T20:21:10.298525] [INFO ] [sig       ] [1036/3406] Forecasting ENIC...
[2026-02-13T20:21:10.298554] [INFO ] [sig       ] Generating forecast for: ENIC
[2026-02-13T20:21:10.298606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2026-02-13T20:21:10.310243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENIC'.
[2026-02-13T20:21:10.310650] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2026-02-13T20:21:10.311534] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2026-02-13T20:21:10.311617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:10.311684] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:10.311713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:10.311773] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:10.372615] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:10.373524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:10.373639] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:10.373676] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:10.504029] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:10.504197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:10.504236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:10.504265] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:10.507964] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=15.64%)
[2026-02-13T20:21:10.508306] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2026-02-13T20:21:10.508443] [INFO ] [sig       ] ENIC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:10.650220] [INFO ] [LOCAL     ] Saved forecast: ENIC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ENIC.txt
[2026-02-13T20:21:10.650371] [INFO ] [sig       ] [1036/3406] Completed ENIC in 0.4s | 2.83 sym/s | Total: 6.1m | ETA: 14.0m
[2026-02-13T20:21:10.650411] [INFO ] [sig       ] [1037/3406] Forecasting ENPH...
[2026-02-13T20:21:10.650442] [INFO ] [sig       ] Generating forecast for: ENPH
[2026-02-13T20:21:10.650472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2026-02-13T20:21:10.662060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2026-02-13T20:21:10.662398] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2026-02-13T20:21:10.663220] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2026-02-13T20:21:10.663272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:10.663304] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:10.663331] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:10.663386] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:10.720019] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:10.720936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:10.721029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:10.721061] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:10.841162] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:10.841332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:10.841372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:10.841400] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:10.844942] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: DOWN (p=0.29%)
[2026-02-13T20:21:10.845261] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2026-02-13T20:21:10.845396] [INFO ] [sig       ] ENPH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:10.988449] [INFO ] [LOCAL     ] Saved forecast: ENPH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ENPH.txt
[2026-02-13T20:21:10.988626] [INFO ] [sig       ] [1037/3406] Completed ENPH in 0.3s | 2.83 sym/s | Total: 6.1m | ETA: 13.9m
[2026-02-13T20:21:10.988669] [INFO ] [sig       ] [1038/3406] Forecasting ENS...
[2026-02-13T20:21:10.988700] [INFO ] [sig       ] Generating forecast for: ENS
[2026-02-13T20:21:10.988744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2026-02-13T20:21:11.000381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2026-02-13T20:21:11.000764] [INFO ] [FORECASTER] Starting predict_future for ENS
[2026-02-13T20:21:11.001550] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2026-02-13T20:21:11.001623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:11.001657] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:11.001683] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:11.001739] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:11.060238] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:11.061153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:11.061239] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:11.061271] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:11.181303] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:11.181467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:11.181509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:11.181539] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:11.185489] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: DOWN (p=30.20%)
[2026-02-13T20:21:11.185804] [INFO ] [FORECASTER] Completed predict_future for ENS
[2026-02-13T20:21:11.185942] [INFO ] [sig       ] ENS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:11.328257] [INFO ] [LOCAL     ] Saved forecast: ENS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ENS.txt
[2026-02-13T20:21:11.328422] [INFO ] [sig       ] [1038/3406] Completed ENS in 0.3s | 2.83 sym/s | Total: 6.1m | ETA: 13.9m
[2026-02-13T20:21:11.328461] [INFO ] [sig       ] [1039/3406] Forecasting ENSG...
[2026-02-13T20:21:11.328492] [INFO ] [sig       ] Generating forecast for: ENSG
[2026-02-13T20:21:11.328524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2026-02-13T20:21:11.340402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2026-02-13T20:21:11.340843] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2026-02-13T20:21:11.341693] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2026-02-13T20:21:11.341747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:11.341784] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:11.341817] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:11.341876] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:11.401112] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:11.402062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:11.402150] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:11.402185] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:11.526660] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:11.526828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:11.526867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:11.526941] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:11.531558] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2026-02-13T20:21:11.531911] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2026-02-13T20:21:11.532058] [INFO ] [sig       ] ENSG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:11.672880] [INFO ] [LOCAL     ] Saved forecast: ENSG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ENSG.txt
[2026-02-13T20:21:11.673050] [INFO ] [sig       ] [1039/3406] Completed ENSG in 0.3s | 2.83 sym/s | Total: 6.1m | ETA: 13.9m
[2026-02-13T20:21:11.673093] [INFO ] [sig       ] [1040/3406] Forecasting ENTA...
[2026-02-13T20:21:11.673124] [INFO ] [sig       ] Generating forecast for: ENTA
[2026-02-13T20:21:11.673155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2026-02-13T20:21:11.686129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2026-02-13T20:21:11.686510] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2026-02-13T20:21:11.687430] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2026-02-13T20:21:11.687486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:11.687520] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:11.687547] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:11.687847] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:11.747835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:11.748780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:11.748872] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:11.748907] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:11.874869] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:11.875034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:11.875075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:11.875106] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:11.878996] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: UP (p=89.24%)
[2026-02-13T20:21:11.879283] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2026-02-13T20:21:11.879415] [INFO ] [sig       ] ENTA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:12.018722] [INFO ] [LOCAL     ] Saved forecast: ENTA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ENTA.txt
[2026-02-13T20:21:12.018891] [INFO ] [sig       ] [1040/3406] Completed ENTA in 0.3s | 2.83 sym/s | Total: 6.1m | ETA: 13.9m
[2026-02-13T20:21:12.018932] [INFO ] [sig       ] [1041/3406] Forecasting ENTG...
[2026-02-13T20:21:12.018961] [INFO ] [sig       ] Generating forecast for: ENTG
[2026-02-13T20:21:12.018993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2026-02-13T20:21:12.030390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTG'.
[2026-02-13T20:21:12.030837] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2026-02-13T20:21:12.031749] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2026-02-13T20:21:12.031804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:12.031838] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:12.031866] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:12.031924] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:12.095855] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:12.096792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:12.096881] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:12.096916] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:12.225504] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:12.225687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:12.225728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:12.225758] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:12.229460] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: DOWN (p=48.99%)
[2026-02-13T20:21:12.229766] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2026-02-13T20:21:12.229898] [INFO ] [sig       ] ENTG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:12.374898] [INFO ] [LOCAL     ] Saved forecast: ENTG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ENTG.txt
[2026-02-13T20:21:12.375073] [INFO ] [sig       ] [1041/3406] Completed ENTG in 0.4s | 2.83 sym/s | Total: 6.1m | ETA: 13.9m
[2026-02-13T20:21:12.375121] [INFO ] [sig       ] [1042/3406] Forecasting ENTX...
[2026-02-13T20:21:12.375157] [INFO ] [sig       ] Generating forecast for: ENTX
[2026-02-13T20:21:12.375194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2026-02-13T20:21:12.385806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2026-02-13T20:21:12.386191] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2026-02-13T20:21:12.387001] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2026-02-13T20:21:12.387058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:12.387097] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:12.387129] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:12.387198] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:12.444297] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:12.445224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:12.445314] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:12.445347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:12.564031] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:12.564197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:12.564236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:12.564264] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:12.567721] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=17.15%)
[2026-02-13T20:21:12.568009] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2026-02-13T20:21:12.568138] [INFO ] [sig       ] ENTX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:12.707698] [INFO ] [LOCAL     ] Saved forecast: ENTX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ENTX.txt
[2026-02-13T20:21:12.707863] [INFO ] [sig       ] [1042/3406] Completed ENTX in 0.3s | 2.83 sym/s | Total: 6.1m | ETA: 13.9m
[2026-02-13T20:21:12.707902] [INFO ] [sig       ] [1043/3406] Forecasting ENVA...
[2026-02-13T20:21:12.707932] [INFO ] [sig       ] Generating forecast for: ENVA
[2026-02-13T20:21:12.707963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2026-02-13T20:21:12.719220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2026-02-13T20:21:12.719616] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2026-02-13T20:21:12.720430] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2026-02-13T20:21:12.720484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:12.720517] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:12.720544] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:12.720642] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:12.778593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:12.779499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:12.779605] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:12.779643] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:12.895135] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:12.895301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:12.895341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:12.895371] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:12.898860] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=87.06%)
[2026-02-13T20:21:12.899156] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2026-02-13T20:21:12.899288] [INFO ] [sig       ] ENVA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:13.041635] [INFO ] [LOCAL     ] Saved forecast: ENVA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ENVA.txt
[2026-02-13T20:21:13.041794] [INFO ] [sig       ] [1043/3406] Completed ENVA in 0.3s | 2.83 sym/s | Total: 6.1m | ETA: 13.9m
[2026-02-13T20:21:13.041834] [INFO ] [sig       ] [1044/3406] Forecasting ENVB...
[2026-02-13T20:21:13.041863] [INFO ] [sig       ] Generating forecast for: ENVB
[2026-02-13T20:21:13.041895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2026-02-13T20:21:13.053134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVB'.
[2026-02-13T20:21:13.053530] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2026-02-13T20:21:13.054353] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2026-02-13T20:21:13.054406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:13.054437] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:13.054464] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:13.054519] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:13.113352] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:13.114301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:13.114390] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:13.114423] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:13.238431] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:13.238617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:13.238659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:13.238687] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:13.242105] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: DOWN (p=41.32%)
[2026-02-13T20:21:13.242388] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2026-02-13T20:21:13.242519] [INFO ] [sig       ] ENVB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:13.383278] [INFO ] [LOCAL     ] Saved forecast: ENVB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ENVB.txt
[2026-02-13T20:21:13.383448] [INFO ] [sig       ] [1044/3406] Completed ENVB in 0.3s | 2.83 sym/s | Total: 6.1m | ETA: 13.9m
[2026-02-13T20:21:13.383488] [INFO ] [sig       ] [1045/3406] Forecasting ENVX...
[2026-02-13T20:21:13.383516] [INFO ] [sig       ] Generating forecast for: ENVX
[2026-02-13T20:21:13.383547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2026-02-13T20:21:13.395488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2026-02-13T20:21:13.395906] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2026-02-13T20:21:13.396771] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2026-02-13T20:21:13.396825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:13.396858] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:13.396885] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:13.396957] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:13.455966] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:13.456937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:13.457024] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:13.457060] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:13.582099] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:13.582265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:13.582307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:13.582335] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:13.585987] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: UP (p=65.74%)
[2026-02-13T20:21:13.586325] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2026-02-13T20:21:13.586463] [INFO ] [sig       ] ENVX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:13.733690] [INFO ] [LOCAL     ] Saved forecast: ENVX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ENVX.txt
[2026-02-13T20:21:13.733858] [INFO ] [sig       ] [1045/3406] Completed ENVX in 0.4s | 2.83 sym/s | Total: 6.2m | ETA: 13.9m
[2026-02-13T20:21:13.733907] [INFO ] [sig       ] [1046/3406] Forecasting EOD...
[2026-02-13T20:21:13.733938] [INFO ] [sig       ] Generating forecast for: EOD
[2026-02-13T20:21:13.733970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2026-02-13T20:21:13.745929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOD'.
[2026-02-13T20:21:13.746337] [INFO ] [FORECASTER] Starting predict_future for EOD
[2026-02-13T20:21:13.747551] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2026-02-13T20:21:13.747675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:13.747714] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:13.747743] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:13.747800] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:13.809867] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:13.810813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:13.810957] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:13.810993] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:13.935027] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:13.935195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:13.935238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:13.935269] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:13.939710] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: UP (p=75.00%)
[2026-02-13T20:21:13.940022] [INFO ] [FORECASTER] Completed predict_future for EOD
[2026-02-13T20:21:13.940159] [INFO ] [sig       ] EOD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:14.086047] [INFO ] [LOCAL     ] Saved forecast: EOD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EOD.txt
[2026-02-13T20:21:14.086204] [INFO ] [sig       ] [1046/3406] Completed EOD in 0.4s | 2.83 sym/s | Total: 6.2m | ETA: 13.9m
[2026-02-13T20:21:14.086244] [INFO ] [sig       ] [1047/3406] Forecasting EOG...
[2026-02-13T20:21:14.086276] [INFO ] [sig       ] Generating forecast for: EOG
[2026-02-13T20:21:14.086306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2026-02-13T20:21:14.097984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOG'.
[2026-02-13T20:21:14.098395] [INFO ] [FORECASTER] Starting predict_future for EOG
[2026-02-13T20:21:14.099712] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2026-02-13T20:21:14.099803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:14.099838] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:14.099865] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:14.099923] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:14.164125] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:14.165277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:14.165366] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:14.165401] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:14.286391] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:14.286553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:14.286618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:14.286648] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:14.290307] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: DOWN (p=14.82%)
[2026-02-13T20:21:14.290702] [INFO ] [FORECASTER] Completed predict_future for EOG
[2026-02-13T20:21:14.290848] [INFO ] [sig       ] EOG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:14.497714] [INFO ] [LOCAL     ] Saved forecast: EOG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EOG.txt
[2026-02-13T20:21:14.497878] [INFO ] [sig       ] [1047/3406] Completed EOG in 0.4s | 2.83 sym/s | Total: 6.2m | ETA: 13.9m
[2026-02-13T20:21:14.497917] [INFO ] [sig       ] [1048/3406] Forecasting EOI...
[2026-02-13T20:21:14.497946] [INFO ] [sig       ] Generating forecast for: EOI
[2026-02-13T20:21:14.497977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2026-02-13T20:21:14.509827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2026-02-13T20:21:14.510197] [INFO ] [FORECASTER] Starting predict_future for EOI
[2026-02-13T20:21:14.511038] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2026-02-13T20:21:14.511091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:14.511123] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:14.511149] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:14.511206] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:14.568818] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:14.569711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:14.569794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:14.569827] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:14.692340] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:14.692502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:14.692543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:14.692593] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:14.696175] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=47.40%)
[2026-02-13T20:21:14.696475] [INFO ] [FORECASTER] Completed predict_future for EOI
[2026-02-13T20:21:14.696631] [INFO ] [sig       ] EOI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:14.843325] [INFO ] [LOCAL     ] Saved forecast: EOI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EOI.txt
[2026-02-13T20:21:14.843478] [INFO ] [sig       ] [1048/3406] Completed EOI in 0.3s | 2.83 sym/s | Total: 6.2m | ETA: 13.9m
[2026-02-13T20:21:14.843518] [INFO ] [sig       ] [1049/3406] Forecasting EOLS...
[2026-02-13T20:21:14.843547] [INFO ] [sig       ] Generating forecast for: EOLS
[2026-02-13T20:21:14.843605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2026-02-13T20:21:14.855593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOLS'.
[2026-02-13T20:21:14.855927] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2026-02-13T20:21:14.856919] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2026-02-13T20:21:14.856971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:14.857011] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:14.857040] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:14.857119] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:14.915527] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:14.916229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:14.916355] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:14.916390] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:15.036686] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:15.036830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:15.036869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:15.036899] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:15.040426] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=47.79%)
[2026-02-13T20:21:15.040728] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2026-02-13T20:21:15.040873] [INFO ] [sig       ] EOLS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:15.182709] [INFO ] [LOCAL     ] Saved forecast: EOLS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EOLS.txt
[2026-02-13T20:21:15.182869] [INFO ] [sig       ] [1049/3406] Completed EOLS in 0.3s | 2.83 sym/s | Total: 6.2m | ETA: 13.9m
[2026-02-13T20:21:15.182915] [INFO ] [sig       ] [1050/3406] Forecasting EOS...
[2026-02-13T20:21:15.182946] [INFO ] [sig       ] Generating forecast for: EOS
[2026-02-13T20:21:15.182978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2026-02-13T20:21:15.195040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2026-02-13T20:21:15.195345] [INFO ] [FORECASTER] Starting predict_future for EOS
[2026-02-13T20:21:15.196141] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2026-02-13T20:21:15.196192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:15.196225] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:15.196252] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:15.196308] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:15.254929] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:15.255545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:15.255642] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:15.255675] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:15.378426] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:15.378600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:15.378642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:15.378671] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:15.382133] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: DOWN (p=49.81%)
[2026-02-13T20:21:15.382411] [INFO ] [FORECASTER] Completed predict_future for EOS
[2026-02-13T20:21:15.382536] [INFO ] [sig       ] EOS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:15.531757] [INFO ] [LOCAL     ] Saved forecast: EOS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EOS.txt
[2026-02-13T20:21:15.532079] [INFO ] [sig       ] [1050/3406] Completed EOS in 0.3s | 2.83 sym/s | Total: 6.2m | ETA: 13.9m
[2026-02-13T20:21:15.532152] [INFO ] [sig       ] [1051/3406] Forecasting EOSE...
[2026-02-13T20:21:15.532199] [INFO ] [sig       ] Generating forecast for: EOSE
[2026-02-13T20:21:15.532236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2026-02-13T20:21:15.549409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2026-02-13T20:21:15.549794] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2026-02-13T20:21:15.550842] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2026-02-13T20:21:15.550895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:15.550925] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:15.550951] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:15.551005] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:15.610743] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:15.611642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:15.611798] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:15.611835] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:15.733944] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:15.734092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:15.734143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:15.734172] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:15.738442] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=3.94%)
[2026-02-13T20:21:15.738753] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2026-02-13T20:21:15.738882] [INFO ] [sig       ] EOSE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:15.881868] [INFO ] [LOCAL     ] Saved forecast: EOSE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EOSE.txt
[2026-02-13T20:21:15.881993] [INFO ] [sig       ] [1051/3406] Completed EOSE in 0.3s | 2.83 sym/s | Total: 6.2m | ETA: 13.9m
[2026-02-13T20:21:15.882031] [INFO ] [sig       ] [1052/3406] Forecasting EPAC...
[2026-02-13T20:21:15.882061] [INFO ] [sig       ] Generating forecast for: EPAC
[2026-02-13T20:21:15.882090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2026-02-13T20:21:15.893814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2026-02-13T20:21:15.894134] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2026-02-13T20:21:15.894962] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2026-02-13T20:21:15.895013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:15.895045] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:15.895071] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:15.895127] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:15.954223] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:15.954876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:15.954953] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:15.954987] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:16.073173] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:16.073336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:16.073375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:16.073403] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:16.077475] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=27.69%)
[2026-02-13T20:21:16.077829] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2026-02-13T20:21:16.077965] [INFO ] [sig       ] EPAC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:16.220442] [INFO ] [LOCAL     ] Saved forecast: EPAC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EPAC.txt
[2026-02-13T20:21:16.220600] [INFO ] [sig       ] [1052/3406] Completed EPAC in 0.3s | 2.83 sym/s | Total: 6.2m | ETA: 13.9m
[2026-02-13T20:21:16.220642] [INFO ] [sig       ] [1053/3406] Forecasting EPAM...
[2026-02-13T20:21:16.220672] [INFO ] [sig       ] Generating forecast for: EPAM
[2026-02-13T20:21:16.220702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2026-02-13T20:21:16.234345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2026-02-13T20:21:16.235069] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2026-02-13T20:21:16.236323] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2026-02-13T20:21:16.236389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:16.236525] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:16.236564] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:16.236668] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:16.309489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:16.310411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:16.310499] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:16.310534] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:16.435708] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:16.435871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:16.435913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:16.435944] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:16.439499] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2026-02-13T20:21:16.439832] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2026-02-13T20:21:16.439968] [INFO ] [sig       ] EPAM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:16.591896] [INFO ] [LOCAL     ] Saved forecast: EPAM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EPAM.txt
[2026-02-13T20:21:16.592029] [INFO ] [sig       ] [1053/3406] Completed EPAM in 0.4s | 2.83 sym/s | Total: 6.2m | ETA: 13.8m
[2026-02-13T20:21:16.592068] [INFO ] [sig       ] [1054/3406] Forecasting EPC...
[2026-02-13T20:21:16.592099] [INFO ] [sig       ] Generating forecast for: EPC
[2026-02-13T20:21:16.592129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2026-02-13T20:21:16.603284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2026-02-13T20:21:16.603639] [INFO ] [FORECASTER] Starting predict_future for EPC
[2026-02-13T20:21:16.604419] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2026-02-13T20:21:16.604471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:16.604502] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:16.604529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:16.604612] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:16.661449] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:16.662163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:16.662247] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:16.662280] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:16.787196] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:16.787365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:16.787432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:16.787464] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:16.790895] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: DOWN (p=4.21%)
[2026-02-13T20:21:16.791169] [INFO ] [FORECASTER] Completed predict_future for EPC
[2026-02-13T20:21:16.791295] [INFO ] [sig       ] EPC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:16.930425] [INFO ] [LOCAL     ] Saved forecast: EPC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EPC.txt
[2026-02-13T20:21:16.930586] [INFO ] [sig       ] [1054/3406] Completed EPC in 0.3s | 2.83 sym/s | Total: 6.2m | ETA: 13.8m
[2026-02-13T20:21:16.930629] [INFO ] [sig       ] [1055/3406] Forecasting EPD...
[2026-02-13T20:21:16.930660] [INFO ] [sig       ] Generating forecast for: EPD
[2026-02-13T20:21:16.930689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2026-02-13T20:21:16.941663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPD'.
[2026-02-13T20:21:16.942019] [INFO ] [FORECASTER] Starting predict_future for EPD
[2026-02-13T20:21:16.942827] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2026-02-13T20:21:16.942879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:16.942911] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:16.942937] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:16.942993] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:17.003453] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:17.004408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:17.004497] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:17.004531] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:17.137761] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:17.137920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:17.137961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:17.137991] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:17.141604] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: DOWN (p=48.59%)
[2026-02-13T20:21:17.141916] [INFO ] [FORECASTER] Completed predict_future for EPD
[2026-02-13T20:21:17.142077] [INFO ] [sig       ] EPD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:17.293413] [INFO ] [LOCAL     ] Saved forecast: EPD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EPD.txt
[2026-02-13T20:21:17.293564] [INFO ] [sig       ] [1055/3406] Completed EPD in 0.4s | 2.83 sym/s | Total: 6.2m | ETA: 13.8m
[2026-02-13T20:21:17.293625] [INFO ] [sig       ] [1056/3406] Forecasting EPSN...
[2026-02-13T20:21:17.293657] [INFO ] [sig       ] Generating forecast for: EPSN
[2026-02-13T20:21:17.293688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2026-02-13T20:21:17.305785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2026-02-13T20:21:17.306123] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2026-02-13T20:21:17.306918] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2026-02-13T20:21:17.306971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:17.307003] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:17.307029] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:17.307084] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:17.366216] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:17.367128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:17.367215] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:17.367249] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:17.493771] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:17.493930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:17.493969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:17.494053] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:17.497797] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2026-02-13T20:21:17.498074] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2026-02-13T20:21:17.498210] [INFO ] [sig       ] EPSN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:17.643474] [INFO ] [LOCAL     ] Saved forecast: EPSN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EPSN.txt
[2026-02-13T20:21:17.643688] [INFO ] [sig       ] [1056/3406] Completed EPSN in 0.4s | 2.83 sym/s | Total: 6.2m | ETA: 13.8m
[2026-02-13T20:21:17.643766] [INFO ] [sig       ] [1057/3406] Forecasting EQBK...
[2026-02-13T20:21:17.643801] [INFO ] [sig       ] Generating forecast for: EQBK
[2026-02-13T20:21:17.643832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2026-02-13T20:21:17.657388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2026-02-13T20:21:17.657895] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2026-02-13T20:21:17.658842] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2026-02-13T20:21:17.658903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:17.658936] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:17.658964] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:17.659038] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:17.720355] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:17.721292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:17.721379] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:17.721423] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:17.851533] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:17.851712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:17.851755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:17.851784] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:17.855510] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: UP (p=68.14%)
[2026-02-13T20:21:17.855873] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2026-02-13T20:21:17.856027] [INFO ] [sig       ] EQBK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:18.004980] [INFO ] [LOCAL     ] Saved forecast: EQBK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EQBK.txt
[2026-02-13T20:21:18.005139] [INFO ] [sig       ] [1057/3406] Completed EQBK in 0.4s | 2.83 sym/s | Total: 6.2m | ETA: 13.8m
[2026-02-13T20:21:18.005191] [INFO ] [sig       ] [1058/3406] Forecasting EQH...
[2026-02-13T20:21:18.005225] [INFO ] [sig       ] Generating forecast for: EQH
[2026-02-13T20:21:18.005257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2026-02-13T20:21:18.016615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2026-02-13T20:21:18.016955] [INFO ] [FORECASTER] Starting predict_future for EQH
[2026-02-13T20:21:18.017798] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2026-02-13T20:21:18.017852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:18.017900] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:18.017929] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:18.017987] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:18.077766] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:18.078671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:18.078768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:18.078807] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:18.209243] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:18.209407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:18.209452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:18.209482] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:18.213036] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: DOWN (p=19.70%)
[2026-02-13T20:21:18.213381] [INFO ] [FORECASTER] Completed predict_future for EQH
[2026-02-13T20:21:18.213533] [INFO ] [sig       ] EQH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:18.364065] [INFO ] [LOCAL     ] Saved forecast: EQH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EQH.txt
[2026-02-13T20:21:18.364242] [INFO ] [sig       ] [1058/3406] Completed EQH in 0.4s | 2.83 sym/s | Total: 6.2m | ETA: 13.8m
[2026-02-13T20:21:18.364286] [INFO ] [sig       ] [1059/3406] Forecasting EQIX...
[2026-02-13T20:21:18.364317] [INFO ] [sig       ] Generating forecast for: EQIX
[2026-02-13T20:21:18.364348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2026-02-13T20:21:18.376606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2026-02-13T20:21:18.377043] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2026-02-13T20:21:18.377925] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2026-02-13T20:21:18.377981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:18.378014] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:18.378040] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:18.378096] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:18.440613] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:18.441565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:18.441683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:18.441717] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:18.568893] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:18.569062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:18.569102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:18.569130] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:18.572738] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: DOWN (p=42.38%)
[2026-02-13T20:21:18.573088] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2026-02-13T20:21:18.573235] [INFO ] [sig       ] EQIX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:18.716515] [INFO ] [LOCAL     ] Saved forecast: EQIX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EQIX.txt
[2026-02-13T20:21:18.716681] [INFO ] [sig       ] [1059/3406] Completed EQIX in 0.4s | 2.83 sym/s | Total: 6.2m | ETA: 13.8m
[2026-02-13T20:21:18.716722] [INFO ] [sig       ] [1060/3406] Forecasting ERAS...
[2026-02-13T20:21:18.716753] [INFO ] [sig       ] Generating forecast for: ERAS
[2026-02-13T20:21:18.716783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2026-02-13T20:21:18.728269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2026-02-13T20:21:18.728659] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2026-02-13T20:21:18.729493] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2026-02-13T20:21:18.729545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:18.729604] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:18.729638] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:18.729697] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:18.791264] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:18.792212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:18.792303] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:18.792338] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:18.917561] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:18.917763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:18.917806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:18.917834] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:18.921270] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: UP (p=94.85%)
[2026-02-13T20:21:18.921548] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2026-02-13T20:21:18.921696] [INFO ] [sig       ] ERAS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:19.063855] [INFO ] [LOCAL     ] Saved forecast: ERAS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ERAS.txt
[2026-02-13T20:21:19.064001] [INFO ] [sig       ] [1060/3406] Completed ERAS in 0.3s | 2.83 sym/s | Total: 6.2m | ETA: 13.8m
[2026-02-13T20:21:19.064043] [INFO ] [sig       ] [1061/3406] Forecasting ERIC...
[2026-02-13T20:21:19.064072] [INFO ] [sig       ] Generating forecast for: ERIC
[2026-02-13T20:21:19.064100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2026-02-13T20:21:19.075537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2026-02-13T20:21:19.075876] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2026-02-13T20:21:19.076675] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2026-02-13T20:21:19.076728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:19.076759] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:19.076785] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:19.076842] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:19.134845] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:19.135622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:19.135705] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:19.135738] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:19.268060] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:19.268226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:19.268266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:19.268293] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:19.271985] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: DOWN (p=27.20%)
[2026-02-13T20:21:19.272295] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2026-02-13T20:21:19.272640] [INFO ] [sig       ] ERIC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:19.419808] [INFO ] [LOCAL     ] Saved forecast: ERIC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ERIC.txt
[2026-02-13T20:21:19.419971] [INFO ] [sig       ] [1061/3406] Completed ERIC in 0.4s | 2.83 sym/s | Total: 6.2m | ETA: 13.8m
[2026-02-13T20:21:19.420031] [INFO ] [sig       ] [1062/3406] Forecasting ERIE...
[2026-02-13T20:21:19.420065] [INFO ] [sig       ] Generating forecast for: ERIE
[2026-02-13T20:21:19.420096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2026-02-13T20:21:19.431795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2026-02-13T20:21:19.432181] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2026-02-13T20:21:19.433000] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2026-02-13T20:21:19.433052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:19.433084] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:19.433110] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:19.433167] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:19.490631] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:19.491522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:19.491625] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:19.491661] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:19.619658] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:19.619830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:19.619871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:19.619899] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:19.623663] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: UP (p=51.75%)
[2026-02-13T20:21:19.624053] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2026-02-13T20:21:19.624206] [INFO ] [sig       ] ERIE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:19.767407] [INFO ] [LOCAL     ] Saved forecast: ERIE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ERIE.txt
[2026-02-13T20:21:19.767801] [INFO ] [sig       ] [1062/3406] Completed ERIE in 0.3s | 2.83 sym/s | Total: 6.3m | ETA: 13.8m
[2026-02-13T20:21:19.767839] [INFO ] [sig       ] [1063/3406] Forecasting ERII...
[2026-02-13T20:21:19.767870] [INFO ] [sig       ] Generating forecast for: ERII
[2026-02-13T20:21:19.767898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2026-02-13T20:21:19.781340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2026-02-13T20:21:19.781765] [INFO ] [FORECASTER] Starting predict_future for ERII
[2026-02-13T20:21:19.782635] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2026-02-13T20:21:19.782689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:19.782721] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:19.782748] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:19.782805] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:19.842377] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:19.843390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:19.843550] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:19.843620] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:19.979565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:19.979752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:19.979796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:19.979825] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:19.984477] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: DOWN (p=49.61%)
[2026-02-13T20:21:19.985092] [INFO ] [FORECASTER] Completed predict_future for ERII
[2026-02-13T20:21:19.985286] [INFO ] [sig       ] ERII: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:20.144342] [INFO ] [LOCAL     ] Saved forecast: ERII	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ERII.txt
[2026-02-13T20:21:20.144564] [INFO ] [sig       ] [1063/3406] Completed ERII in 0.4s | 2.83 sym/s | Total: 6.3m | ETA: 13.8m
[2026-02-13T20:21:20.144644] [INFO ] [sig       ] [1064/3406] Forecasting ERO...
[2026-02-13T20:21:20.144678] [INFO ] [sig       ] Generating forecast for: ERO
[2026-02-13T20:21:20.144710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2026-02-13T20:21:20.160313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2026-02-13T20:21:20.160858] [INFO ] [FORECASTER] Starting predict_future for ERO
[2026-02-13T20:21:20.162079] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2026-02-13T20:21:20.162154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:20.162206] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:20.162248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:20.162338] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:20.234811] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:20.235723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:20.235808] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:20.235842] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:20.359625] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:20.359792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:20.359833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:20.359863] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:20.364060] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: UP (p=86.26%)
[2026-02-13T20:21:20.364421] [INFO ] [FORECASTER] Completed predict_future for ERO
[2026-02-13T20:21:20.364619] [INFO ] [sig       ] ERO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:20.512234] [INFO ] [LOCAL     ] Saved forecast: ERO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ERO.txt
[2026-02-13T20:21:20.512401] [INFO ] [sig       ] [1064/3406] Completed ERO in 0.4s | 2.83 sym/s | Total: 6.3m | ETA: 13.8m
[2026-02-13T20:21:20.512471] [INFO ] [sig       ] [1065/3406] Forecasting ES...
[2026-02-13T20:21:20.512509] [INFO ] [sig       ] Generating forecast for: ES
[2026-02-13T20:21:20.512539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2026-02-13T20:21:20.524166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ES'.
[2026-02-13T20:21:20.524512] [INFO ] [FORECASTER] Starting predict_future for ES
[2026-02-13T20:21:20.525333] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2026-02-13T20:21:20.525392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:20.525424] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:20.525450] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:20.525506] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:20.587463] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:20.588596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:20.588685] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:20.588719] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:20.718466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:20.718645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:20.718686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:20.718730] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:20.722244] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2026-02-13T20:21:20.722541] [INFO ] [FORECASTER] Completed predict_future for ES
[2026-02-13T20:21:20.722693] [INFO ] [sig       ] ES: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:20.873556] [INFO ] [LOCAL     ] Saved forecast: ES	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ES.txt
[2026-02-13T20:21:20.873741] [INFO ] [sig       ] [1065/3406] Completed ES in 0.4s | 2.83 sym/s | Total: 6.3m | ETA: 13.8m
[2026-02-13T20:21:20.873783] [INFO ] [sig       ] [1066/3406] Forecasting ESAB...
[2026-02-13T20:21:20.873813] [INFO ] [sig       ] Generating forecast for: ESAB
[2026-02-13T20:21:20.873844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2026-02-13T20:21:20.886388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2026-02-13T20:21:20.886817] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2026-02-13T20:21:20.887743] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2026-02-13T20:21:20.887797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:20.887831] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:20.887857] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:20.887913] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:20.952827] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:20.953757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:20.953846] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:20.953881] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:21.079946] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:21.080108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:21.080149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:21.080180] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:21.083765] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: UP (p=79.53%)
[2026-02-13T20:21:21.084075] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2026-02-13T20:21:21.084215] [INFO ] [sig       ] ESAB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:21.231043] [INFO ] [LOCAL     ] Saved forecast: ESAB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ESAB.txt
[2026-02-13T20:21:21.231233] [INFO ] [sig       ] [1066/3406] Completed ESAB in 0.4s | 2.83 sym/s | Total: 6.3m | ETA: 13.8m
[2026-02-13T20:21:21.231276] [INFO ] [sig       ] [1067/3406] Forecasting ESCA...
[2026-02-13T20:21:21.231314] [INFO ] [sig       ] Generating forecast for: ESCA
[2026-02-13T20:21:21.231353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2026-02-13T20:21:21.244202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESCA'.
[2026-02-13T20:21:21.244631] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2026-02-13T20:21:21.245443] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2026-02-13T20:21:21.245497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:21.245531] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:21.245559] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:21.245643] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:21.306078] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:21.307179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:21.307261] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:21.307318] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:21.425455] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:21.425638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:21.425682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:21.425712] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:21.429340] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: UP (p=84.31%)
[2026-02-13T20:21:21.429664] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2026-02-13T20:21:21.429825] [INFO ] [sig       ] ESCA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:21.574247] [INFO ] [LOCAL     ] Saved forecast: ESCA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ESCA.txt
[2026-02-13T20:21:21.574410] [INFO ] [sig       ] [1067/3406] Completed ESCA in 0.3s | 2.83 sym/s | Total: 6.3m | ETA: 13.8m
[2026-02-13T20:21:21.574451] [INFO ] [sig       ] [1068/3406] Forecasting ESE...
[2026-02-13T20:21:21.574485] [INFO ] [sig       ] Generating forecast for: ESE
[2026-02-13T20:21:21.574517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2026-02-13T20:21:21.585900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2026-02-13T20:21:21.586283] [INFO ] [FORECASTER] Starting predict_future for ESE
[2026-02-13T20:21:21.587149] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2026-02-13T20:21:21.587203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:21.587235] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:21.587263] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:21.587320] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:21.649434] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:21.650345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:21.650431] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:21.650464] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:21.773056] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:21.773218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:21.773260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:21.773294] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:21.776825] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2026-02-13T20:21:21.777115] [INFO ] [FORECASTER] Completed predict_future for ESE
[2026-02-13T20:21:21.777247] [INFO ] [sig       ] ESE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:21.924055] [INFO ] [LOCAL     ] Saved forecast: ESE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ESE.txt
[2026-02-13T20:21:21.924214] [INFO ] [sig       ] [1068/3406] Completed ESE in 0.3s | 2.83 sym/s | Total: 6.3m | ETA: 13.8m
[2026-02-13T20:21:21.924254] [INFO ] [sig       ] [1069/3406] Forecasting ESEA...
[2026-02-13T20:21:21.924285] [INFO ] [sig       ] Generating forecast for: ESEA
[2026-02-13T20:21:21.924314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2026-02-13T20:21:21.936401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2026-02-13T20:21:21.936791] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2026-02-13T20:21:21.937607] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2026-02-13T20:21:21.937660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:21.937692] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:21.937733] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:21.937791] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:21.999249] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:22.000341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:22.000424] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:22.000457] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:22.120900] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:22.121060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:22.121100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:22.121128] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:22.124568] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: DOWN (p=24.49%)
[2026-02-13T20:21:22.124868] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2026-02-13T20:21:22.124997] [INFO ] [sig       ] ESEA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:22.270960] [INFO ] [LOCAL     ] Saved forecast: ESEA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ESEA.txt
[2026-02-13T20:21:22.271122] [INFO ] [sig       ] [1069/3406] Completed ESEA in 0.3s | 2.83 sym/s | Total: 6.3m | ETA: 13.8m
[2026-02-13T20:21:22.271162] [INFO ] [sig       ] [1070/3406] Forecasting ESGD...
[2026-02-13T20:21:22.271192] [INFO ] [sig       ] Generating forecast for: ESGD
[2026-02-13T20:21:22.271221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2026-02-13T20:21:22.282264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2026-02-13T20:21:22.282665] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2026-02-13T20:21:22.283468] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2026-02-13T20:21:22.283522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:22.283602] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:22.283632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:22.283689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:22.341763] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:22.342666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:22.342749] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:22.342782] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:22.472025] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:22.472188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:22.472229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:22.472257] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:22.475896] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=31.66%)
[2026-02-13T20:21:22.476177] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2026-02-13T20:21:22.476304] [INFO ] [sig       ] ESGD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:22.617092] [INFO ] [LOCAL     ] Saved forecast: ESGD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ESGD.txt
[2026-02-13T20:21:22.617259] [INFO ] [sig       ] [1070/3406] Completed ESGD in 0.3s | 2.83 sym/s | Total: 6.3m | ETA: 13.8m
[2026-02-13T20:21:22.617299] [INFO ] [sig       ] [1071/3406] Forecasting ESGE...
[2026-02-13T20:21:22.617330] [INFO ] [sig       ] Generating forecast for: ESGE
[2026-02-13T20:21:22.617360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2026-02-13T20:21:22.628865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2026-02-13T20:21:22.629240] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2026-02-13T20:21:22.630106] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2026-02-13T20:21:22.630159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:22.630191] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:22.630217] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:22.630273] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:22.686879] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:22.687799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:22.687884] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:22.687916] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:22.818403] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:22.818594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:22.818640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:22.818669] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:22.822900] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: UP (p=83.94%)
[2026-02-13T20:21:22.823195] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2026-02-13T20:21:22.823333] [INFO ] [sig       ] ESGE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:22.973177] [INFO ] [LOCAL     ] Saved forecast: ESGE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ESGE.txt
[2026-02-13T20:21:22.973357] [INFO ] [sig       ] [1071/3406] Completed ESGE in 0.4s | 2.83 sym/s | Total: 6.3m | ETA: 13.7m
[2026-02-13T20:21:22.973399] [INFO ] [sig       ] [1072/3406] Forecasting ESI...
[2026-02-13T20:21:22.973430] [INFO ] [sig       ] Generating forecast for: ESI
[2026-02-13T20:21:22.973460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2026-02-13T20:21:22.986484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2026-02-13T20:21:22.987086] [INFO ] [FORECASTER] Starting predict_future for ESI
[2026-02-13T20:21:22.987973] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2026-02-13T20:21:22.988027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:22.988061] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:22.988089] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:22.988147] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:23.049424] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:23.050372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:23.050460] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:23.050495] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:23.179860] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:23.180036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:23.180079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:23.180108] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:23.184297] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=47.18%)
[2026-02-13T20:21:23.184824] [INFO ] [FORECASTER] Completed predict_future for ESI
[2026-02-13T20:21:23.184962] [INFO ] [sig       ] ESI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:23.332841] [INFO ] [LOCAL     ] Saved forecast: ESI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ESI.txt
[2026-02-13T20:21:23.333009] [INFO ] [sig       ] [1072/3406] Completed ESI in 0.4s | 2.83 sym/s | Total: 6.3m | ETA: 13.7m
[2026-02-13T20:21:23.333052] [INFO ] [sig       ] [1073/3406] Forecasting ESOA...
[2026-02-13T20:21:23.333081] [INFO ] [sig       ] Generating forecast for: ESOA
[2026-02-13T20:21:23.333119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2026-02-13T20:21:23.345352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2026-02-13T20:21:23.345952] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2026-02-13T20:21:23.347000] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2026-02-13T20:21:23.347055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:23.347093] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:23.347135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:23.347199] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:23.410779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:23.411709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:23.411794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:23.411828] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:23.544565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:23.544748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:23.544787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:23.544851] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:23.548352] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: UP (p=52.87%)
[2026-02-13T20:21:23.548685] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2026-02-13T20:21:23.548824] [INFO ] [sig       ] ESOA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:23.698660] [INFO ] [LOCAL     ] Saved forecast: ESOA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ESOA.txt
[2026-02-13T20:21:23.698825] [INFO ] [sig       ] [1073/3406] Completed ESOA in 0.4s | 2.83 sym/s | Total: 6.3m | ETA: 13.7m
[2026-02-13T20:21:23.698875] [INFO ] [sig       ] [1074/3406] Forecasting ESPO...
[2026-02-13T20:21:23.698909] [INFO ] [sig       ] Generating forecast for: ESPO
[2026-02-13T20:21:23.698945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2026-02-13T20:21:23.711368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2026-02-13T20:21:23.711759] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2026-02-13T20:21:23.712610] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2026-02-13T20:21:23.712663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:23.712695] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:23.712721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:23.712776] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:23.772693] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:23.773563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:23.773856] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:23.773888] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:23.902774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:23.902937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:23.902979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:23.903016] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:23.906619] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: DOWN (p=21.86%)
[2026-02-13T20:21:23.906944] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2026-02-13T20:21:23.907123] [INFO ] [sig       ] ESPO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:24.050112] [INFO ] [LOCAL     ] Saved forecast: ESPO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ESPO.txt
[2026-02-13T20:21:24.050272] [INFO ] [sig       ] [1074/3406] Completed ESPO in 0.4s | 2.83 sym/s | Total: 6.3m | ETA: 13.7m
[2026-02-13T20:21:24.050311] [INFO ] [sig       ] [1075/3406] Forecasting ESQ...
[2026-02-13T20:21:24.050343] [INFO ] [sig       ] Generating forecast for: ESQ
[2026-02-13T20:21:24.050373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2026-02-13T20:21:24.062528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2026-02-13T20:21:24.062909] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2026-02-13T20:21:24.063711] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2026-02-13T20:21:24.063764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:24.063796] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:24.063823] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:24.063880] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:24.122611] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:24.123494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:24.123598] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:24.123634] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:24.248559] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:24.248741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:24.248781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:24.248810] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:24.252618] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2026-02-13T20:21:24.252903] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2026-02-13T20:21:24.253032] [INFO ] [sig       ] ESQ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:24.407244] [INFO ] [LOCAL     ] Saved forecast: ESQ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ESQ.txt
[2026-02-13T20:21:24.407427] [INFO ] [sig       ] [1075/3406] Completed ESQ in 0.4s | 2.83 sym/s | Total: 6.3m | ETA: 13.7m
[2026-02-13T20:21:24.407478] [INFO ] [sig       ] [1076/3406] Forecasting ESTA...
[2026-02-13T20:21:24.407514] [INFO ] [sig       ] Generating forecast for: ESTA
[2026-02-13T20:21:24.407546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2026-02-13T20:21:24.420755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTA'.
[2026-02-13T20:21:24.421149] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2026-02-13T20:21:24.421981] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2026-02-13T20:21:24.422045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:24.422083] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:24.422115] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:24.422171] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:24.482965] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:24.483861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:24.483945] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:24.483978] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:24.612321] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:24.612485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:24.612527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:24.612556] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:24.616831] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2026-02-13T20:21:24.617167] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2026-02-13T20:21:24.617317] [INFO ] [sig       ] ESTA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:24.766511] [INFO ] [LOCAL     ] Saved forecast: ESTA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ESTA.txt
[2026-02-13T20:21:24.766695] [INFO ] [sig       ] [1076/3406] Completed ESTA in 0.4s | 2.83 sym/s | Total: 6.3m | ETA: 13.7m
[2026-02-13T20:21:24.766737] [INFO ] [sig       ] [1077/3406] Forecasting ESTC...
[2026-02-13T20:21:24.766765] [INFO ] [sig       ] Generating forecast for: ESTC
[2026-02-13T20:21:24.766795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2026-02-13T20:21:24.779031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESTC'.
[2026-02-13T20:21:24.779460] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2026-02-13T20:21:24.780550] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2026-02-13T20:21:24.780632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:24.780670] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:24.780699] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:24.780757] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:24.843441] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:24.844397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:24.844485] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:24.844520] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:24.979334] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:24.979496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:24.979537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:24.979566] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:24.983391] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: DOWN (p=31.06%)
[2026-02-13T20:21:24.983702] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2026-02-13T20:21:24.983833] [INFO ] [sig       ] ESTC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:25.136706] [INFO ] [LOCAL     ] Saved forecast: ESTC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ESTC.txt
[2026-02-13T20:21:25.136868] [INFO ] [sig       ] [1077/3406] Completed ESTC in 0.4s | 2.83 sym/s | Total: 6.3m | ETA: 13.7m
[2026-02-13T20:21:25.136909] [INFO ] [sig       ] [1078/3406] Forecasting ETB...
[2026-02-13T20:21:25.136940] [INFO ] [sig       ] Generating forecast for: ETB
[2026-02-13T20:21:25.136972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2026-02-13T20:21:25.149302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2026-02-13T20:21:25.149953] [INFO ] [FORECASTER] Starting predict_future for ETB
[2026-02-13T20:21:25.151148] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2026-02-13T20:21:25.151206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:25.151240] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:25.151268] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:25.151335] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:25.210005] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:25.210997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:25.211086] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:25.211121] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:25.336159] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:25.336326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:25.336367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:25.336402] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:25.340409] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=7.87%)
[2026-02-13T20:21:25.340927] [INFO ] [FORECASTER] Completed predict_future for ETB
[2026-02-13T20:21:25.341065] [INFO ] [sig       ] ETB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:25.493629] [INFO ] [LOCAL     ] Saved forecast: ETB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ETB.txt
[2026-02-13T20:21:25.493806] [INFO ] [sig       ] [1078/3406] Completed ETB in 0.4s | 2.83 sym/s | Total: 6.3m | ETA: 13.7m
[2026-02-13T20:21:25.493851] [INFO ] [sig       ] [1079/3406] Forecasting ETD...
[2026-02-13T20:21:25.493885] [INFO ] [sig       ] Generating forecast for: ETD
[2026-02-13T20:21:25.493929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2026-02-13T20:21:25.505458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2026-02-13T20:21:25.505936] [INFO ] [FORECASTER] Starting predict_future for ETD
[2026-02-13T20:21:25.506815] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2026-02-13T20:21:25.506869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:25.506903] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:25.506929] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:25.506985] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:25.566168] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:25.567128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:25.567217] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:25.567251] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:25.696527] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:25.696912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:25.696956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:25.696988] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:25.700987] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2026-02-13T20:21:25.701287] [INFO ] [FORECASTER] Completed predict_future for ETD
[2026-02-13T20:21:25.701445] [INFO ] [sig       ] ETD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:25.856399] [INFO ] [LOCAL     ] Saved forecast: ETD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ETD.txt
[2026-02-13T20:21:25.856590] [INFO ] [sig       ] [1079/3406] Completed ETD in 0.4s | 2.83 sym/s | Total: 6.4m | ETA: 13.7m
[2026-02-13T20:21:25.856653] [INFO ] [sig       ] [1080/3406] Forecasting ETG...
[2026-02-13T20:21:25.856688] [INFO ] [sig       ] Generating forecast for: ETG
[2026-02-13T20:21:25.856719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2026-02-13T20:21:25.868534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2026-02-13T20:21:25.868940] [INFO ] [FORECASTER] Starting predict_future for ETG
[2026-02-13T20:21:25.869780] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2026-02-13T20:21:25.869834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:25.869866] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:25.869895] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:25.869952] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:25.931855] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:25.933034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:25.933161] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:25.933195] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:26.063263] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:26.063434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:26.063480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:26.063513] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:26.067255] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=63.99%)
[2026-02-13T20:21:26.067614] [INFO ] [FORECASTER] Completed predict_future for ETG
[2026-02-13T20:21:26.067754] [INFO ] [sig       ] ETG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:26.223517] [INFO ] [LOCAL     ] Saved forecast: ETG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ETG.txt
[2026-02-13T20:21:26.223699] [INFO ] [sig       ] [1080/3406] Completed ETG in 0.4s | 2.83 sym/s | Total: 6.4m | ETA: 13.7m
[2026-02-13T20:21:26.223743] [INFO ] [sig       ] [1081/3406] Forecasting ETHA...
[2026-02-13T20:21:26.223775] [INFO ] [sig       ] Generating forecast for: ETHA
[2026-02-13T20:21:26.223810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2026-02-13T20:21:26.235740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2026-02-13T20:21:26.236138] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2026-02-13T20:21:26.236985] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2026-02-13T20:21:26.237039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:26.237072] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:26.237100] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:26.237157] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:26.299598] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:26.300557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:26.300668] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:26.300701] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:26.439348] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:26.439617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:26.439670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:26.439699] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:26.443966] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: UP (p=67.84%)
[2026-02-13T20:21:26.444272] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2026-02-13T20:21:26.444411] [INFO ] [sig       ] ETHA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:26.601132] [INFO ] [LOCAL     ] Saved forecast: ETHA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ETHA.txt
[2026-02-13T20:21:26.601306] [INFO ] [sig       ] [1081/3406] Completed ETHA in 0.4s | 2.83 sym/s | Total: 6.4m | ETA: 13.7m
[2026-02-13T20:21:26.601346] [INFO ] [sig       ] [1082/3406] Forecasting ETJ...
[2026-02-13T20:21:26.601378] [INFO ] [sig       ] Generating forecast for: ETJ
[2026-02-13T20:21:26.601409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2026-02-13T20:21:26.612906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETJ'.
[2026-02-13T20:21:26.613309] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2026-02-13T20:21:26.614159] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2026-02-13T20:21:26.614255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:26.614291] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:26.614327] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:26.614402] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:26.677909] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:26.678864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:26.678965] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:26.679003] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:26.816163] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:26.816354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:26.816409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:26.816445] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:26.820100] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=59.57%)
[2026-02-13T20:21:26.820416] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2026-02-13T20:21:26.820555] [INFO ] [sig       ] ETJ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:26.964139] [INFO ] [LOCAL     ] Saved forecast: ETJ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ETJ.txt
[2026-02-13T20:21:26.964297] [INFO ] [sig       ] [1082/3406] Completed ETJ in 0.4s | 2.83 sym/s | Total: 6.4m | ETA: 13.7m
[2026-02-13T20:21:26.964339] [INFO ] [sig       ] [1083/3406] Forecasting ETN...
[2026-02-13T20:21:26.964368] [INFO ] [sig       ] Generating forecast for: ETN
[2026-02-13T20:21:26.964399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2026-02-13T20:21:26.976027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2026-02-13T20:21:26.976412] [INFO ] [FORECASTER] Starting predict_future for ETN
[2026-02-13T20:21:26.977305] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2026-02-13T20:21:26.977362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:26.977396] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:26.977424] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:26.977482] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:27.034781] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:27.035676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:27.035759] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:27.035792] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:27.163352] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:27.163514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:27.163554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:27.163604] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:27.167104] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2026-02-13T20:21:27.167392] [INFO ] [FORECASTER] Completed predict_future for ETN
[2026-02-13T20:21:27.167520] [INFO ] [sig       ] ETN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:27.305042] [INFO ] [LOCAL     ] Saved forecast: ETN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ETN.txt
[2026-02-13T20:21:27.305226] [INFO ] [sig       ] [1083/3406] Completed ETN in 0.3s | 2.83 sym/s | Total: 6.4m | ETA: 13.7m
[2026-02-13T20:21:27.305269] [INFO ] [sig       ] [1084/3406] Forecasting ETO...
[2026-02-13T20:21:27.305299] [INFO ] [sig       ] Generating forecast for: ETO
[2026-02-13T20:21:27.305330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2026-02-13T20:21:27.316288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2026-02-13T20:21:27.316673] [INFO ] [FORECASTER] Starting predict_future for ETO
[2026-02-13T20:21:27.317530] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2026-02-13T20:21:27.317633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:27.317671] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:27.317698] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:27.317757] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:27.377276] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:27.378209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:27.378295] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:27.378329] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:27.503786] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:27.503973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:27.504028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:27.504066] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:27.507706] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=32.04%)
[2026-02-13T20:21:27.508000] [INFO ] [FORECASTER] Completed predict_future for ETO
[2026-02-13T20:21:27.508130] [INFO ] [sig       ] ETO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:27.653377] [INFO ] [LOCAL     ] Saved forecast: ETO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ETO.txt
[2026-02-13T20:21:27.653551] [INFO ] [sig       ] [1084/3406] Completed ETO in 0.3s | 2.83 sym/s | Total: 6.4m | ETA: 13.7m
[2026-02-13T20:21:27.653800] [INFO ] [sig       ] [1085/3406] Forecasting ETON...
[2026-02-13T20:21:27.653845] [INFO ] [sig       ] Generating forecast for: ETON
[2026-02-13T20:21:27.653884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2026-02-13T20:21:27.665969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2026-02-13T20:21:27.666348] [INFO ] [FORECASTER] Starting predict_future for ETON
[2026-02-13T20:21:27.667223] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2026-02-13T20:21:27.667279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:27.667312] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:27.667339] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:27.667396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:27.731388] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:27.732556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:27.732668] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:27.732702] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:27.861400] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:27.861566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:27.861629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:27.861659] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:27.865286] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: UP (p=93.33%)
[2026-02-13T20:21:27.865622] [INFO ] [FORECASTER] Completed predict_future for ETON
[2026-02-13T20:21:27.865758] [INFO ] [sig       ] ETON: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:28.015468] [INFO ] [LOCAL     ] Saved forecast: ETON	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ETON.txt
[2026-02-13T20:21:28.015667] [INFO ] [sig       ] [1085/3406] Completed ETON in 0.4s | 2.83 sym/s | Total: 6.4m | ETA: 13.7m
[2026-02-13T20:21:28.015728] [INFO ] [sig       ] [1086/3406] Forecasting ETSY...
[2026-02-13T20:21:28.015762] [INFO ] [sig       ] Generating forecast for: ETSY
[2026-02-13T20:21:28.015793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2026-02-13T20:21:28.027186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2026-02-13T20:21:28.027626] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2026-02-13T20:21:28.028470] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2026-02-13T20:21:28.028531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:28.028564] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:28.028621] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:28.028687] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:28.087039] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:28.087973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:28.088058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:28.088093] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:28.214675] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:28.214843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:28.214887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:28.214919] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:28.218515] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=17.86%)
[2026-02-13T20:21:28.218822] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2026-02-13T20:21:28.218968] [INFO ] [sig       ] ETSY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:28.364359] [INFO ] [LOCAL     ] Saved forecast: ETSY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ETSY.txt
[2026-02-13T20:21:28.364528] [INFO ] [sig       ] [1086/3406] Completed ETSY in 0.3s | 2.83 sym/s | Total: 6.4m | ETA: 13.7m
[2026-02-13T20:21:28.364587] [INFO ] [sig       ] [1087/3406] Forecasting ETY...
[2026-02-13T20:21:28.364623] [INFO ] [sig       ] Generating forecast for: ETY
[2026-02-13T20:21:28.364656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2026-02-13T20:21:28.376249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2026-02-13T20:21:28.376661] [INFO ] [FORECASTER] Starting predict_future for ETY
[2026-02-13T20:21:28.377495] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2026-02-13T20:21:28.377561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:28.377680] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:28.377713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:28.377771] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:28.441094] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:28.442044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:28.442132] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:28.442167] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:28.563897] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:28.564057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:28.564097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:28.564127] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:28.567818] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=62.26%)
[2026-02-13T20:21:28.568131] [INFO ] [FORECASTER] Completed predict_future for ETY
[2026-02-13T20:21:28.568291] [INFO ] [sig       ] ETY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:28.712496] [INFO ] [LOCAL     ] Saved forecast: ETY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ETY.txt
[2026-02-13T20:21:28.712680] [INFO ] [sig       ] [1087/3406] Completed ETY in 0.3s | 2.83 sym/s | Total: 6.4m | ETA: 13.7m
[2026-02-13T20:21:28.712725] [INFO ] [sig       ] [1088/3406] Forecasting EUFN...
[2026-02-13T20:21:28.712755] [INFO ] [sig       ] Generating forecast for: EUFN
[2026-02-13T20:21:28.712785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2026-02-13T20:21:28.723872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2026-02-13T20:21:28.724231] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2026-02-13T20:21:28.725032] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2026-02-13T20:21:28.725085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:28.725117] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:28.725143] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:28.725200] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:28.786567] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:28.787508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:28.787647] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:28.787686] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:28.914703] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:28.914880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:28.914925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:28.914954] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:28.918633] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: DOWN (p=29.57%)
[2026-02-13T20:21:28.918928] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2026-02-13T20:21:28.919070] [INFO ] [sig       ] EUFN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:29.064931] [INFO ] [LOCAL     ] Saved forecast: EUFN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EUFN.txt
[2026-02-13T20:21:29.065115] [INFO ] [sig       ] [1088/3406] Completed EUFN in 0.4s | 2.83 sym/s | Total: 6.4m | ETA: 13.6m
[2026-02-13T20:21:29.065162] [INFO ] [sig       ] [1089/3406] Forecasting EVAX...
[2026-02-13T20:21:29.065193] [INFO ] [sig       ] Generating forecast for: EVAX
[2026-02-13T20:21:29.065224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2026-02-13T20:21:29.076491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2026-02-13T20:21:29.076886] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2026-02-13T20:21:29.077736] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2026-02-13T20:21:29.077789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:29.077822] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:29.077849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:29.077905] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:29.138421] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:29.139366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:29.139456] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:29.139490] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:29.269477] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:29.269856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:29.269913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:29.269942] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:29.273414] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=21.63%)
[2026-02-13T20:21:29.273724] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2026-02-13T20:21:29.273852] [INFO ] [sig       ] EVAX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:29.420546] [INFO ] [LOCAL     ] Saved forecast: EVAX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EVAX.txt
[2026-02-13T20:21:29.420744] [INFO ] [sig       ] [1089/3406] Completed EVAX in 0.4s | 2.83 sym/s | Total: 6.4m | ETA: 13.6m
[2026-02-13T20:21:29.420784] [INFO ] [sig       ] [1090/3406] Forecasting EVC...
[2026-02-13T20:21:29.420815] [INFO ] [sig       ] Generating forecast for: EVC
[2026-02-13T20:21:29.420848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2026-02-13T20:21:29.432513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVC'.
[2026-02-13T20:21:29.432923] [INFO ] [FORECASTER] Starting predict_future for EVC
[2026-02-13T20:21:29.433731] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2026-02-13T20:21:29.433783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:29.433814] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:29.433841] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:29.433897] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:29.493112] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:29.494016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:29.494102] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:29.494135] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:29.616656] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:29.616819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:29.616860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:29.616927] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:29.620518] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2026-02-13T20:21:29.620852] [INFO ] [FORECASTER] Completed predict_future for EVC
[2026-02-13T20:21:29.620985] [INFO ] [sig       ] EVC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:29.768454] [INFO ] [LOCAL     ] Saved forecast: EVC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EVC.txt
[2026-02-13T20:21:29.768635] [INFO ] [sig       ] [1090/3406] Completed EVC in 0.3s | 2.83 sym/s | Total: 6.4m | ETA: 13.6m
[2026-02-13T20:21:29.768679] [INFO ] [sig       ] [1091/3406] Forecasting EVCM...
[2026-02-13T20:21:29.768708] [INFO ] [sig       ] Generating forecast for: EVCM
[2026-02-13T20:21:29.768738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2026-02-13T20:21:29.783694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2026-02-13T20:21:29.784097] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2026-02-13T20:21:29.784941] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2026-02-13T20:21:29.784994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:29.785025] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:29.785051] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:29.785108] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:29.844210] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:29.845150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:29.845236] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:29.845270] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:29.968698] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:29.968862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:29.968901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:29.968929] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:29.972545] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2026-02-13T20:21:29.972900] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2026-02-13T20:21:29.973039] [INFO ] [sig       ] EVCM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:30.118640] [INFO ] [LOCAL     ] Saved forecast: EVCM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EVCM.txt
[2026-02-13T20:21:30.118823] [INFO ] [sig       ] [1091/3406] Completed EVCM in 0.4s | 2.83 sym/s | Total: 6.4m | ETA: 13.6m
[2026-02-13T20:21:30.118869] [INFO ] [sig       ] [1092/3406] Forecasting EVEX...
[2026-02-13T20:21:30.118901] [INFO ] [sig       ] Generating forecast for: EVEX
[2026-02-13T20:21:30.118932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2026-02-13T20:21:30.130941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2026-02-13T20:21:30.131285] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2026-02-13T20:21:30.132117] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2026-02-13T20:21:30.132171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:30.132203] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:30.132230] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:30.132288] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:30.193144] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:30.194033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:30.194119] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:30.194153] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:30.320328] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:30.320491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:30.320535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:30.320566] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:30.324271] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=74.29%)
[2026-02-13T20:21:30.324566] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2026-02-13T20:21:30.324905] [INFO ] [sig       ] EVEX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:30.481815] [INFO ] [LOCAL     ] Saved forecast: EVEX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EVEX.txt
[2026-02-13T20:21:30.481986] [INFO ] [sig       ] [1092/3406] Completed EVEX in 0.4s | 2.83 sym/s | Total: 6.4m | ETA: 13.6m
[2026-02-13T20:21:30.482030] [INFO ] [sig       ] [1093/3406] Forecasting EVF...
[2026-02-13T20:21:30.482059] [INFO ] [sig       ] Generating forecast for: EVF
[2026-02-13T20:21:30.482090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2026-02-13T20:21:30.494952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2026-02-13T20:21:30.495376] [INFO ] [FORECASTER] Starting predict_future for EVF
[2026-02-13T20:21:30.496473] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2026-02-13T20:21:30.496529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:30.496623] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:30.496658] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:30.496717] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:30.574878] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:30.576046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:30.576151] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:30.576199] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:30.701779] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:30.701938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:30.701977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:30.702005] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:30.705553] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: UP (p=80.06%)
[2026-02-13T20:21:30.705883] [INFO ] [FORECASTER] Completed predict_future for EVF
[2026-02-13T20:21:30.706018] [INFO ] [sig       ] EVF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:30.855034] [INFO ] [LOCAL     ] Saved forecast: EVF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EVF.txt
[2026-02-13T20:21:30.855194] [INFO ] [sig       ] [1093/3406] Completed EVF in 0.4s | 2.83 sym/s | Total: 6.4m | ETA: 13.6m
[2026-02-13T20:21:30.855234] [INFO ] [sig       ] [1094/3406] Forecasting EVG...
[2026-02-13T20:21:30.855265] [INFO ] [sig       ] Generating forecast for: EVG
[2026-02-13T20:21:30.855295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2026-02-13T20:21:30.868413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2026-02-13T20:21:30.868878] [INFO ] [FORECASTER] Starting predict_future for EVG
[2026-02-13T20:21:30.869781] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2026-02-13T20:21:30.869836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:30.869870] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:30.869898] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:30.869957] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:30.928903] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:30.929808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:30.929892] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:30.929928] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:31.056139] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:31.056305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:31.056345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:31.056374] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:31.059957] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: DOWN (p=0.20%)
[2026-02-13T20:21:31.060263] [INFO ] [FORECASTER] Completed predict_future for EVG
[2026-02-13T20:21:31.060396] [INFO ] [sig       ] EVG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:31.207492] [INFO ] [LOCAL     ] Saved forecast: EVG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EVG.txt
[2026-02-13T20:21:31.207683] [INFO ] [sig       ] [1094/3406] Completed EVG in 0.4s | 2.83 sym/s | Total: 6.4m | ETA: 13.6m
[2026-02-13T20:21:31.207738] [INFO ] [sig       ] [1095/3406] Forecasting EVGO...
[2026-02-13T20:21:31.207769] [INFO ] [sig       ] Generating forecast for: EVGO
[2026-02-13T20:21:31.207799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2026-02-13T20:21:31.219509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2026-02-13T20:21:31.219929] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2026-02-13T20:21:31.220816] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2026-02-13T20:21:31.220869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:31.220900] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:31.220926] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:31.220982] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:31.279440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:31.280388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:31.280476] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:31.280509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:31.405360] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:31.405528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:31.405600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:31.405639] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:31.409339] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: UP (p=89.31%)
[2026-02-13T20:21:31.409739] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2026-02-13T20:21:31.409890] [INFO ] [sig       ] EVGO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:31.554001] [INFO ] [LOCAL     ] Saved forecast: EVGO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EVGO.txt
[2026-02-13T20:21:31.554161] [INFO ] [sig       ] [1095/3406] Completed EVGO in 0.3s | 2.83 sym/s | Total: 6.4m | ETA: 13.6m
[2026-02-13T20:21:31.554202] [INFO ] [sig       ] [1096/3406] Forecasting EVH...
[2026-02-13T20:21:31.554231] [INFO ] [sig       ] Generating forecast for: EVH
[2026-02-13T20:21:31.554262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2026-02-13T20:21:31.565313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2026-02-13T20:21:31.565746] [INFO ] [FORECASTER] Starting predict_future for EVH
[2026-02-13T20:21:31.566559] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2026-02-13T20:21:31.566631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:31.566664] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:31.566691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:31.566748] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:31.625401] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:31.626315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:31.626408] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:31.626443] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:31.748245] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:31.748418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:31.748461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:31.748490] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:31.752177] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: UP (p=75.20%)
[2026-02-13T20:21:31.752470] [INFO ] [FORECASTER] Completed predict_future for EVH
[2026-02-13T20:21:31.752623] [INFO ] [sig       ] EVH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:31.905508] [INFO ] [LOCAL     ] Saved forecast: EVH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EVH.txt
[2026-02-13T20:21:31.905697] [INFO ] [sig       ] [1096/3406] Completed EVH in 0.4s | 2.83 sym/s | Total: 6.5m | ETA: 13.6m
[2026-02-13T20:21:31.905740] [INFO ] [sig       ] [1097/3406] Forecasting EVN...
[2026-02-13T20:21:31.905787] [INFO ] [sig       ] Generating forecast for: EVN
[2026-02-13T20:21:31.905820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2026-02-13T20:21:31.917805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2026-02-13T20:21:31.918215] [INFO ] [FORECASTER] Starting predict_future for EVN
[2026-02-13T20:21:31.919040] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2026-02-13T20:21:31.919094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:31.919126] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:31.919153] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:31.919208] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:31.977667] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:31.978600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:31.978720] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:31.978755] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:32.097534] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:32.097735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:32.097776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:32.097805] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:32.101424] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=48.71%)
[2026-02-13T20:21:32.101777] [INFO ] [FORECASTER] Completed predict_future for EVN
[2026-02-13T20:21:32.101922] [INFO ] [sig       ] EVN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:32.246463] [INFO ] [LOCAL     ] Saved forecast: EVN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EVN.txt
[2026-02-13T20:21:32.246640] [INFO ] [sig       ] [1097/3406] Completed EVN in 0.3s | 2.83 sym/s | Total: 6.5m | ETA: 13.6m
[2026-02-13T20:21:32.246683] [INFO ] [sig       ] [1098/3406] Forecasting EVO...
[2026-02-13T20:21:32.246712] [INFO ] [sig       ] Generating forecast for: EVO
[2026-02-13T20:21:32.246742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2026-02-13T20:21:32.257781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVO'.
[2026-02-13T20:21:32.258156] [INFO ] [FORECASTER] Starting predict_future for EVO
[2026-02-13T20:21:32.258991] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2026-02-13T20:21:32.259045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:32.259078] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:32.259105] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:32.259167] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:32.318451] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:32.319407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:32.319497] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:32.319537] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:32.445771] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:32.445936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:32.445976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:32.446005] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:32.449638] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=75.51%)
[2026-02-13T20:21:32.449968] [INFO ] [FORECASTER] Completed predict_future for EVO
[2026-02-13T20:21:32.450110] [INFO ] [sig       ] EVO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:32.591808] [INFO ] [LOCAL     ] Saved forecast: EVO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EVO.txt
[2026-02-13T20:21:32.592173] [INFO ] [sig       ] [1098/3406] Completed EVO in 0.3s | 2.83 sym/s | Total: 6.5m | ETA: 13.6m
[2026-02-13T20:21:32.592214] [INFO ] [sig       ] [1099/3406] Forecasting EVRG...
[2026-02-13T20:21:32.592243] [INFO ] [sig       ] Generating forecast for: EVRG
[2026-02-13T20:21:32.592271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2026-02-13T20:21:32.605274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2026-02-13T20:21:32.605708] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2026-02-13T20:21:32.606495] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2026-02-13T20:21:32.606557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:32.606622] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:32.606656] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:32.606720] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:32.669326] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:32.670264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:32.670349] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:32.670383] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:32.792691] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:32.792857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:32.792896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:32.792924] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:32.796354] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2026-02-13T20:21:32.796677] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2026-02-13T20:21:32.796813] [INFO ] [sig       ] EVRG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:32.944768] [INFO ] [LOCAL     ] Saved forecast: EVRG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EVRG.txt
[2026-02-13T20:21:32.944929] [INFO ] [sig       ] [1099/3406] Completed EVRG in 0.4s | 2.83 sym/s | Total: 6.5m | ETA: 13.6m
[2026-02-13T20:21:32.944971] [INFO ] [sig       ] [1100/3406] Forecasting EVSD...
[2026-02-13T20:21:32.945001] [INFO ] [sig       ] Generating forecast for: EVSD
[2026-02-13T20:21:32.945032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2026-02-13T20:21:32.956482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2026-02-13T20:21:32.956938] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2026-02-13T20:21:32.957793] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2026-02-13T20:21:32.957846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:32.957878] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:32.957904] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:32.957960] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:33.019937] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:33.021097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:33.021195] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:33.021230] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:33.148465] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:33.148645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:33.148688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:33.148760] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:33.153008] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: DOWN (p=24.64%)
[2026-02-13T20:21:33.153313] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2026-02-13T20:21:33.153455] [INFO ] [sig       ] EVSD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:33.304864] [INFO ] [LOCAL     ] Saved forecast: EVSD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EVSD.txt
[2026-02-13T20:21:33.305077] [INFO ] [sig       ] [1100/3406] Completed EVSD in 0.4s | 2.83 sym/s | Total: 6.5m | ETA: 13.6m
[2026-02-13T20:21:33.305122] [INFO ] [sig       ] [1101/3406] Forecasting EVTC...
[2026-02-13T20:21:33.305153] [INFO ] [sig       ] Generating forecast for: EVTC
[2026-02-13T20:21:33.305184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2026-02-13T20:21:33.317129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTC'.
[2026-02-13T20:21:33.317546] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2026-02-13T20:21:33.318467] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2026-02-13T20:21:33.318523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:33.318557] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:33.318617] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:33.318678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:33.378818] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:33.379786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:33.379881] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:33.379914] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:33.508439] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:33.508644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:33.508705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:33.508750] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:33.513761] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=26.91%)
[2026-02-13T20:21:33.514120] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2026-02-13T20:21:33.514284] [INFO ] [sig       ] EVTC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:33.680458] [INFO ] [LOCAL     ] Saved forecast: EVTC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EVTC.txt
[2026-02-13T20:21:33.680643] [INFO ] [sig       ] [1101/3406] Completed EVTC in 0.4s | 2.83 sym/s | Total: 6.5m | ETA: 13.6m
[2026-02-13T20:21:33.680687] [INFO ] [sig       ] [1102/3406] Forecasting EVTL...
[2026-02-13T20:21:33.680715] [INFO ] [sig       ] Generating forecast for: EVTL
[2026-02-13T20:21:33.680744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2026-02-13T20:21:33.692513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2026-02-13T20:21:33.692955] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2026-02-13T20:21:33.693841] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2026-02-13T20:21:33.693895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:33.693928] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:33.693957] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:33.694015] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:33.752418] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:33.753353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:33.753440] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:33.753507] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:33.876544] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:33.876727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:33.876767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:33.876797] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:33.880341] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: UP (p=59.09%)
[2026-02-13T20:21:33.880662] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2026-02-13T20:21:33.880801] [INFO ] [sig       ] EVTL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:34.023981] [INFO ] [LOCAL     ] Saved forecast: EVTL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EVTL.txt
[2026-02-13T20:21:34.024135] [INFO ] [sig       ] [1102/3406] Completed EVTL in 0.3s | 2.83 sym/s | Total: 6.5m | ETA: 13.6m
[2026-02-13T20:21:34.024176] [INFO ] [sig       ] [1103/3406] Forecasting EWBC...
[2026-02-13T20:21:34.024205] [INFO ] [sig       ] Generating forecast for: EWBC
[2026-02-13T20:21:34.024235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2026-02-13T20:21:34.036036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2026-02-13T20:21:34.036383] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2026-02-13T20:21:34.037179] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2026-02-13T20:21:34.037232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:34.037265] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:34.037291] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:34.037347] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:34.094143] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:34.094905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:34.094988] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:34.095021] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:34.225285] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:34.225469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:34.225518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:34.225550] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:34.229500] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2026-02-13T20:21:34.229939] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2026-02-13T20:21:34.230089] [INFO ] [sig       ] EWBC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:34.372599] [INFO ] [LOCAL     ] Saved forecast: EWBC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EWBC.txt
[2026-02-13T20:21:34.372763] [INFO ] [sig       ] [1103/3406] Completed EWBC in 0.3s | 2.83 sym/s | Total: 6.5m | ETA: 13.6m
[2026-02-13T20:21:34.372804] [INFO ] [sig       ] [1104/3406] Forecasting EWCZ...
[2026-02-13T20:21:34.372835] [INFO ] [sig       ] Generating forecast for: EWCZ
[2026-02-13T20:21:34.372865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2026-02-13T20:21:34.384781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2026-02-13T20:21:34.385287] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2026-02-13T20:21:34.386295] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2026-02-13T20:21:34.386347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:34.386406] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:34.386446] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:34.386504] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:34.445915] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:34.446670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:34.446750] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:34.446782] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:34.568782] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:34.568939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:34.568978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:34.569006] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:34.572463] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2026-02-13T20:21:34.572775] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2026-02-13T20:21:34.572927] [INFO ] [sig       ] EWCZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:34.729504] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EWCZ.txt
[2026-02-13T20:21:34.729715] [INFO ] [sig       ] [1104/3406] Completed EWCZ in 0.4s | 2.83 sym/s | Total: 6.5m | ETA: 13.6m
[2026-02-13T20:21:34.729764] [INFO ] [sig       ] [1105/3406] Forecasting EWTX...
[2026-02-13T20:21:34.729795] [INFO ] [sig       ] Generating forecast for: EWTX
[2026-02-13T20:21:34.729825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2026-02-13T20:21:34.741360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2026-02-13T20:21:34.741793] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2026-02-13T20:21:34.742608] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2026-02-13T20:21:34.742661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:34.742693] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:34.742720] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:34.742778] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:34.800996] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:34.801895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:34.801977] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:34.802010] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:34.927676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:34.927838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:34.927879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:34.927909] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:34.932245] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2026-02-13T20:21:34.932538] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2026-02-13T20:21:34.932710] [INFO ] [sig       ] EWTX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:35.083138] [INFO ] [LOCAL     ] Saved forecast: EWTX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EWTX.txt
[2026-02-13T20:21:35.083298] [INFO ] [sig       ] [1105/3406] Completed EWTX in 0.4s | 2.83 sym/s | Total: 6.5m | ETA: 13.5m
[2026-02-13T20:21:35.083340] [INFO ] [sig       ] [1106/3406] Forecasting EWZS...
[2026-02-13T20:21:35.083370] [INFO ] [sig       ] Generating forecast for: EWZS
[2026-02-13T20:21:35.083400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2026-02-13T20:21:35.095507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2026-02-13T20:21:35.095961] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2026-02-13T20:21:35.096801] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2026-02-13T20:21:35.096854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:35.096886] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:35.096913] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:35.096970] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:35.154635] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:35.155478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:35.155562] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:35.155627] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:35.281609] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:35.281780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:35.281821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:35.281852] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:35.285404] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: UP (p=82.75%)
[2026-02-13T20:21:35.285708] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2026-02-13T20:21:35.285839] [INFO ] [sig       ] EWZS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:35.426224] [INFO ] [LOCAL     ] Saved forecast: EWZS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EWZS.txt
[2026-02-13T20:21:35.426368] [INFO ] [sig       ] [1106/3406] Completed EWZS in 0.3s | 2.83 sym/s | Total: 6.5m | ETA: 13.5m
[2026-02-13T20:21:35.426408] [INFO ] [sig       ] [1107/3406] Forecasting EXAS...
[2026-02-13T20:21:35.426438] [INFO ] [sig       ] Generating forecast for: EXAS
[2026-02-13T20:21:35.426469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2026-02-13T20:21:35.437456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXAS'.
[2026-02-13T20:21:35.437825] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2026-02-13T20:21:35.438626] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2026-02-13T20:21:35.438690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:35.438729] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:35.438761] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:35.438823] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:35.496333] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:35.497122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:35.497203] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:35.497235] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:35.630990] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:35.631172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:35.631215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:35.631278] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:35.634898] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: DOWN (p=8.60%)
[2026-02-13T20:21:35.635206] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2026-02-13T20:21:35.635346] [INFO ] [sig       ] EXAS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:35.779253] [INFO ] [LOCAL     ] Saved forecast: EXAS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EXAS.txt
[2026-02-13T20:21:35.779419] [INFO ] [sig       ] [1107/3406] Completed EXAS in 0.4s | 2.83 sym/s | Total: 6.5m | ETA: 13.5m
[2026-02-13T20:21:35.779463] [INFO ] [sig       ] [1108/3406] Forecasting EXC...
[2026-02-13T20:21:35.779493] [INFO ] [sig       ] Generating forecast for: EXC
[2026-02-13T20:21:35.779540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2026-02-13T20:21:35.791559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2026-02-13T20:21:35.792014] [INFO ] [FORECASTER] Starting predict_future for EXC
[2026-02-13T20:21:35.792907] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2026-02-13T20:21:35.792962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:35.792995] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:35.793022] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:35.793079] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:35.852473] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:35.853398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:35.853486] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:35.853520] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:35.978926] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:35.979088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:35.979138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:35.979170] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:35.982752] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2026-02-13T20:21:35.983081] [INFO ] [FORECASTER] Completed predict_future for EXC
[2026-02-13T20:21:35.983230] [INFO ] [sig       ] EXC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:36.123665] [INFO ] [LOCAL     ] Saved forecast: EXC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EXC.txt
[2026-02-13T20:21:36.123844] [INFO ] [sig       ] [1108/3406] Completed EXC in 0.3s | 2.83 sym/s | Total: 6.5m | ETA: 13.5m
[2026-02-13T20:21:36.123886] [INFO ] [sig       ] [1109/3406] Forecasting EXEL...
[2026-02-13T20:21:36.123916] [INFO ] [sig       ] Generating forecast for: EXEL
[2026-02-13T20:21:36.123946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2026-02-13T20:21:36.134953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2026-02-13T20:21:36.135313] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2026-02-13T20:21:36.136141] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2026-02-13T20:21:36.136195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:36.136230] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:36.136269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:36.136337] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:36.196125] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:36.196978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:36.197060] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:36.197095] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:36.320398] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:36.320558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:36.320623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:36.320662] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:36.324326] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=9.61%)
[2026-02-13T20:21:36.324626] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2026-02-13T20:21:36.324758] [INFO ] [sig       ] EXEL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:36.467483] [INFO ] [LOCAL     ] Saved forecast: EXEL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EXEL.txt
[2026-02-13T20:21:36.467685] [INFO ] [sig       ] [1109/3406] Completed EXEL in 0.3s | 2.83 sym/s | Total: 6.5m | ETA: 13.5m
[2026-02-13T20:21:36.467732] [INFO ] [sig       ] [1110/3406] Forecasting EXFY...
[2026-02-13T20:21:36.467762] [INFO ] [sig       ] Generating forecast for: EXFY
[2026-02-13T20:21:36.467793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2026-02-13T20:21:36.480089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXFY'.
[2026-02-13T20:21:36.480449] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2026-02-13T20:21:36.481249] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2026-02-13T20:21:36.481301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:36.481332] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:36.481359] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:36.481415] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:36.539970] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:36.540724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:36.540807] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:36.540840] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:36.661764] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:36.662115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:36.662155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:36.662184] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:36.665684] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: DOWN (p=43.96%)
[2026-02-13T20:21:36.665990] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2026-02-13T20:21:36.666120] [INFO ] [sig       ] EXFY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:36.809703] [INFO ] [LOCAL     ] Saved forecast: EXFY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EXFY.txt
[2026-02-13T20:21:36.809848] [INFO ] [sig       ] [1110/3406] Completed EXFY in 0.3s | 2.83 sym/s | Total: 6.5m | ETA: 13.5m
[2026-02-13T20:21:36.809889] [INFO ] [sig       ] [1111/3406] Forecasting EXG...
[2026-02-13T20:21:36.809918] [INFO ] [sig       ] Generating forecast for: EXG
[2026-02-13T20:21:36.809949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2026-02-13T20:21:36.821992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2026-02-13T20:21:36.822330] [INFO ] [FORECASTER] Starting predict_future for EXG
[2026-02-13T20:21:36.823175] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2026-02-13T20:21:36.823228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:36.823261] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:36.823288] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:36.823345] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:36.884376] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:36.885296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:36.885387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:36.885420] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:37.012939] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:37.013097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:37.013136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:37.013165] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:37.016636] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=78.28%)
[2026-02-13T20:21:37.016943] [INFO ] [FORECASTER] Completed predict_future for EXG
[2026-02-13T20:21:37.017068] [INFO ] [sig       ] EXG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:37.163540] [INFO ] [LOCAL     ] Saved forecast: EXG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EXG.txt
[2026-02-13T20:21:37.163747] [INFO ] [sig       ] [1111/3406] Completed EXG in 0.4s | 2.83 sym/s | Total: 6.5m | ETA: 13.5m
[2026-02-13T20:21:37.163800] [INFO ] [sig       ] [1112/3406] Forecasting EXK...
[2026-02-13T20:21:37.163837] [INFO ] [sig       ] Generating forecast for: EXK
[2026-02-13T20:21:37.163869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2026-02-13T20:21:37.175493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXK'.
[2026-02-13T20:21:37.175921] [INFO ] [FORECASTER] Starting predict_future for EXK
[2026-02-13T20:21:37.176738] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2026-02-13T20:21:37.176791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:37.176824] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:37.176850] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:37.176907] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:37.236916] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:37.237836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:37.237923] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:37.237958] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:37.361966] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:37.362130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:37.362170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:37.362198] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:37.365710] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2026-02-13T20:21:37.365996] [INFO ] [FORECASTER] Completed predict_future for EXK
[2026-02-13T20:21:37.366128] [INFO ] [sig       ] EXK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:37.509974] [INFO ] [LOCAL     ] Saved forecast: EXK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EXK.txt
[2026-02-13T20:21:37.510125] [INFO ] [sig       ] [1112/3406] Completed EXK in 0.3s | 2.83 sym/s | Total: 6.5m | ETA: 13.5m
[2026-02-13T20:21:37.510164] [INFO ] [sig       ] [1113/3406] Forecasting EXLS...
[2026-02-13T20:21:37.510194] [INFO ] [sig       ] Generating forecast for: EXLS
[2026-02-13T20:21:37.510223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2026-02-13T20:21:37.521930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2026-02-13T20:21:37.522261] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2026-02-13T20:21:37.523080] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2026-02-13T20:21:37.523132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:37.523163] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:37.523190] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:37.523246] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:37.579809] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:37.580712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:37.580810] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:37.580850] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:37.705565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:37.705751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:37.705790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:37.705824] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:37.709956] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=12.87%)
[2026-02-13T20:21:37.710343] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2026-02-13T20:21:37.710495] [INFO ] [sig       ] EXLS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:37.863638] [INFO ] [LOCAL     ] Saved forecast: EXLS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EXLS.txt
[2026-02-13T20:21:37.863788] [INFO ] [sig       ] [1113/3406] Completed EXLS in 0.4s | 2.83 sym/s | Total: 6.6m | ETA: 13.5m
[2026-02-13T20:21:37.863829] [INFO ] [sig       ] [1114/3406] Forecasting EXP...
[2026-02-13T20:21:37.863858] [INFO ] [sig       ] Generating forecast for: EXP
[2026-02-13T20:21:37.863888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2026-02-13T20:21:37.874847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2026-02-13T20:21:37.875198] [INFO ] [FORECASTER] Starting predict_future for EXP
[2026-02-13T20:21:37.875993] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2026-02-13T20:21:37.876045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:37.876077] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:37.876104] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:37.876160] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:37.934933] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:37.935993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:37.936116] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:37.936161] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:38.073949] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:38.074124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:38.074172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:38.074202] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:38.079858] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=23.26%)
[2026-02-13T20:21:38.080255] [INFO ] [FORECASTER] Completed predict_future for EXP
[2026-02-13T20:21:38.080415] [INFO ] [sig       ] EXP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:38.222947] [INFO ] [LOCAL     ] Saved forecast: EXP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EXP.txt
[2026-02-13T20:21:38.223088] [INFO ] [sig       ] [1114/3406] Completed EXP in 0.4s | 2.83 sym/s | Total: 6.6m | ETA: 13.5m
[2026-02-13T20:21:38.223129] [INFO ] [sig       ] [1115/3406] Forecasting EXPD...
[2026-02-13T20:21:38.223159] [INFO ] [sig       ] Generating forecast for: EXPD
[2026-02-13T20:21:38.223190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2026-02-13T20:21:38.234692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2026-02-13T20:21:38.235084] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2026-02-13T20:21:38.235929] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2026-02-13T20:21:38.235983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:38.236015] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:38.236043] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:38.236101] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:38.299101] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:38.299991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:38.300097] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:38.300145] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:38.426252] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:38.426415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:38.426454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:38.426483] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:38.430511] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: DOWN (p=42.75%)
[2026-02-13T20:21:38.430838] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2026-02-13T20:21:38.430971] [INFO ] [sig       ] EXPD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:38.575890] [INFO ] [LOCAL     ] Saved forecast: EXPD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EXPD.txt
[2026-02-13T20:21:38.576062] [INFO ] [sig       ] [1115/3406] Completed EXPD in 0.4s | 2.83 sym/s | Total: 6.6m | ETA: 13.5m
[2026-02-13T20:21:38.576105] [INFO ] [sig       ] [1116/3406] Forecasting EXPE...
[2026-02-13T20:21:38.576135] [INFO ] [sig       ] Generating forecast for: EXPE
[2026-02-13T20:21:38.576165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2026-02-13T20:21:38.588548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2026-02-13T20:21:38.588996] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2026-02-13T20:21:38.589915] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2026-02-13T20:21:38.589973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:38.590007] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:38.590035] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:38.590092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:38.650569] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:38.651555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:38.651666] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:38.651709] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:38.781285] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:38.781448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:38.781492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:38.781535] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:38.785276] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: UP (p=75.76%)
[2026-02-13T20:21:38.785594] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2026-02-13T20:21:38.785732] [INFO ] [sig       ] EXPE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:38.930472] [INFO ] [LOCAL     ] Saved forecast: EXPE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EXPE.txt
[2026-02-13T20:21:38.930659] [INFO ] [sig       ] [1116/3406] Completed EXPE in 0.4s | 2.83 sym/s | Total: 6.6m | ETA: 13.5m
[2026-02-13T20:21:38.930706] [INFO ] [sig       ] [1117/3406] Forecasting EXPI...
[2026-02-13T20:21:38.930744] [INFO ] [sig       ] Generating forecast for: EXPI
[2026-02-13T20:21:38.930782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2026-02-13T20:21:38.944064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPI'.
[2026-02-13T20:21:38.944519] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2026-02-13T20:21:38.945441] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2026-02-13T20:21:38.945512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:38.945551] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:38.945612] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:38.945677] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:39.008875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:39.009772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:39.009865] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:39.009906] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:39.154704] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:39.154890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:39.154934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:39.154964] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:39.158880] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=78.03%)
[2026-02-13T20:21:39.159224] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2026-02-13T20:21:39.159406] [INFO ] [sig       ] EXPI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:39.308797] [INFO ] [LOCAL     ] Saved forecast: EXPI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EXPI.txt
[2026-02-13T20:21:39.309190] [INFO ] [sig       ] [1117/3406] Completed EXPI in 0.4s | 2.83 sym/s | Total: 6.6m | ETA: 13.5m
[2026-02-13T20:21:39.309232] [INFO ] [sig       ] [1118/3406] Forecasting EXPO...
[2026-02-13T20:21:39.309264] [INFO ] [sig       ] Generating forecast for: EXPO
[2026-02-13T20:21:39.309295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2026-02-13T20:21:39.322234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2026-02-13T20:21:39.322625] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2026-02-13T20:21:39.323636] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2026-02-13T20:21:39.323691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:39.323731] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:39.323765] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:39.323835] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:39.382031] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:39.382924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:39.383017] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:39.383051] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:39.501067] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:39.501226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:39.501266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:39.501294] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:39.504751] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2026-02-13T20:21:39.505030] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2026-02-13T20:21:39.505156] [INFO ] [sig       ] EXPO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:39.646840] [INFO ] [LOCAL     ] Saved forecast: EXPO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EXPO.txt
[2026-02-13T20:21:39.646994] [INFO ] [sig       ] [1118/3406] Completed EXPO in 0.3s | 2.83 sym/s | Total: 6.6m | ETA: 13.5m
[2026-02-13T20:21:39.647033] [INFO ] [sig       ] [1119/3406] Forecasting EYE...
[2026-02-13T20:21:39.647063] [INFO ] [sig       ] Generating forecast for: EYE
[2026-02-13T20:21:39.647094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2026-02-13T20:21:39.660435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2026-02-13T20:21:39.660825] [INFO ] [FORECASTER] Starting predict_future for EYE
[2026-02-13T20:21:39.661631] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2026-02-13T20:21:39.661687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:39.661725] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:39.661758] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:39.661825] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:39.723528] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:39.724624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:39.724710] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:39.724746] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:39.850762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:39.850931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:39.850972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:39.850999] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:39.854599] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=23.69%)
[2026-02-13T20:21:39.854953] [INFO ] [FORECASTER] Completed predict_future for EYE
[2026-02-13T20:21:39.855100] [INFO ] [sig       ] EYE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:39.995699] [INFO ] [LOCAL     ] Saved forecast: EYE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/EYE.txt
[2026-02-13T20:21:39.995850] [INFO ] [sig       ] [1119/3406] Completed EYE in 0.3s | 2.83 sym/s | Total: 6.6m | ETA: 13.5m
[2026-02-13T20:21:39.995891] [INFO ] [sig       ] [1120/3406] Forecasting EZGO...
[2026-02-13T20:21:39.995920] [INFO ] [sig       ] Generating forecast for: EZGO
[2026-02-13T20:21:39.995950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2026-02-13T20:21:40.006929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EZGO'.
[2026-02-13T20:21:40.007306] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2026-02-13T20:21:40.008134] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2026-02-13T20:21:40.008188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:40.008220] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:40.008246] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:40.008301] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:40.069281] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:40.070288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:40.070375] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:40.070409] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:40.190269] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:40.190430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:40.190469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:40.190498] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:40.193997] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: UP (p=86.38%)
[2026-02-13T20:21:40.194278] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2026-02-13T20:21:40.194407] [INFO ] [sig       ] EZGO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:40.338700] [INFO ] [LOCAL     ] Saved forecast: EZGO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/EZGO.txt
[2026-02-13T20:21:40.338867] [INFO ] [sig       ] [1120/3406] Completed EZGO in 0.3s | 2.83 sym/s | Total: 6.6m | ETA: 13.5m
[2026-02-13T20:21:40.338936] [INFO ] [sig       ] [1121/3406] Forecasting F...
[2026-02-13T20:21:40.338976] [INFO ] [sig       ] Generating forecast for: F
[2026-02-13T20:21:40.339013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2026-02-13T20:21:40.350376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2026-02-13T20:21:40.350794] [INFO ] [FORECASTER] Starting predict_future for F
[2026-02-13T20:21:40.351628] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2026-02-13T20:21:40.351682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:40.351776] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:40.351814] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:40.351873] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:40.411512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:40.412391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:40.412485] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:40.412520] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:40.536244] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:40.536401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:40.536444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:40.536473] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:40.540065] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: UP (p=96.61%)
[2026-02-13T20:21:40.540356] [INFO ] [FORECASTER] Completed predict_future for F
[2026-02-13T20:21:40.540508] [INFO ] [sig       ] F: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:40.698187] [INFO ] [LOCAL     ] Saved forecast: F	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/F.txt
[2026-02-13T20:21:40.698338] [INFO ] [sig       ] [1121/3406] Completed F in 0.4s | 2.83 sym/s | Total: 6.6m | ETA: 13.5m
[2026-02-13T20:21:40.698379] [INFO ] [sig       ] [1122/3406] Forecasting FA...
[2026-02-13T20:21:40.698412] [INFO ] [sig       ] Generating forecast for: FA
[2026-02-13T20:21:40.698443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2026-02-13T20:21:40.710347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2026-02-13T20:21:40.710782] [INFO ] [FORECASTER] Starting predict_future for FA
[2026-02-13T20:21:40.711667] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2026-02-13T20:21:40.711723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:40.711756] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:40.711784] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:40.711842] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:40.778606] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:40.779530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:40.779640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:40.779677] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:40.913055] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:40.913228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:40.913291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:40.913334] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:40.917686] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: UP (p=66.37%)
[2026-02-13T20:21:40.918035] [INFO ] [FORECASTER] Completed predict_future for FA
[2026-02-13T20:21:40.918187] [INFO ] [sig       ] FA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:41.072125] [INFO ] [LOCAL     ] Saved forecast: FA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FA.txt
[2026-02-13T20:21:41.072275] [INFO ] [sig       ] [1122/3406] Completed FA in 0.4s | 2.83 sym/s | Total: 6.6m | ETA: 13.4m
[2026-02-13T20:21:41.072314] [INFO ] [sig       ] [1123/3406] Forecasting FAF...
[2026-02-13T20:21:41.072345] [INFO ] [sig       ] Generating forecast for: FAF
[2026-02-13T20:21:41.072374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2026-02-13T20:21:41.083952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2026-02-13T20:21:41.084358] [INFO ] [FORECASTER] Starting predict_future for FAF
[2026-02-13T20:21:41.085446] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2026-02-13T20:21:41.085510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:41.085555] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:41.085633] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:41.085723] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:41.143562] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:41.144400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:41.144482] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:41.144515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:41.260332] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:41.260496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:41.260536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:41.260564] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:41.264125] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=29.14%)
[2026-02-13T20:21:41.264409] [INFO ] [FORECASTER] Completed predict_future for FAF
[2026-02-13T20:21:41.264536] [INFO ] [sig       ] FAF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:41.409220] [INFO ] [LOCAL     ] Saved forecast: FAF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FAF.txt
[2026-02-13T20:21:41.409382] [INFO ] [sig       ] [1123/3406] Completed FAF in 0.3s | 2.83 sym/s | Total: 6.6m | ETA: 13.4m
[2026-02-13T20:21:41.409422] [INFO ] [sig       ] [1124/3406] Forecasting FALN...
[2026-02-13T20:21:41.409454] [INFO ] [sig       ] Generating forecast for: FALN
[2026-02-13T20:21:41.409488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2026-02-13T20:21:41.422465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FALN'.
[2026-02-13T20:21:41.422912] [INFO ] [FORECASTER] Starting predict_future for FALN
[2026-02-13T20:21:41.423775] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2026-02-13T20:21:41.423835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:41.423883] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:41.423916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:41.423975] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:41.488146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:41.489095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:41.489183] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:41.489217] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:41.619370] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:41.619558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:41.619634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:41.619666] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:41.623535] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: DOWN (p=25.05%)
[2026-02-13T20:21:41.623880] [INFO ] [FORECASTER] Completed predict_future for FALN
[2026-02-13T20:21:41.624013] [INFO ] [sig       ] FALN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:41.769392] [INFO ] [LOCAL     ] Saved forecast: FALN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FALN.txt
[2026-02-13T20:21:41.769546] [INFO ] [sig       ] [1124/3406] Completed FALN in 0.4s | 2.83 sym/s | Total: 6.6m | ETA: 13.4m
[2026-02-13T20:21:41.769616] [INFO ] [sig       ] [1125/3406] Forecasting FANG...
[2026-02-13T20:21:41.769651] [INFO ] [sig       ] Generating forecast for: FANG
[2026-02-13T20:21:41.769679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2026-02-13T20:21:41.781722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FANG'.
[2026-02-13T20:21:41.782070] [INFO ] [FORECASTER] Starting predict_future for FANG
[2026-02-13T20:21:41.782951] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2026-02-13T20:21:41.783005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:41.783037] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:41.783064] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:41.783121] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:41.841902] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:41.842594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:41.842675] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:41.842707] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:41.968135] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:41.968299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:41.968338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:41.968366] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:41.971832] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: UP (p=86.04%)
[2026-02-13T20:21:41.972118] [INFO ] [FORECASTER] Completed predict_future for FANG
[2026-02-13T20:21:41.972245] [INFO ] [sig       ] FANG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:42.117961] [INFO ] [LOCAL     ] Saved forecast: FANG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FANG.txt
[2026-02-13T20:21:42.118300] [INFO ] [sig       ] [1125/3406] Completed FANG in 0.3s | 2.83 sym/s | Total: 6.6m | ETA: 13.4m
[2026-02-13T20:21:42.118340] [INFO ] [sig       ] [1126/3406] Forecasting FARM...
[2026-02-13T20:21:42.118370] [INFO ] [sig       ] Generating forecast for: FARM
[2026-02-13T20:21:42.118400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2026-02-13T20:21:42.130395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2026-02-13T20:21:42.130755] [INFO ] [FORECASTER] Starting predict_future for FARM
[2026-02-13T20:21:42.131524] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2026-02-13T20:21:42.131595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:42.131629] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:42.131655] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:42.131711] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:42.189979] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:42.190769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:42.190886] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:42.190923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:42.314308] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:42.314439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:42.314480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:42.314509] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:42.318065] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2026-02-13T20:21:42.318349] [INFO ] [FORECASTER] Completed predict_future for FARM
[2026-02-13T20:21:42.318484] [INFO ] [sig       ] FARM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:42.460157] [INFO ] [LOCAL     ] Saved forecast: FARM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FARM.txt
[2026-02-13T20:21:42.460313] [INFO ] [sig       ] [1126/3406] Completed FARM in 0.3s | 2.83 sym/s | Total: 6.6m | ETA: 13.4m
[2026-02-13T20:21:42.460354] [INFO ] [sig       ] [1127/3406] Forecasting FBIN...
[2026-02-13T20:21:42.460383] [INFO ] [sig       ] Generating forecast for: FBIN
[2026-02-13T20:21:42.460413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2026-02-13T20:21:42.476141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2026-02-13T20:21:42.476652] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2026-02-13T20:21:42.477834] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2026-02-13T20:21:42.477902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:42.477948] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:42.477986] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:42.478069] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:42.545604] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:42.546471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:42.546553] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:42.546608] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:42.671767] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:42.671938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:42.671981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:42.672009] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:42.675437] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2026-02-13T20:21:42.675738] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2026-02-13T20:21:42.675869] [INFO ] [sig       ] FBIN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:42.822104] [INFO ] [LOCAL     ] Saved forecast: FBIN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FBIN.txt
[2026-02-13T20:21:42.822238] [INFO ] [sig       ] [1127/3406] Completed FBIN in 0.4s | 2.83 sym/s | Total: 6.6m | ETA: 13.4m
[2026-02-13T20:21:42.822279] [INFO ] [sig       ] [1128/3406] Forecasting FBIO...
[2026-02-13T20:21:42.822309] [INFO ] [sig       ] Generating forecast for: FBIO
[2026-02-13T20:21:42.822338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2026-02-13T20:21:42.833307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2026-02-13T20:21:42.833653] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2026-02-13T20:21:42.834439] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2026-02-13T20:21:42.834492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:42.834539] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:42.834567] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:42.834647] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:42.896616] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:42.897318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:42.897399] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:42.897432] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:43.031889] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:43.032052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:43.032093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:43.032123] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:43.036129] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2026-02-13T20:21:43.036441] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2026-02-13T20:21:43.036619] [INFO ] [sig       ] FBIO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:43.190092] [INFO ] [LOCAL     ] Saved forecast: FBIO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FBIO.txt
[2026-02-13T20:21:43.190275] [INFO ] [sig       ] [1128/3406] Completed FBIO in 0.4s | 2.83 sym/s | Total: 6.6m | ETA: 13.4m
[2026-02-13T20:21:43.190320] [INFO ] [sig       ] [1129/3406] Forecasting FBIZ...
[2026-02-13T20:21:43.190350] [INFO ] [sig       ] Generating forecast for: FBIZ
[2026-02-13T20:21:43.190381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2026-02-13T20:21:43.203866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2026-02-13T20:21:43.204298] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2026-02-13T20:21:43.205293] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2026-02-13T20:21:43.205356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:43.205395] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:43.205428] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:43.205504] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:43.270125] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:43.270965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:43.271074] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:43.271110] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:43.393894] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:43.394055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:43.394094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:43.394124] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:43.397682] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2026-02-13T20:21:43.397974] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2026-02-13T20:21:43.398106] [INFO ] [sig       ] FBIZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:43.539246] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FBIZ.txt
[2026-02-13T20:21:43.539398] [INFO ] [sig       ] [1129/3406] Completed FBIZ in 0.3s | 2.83 sym/s | Total: 6.6m | ETA: 13.4m
[2026-02-13T20:21:43.539438] [INFO ] [sig       ] [1130/3406] Forecasting FBK...
[2026-02-13T20:21:43.539467] [INFO ] [sig       ] Generating forecast for: FBK
[2026-02-13T20:21:43.539497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2026-02-13T20:21:43.550108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2026-02-13T20:21:43.550462] [INFO ] [FORECASTER] Starting predict_future for FBK
[2026-02-13T20:21:43.551255] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2026-02-13T20:21:43.551316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:43.551355] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:43.551389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:43.551458] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:43.611749] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:43.612621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:43.612707] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:43.612739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:43.742994] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:43.743159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:43.743199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:43.743227] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:43.746854] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: UP (p=84.53%)
[2026-02-13T20:21:43.747171] [INFO ] [FORECASTER] Completed predict_future for FBK
[2026-02-13T20:21:43.747306] [INFO ] [sig       ] FBK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:43.903146] [INFO ] [LOCAL     ] Saved forecast: FBK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FBK.txt
[2026-02-13T20:21:43.903303] [INFO ] [sig       ] [1130/3406] Completed FBK in 0.4s | 2.83 sym/s | Total: 6.7m | ETA: 13.4m
[2026-02-13T20:21:43.903343] [INFO ] [sig       ] [1131/3406] Forecasting FBL...
[2026-02-13T20:21:43.903372] [INFO ] [sig       ] Generating forecast for: FBL
[2026-02-13T20:21:43.903402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2026-02-13T20:21:43.917622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2026-02-13T20:21:43.918067] [INFO ] [FORECASTER] Starting predict_future for FBL
[2026-02-13T20:21:43.918962] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2026-02-13T20:21:43.919019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:43.919051] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:43.919079] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:43.919136] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:43.978958] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:43.979889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:43.980013] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:43.980047] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:44.100383] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:44.100541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:44.100598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:44.100630] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:44.104069] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: UP (p=80.24%)
[2026-02-13T20:21:44.104353] [INFO ] [FORECASTER] Completed predict_future for FBL
[2026-02-13T20:21:44.104482] [INFO ] [sig       ] FBL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:44.245058] [INFO ] [LOCAL     ] Saved forecast: FBL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FBL.txt
[2026-02-13T20:21:44.245203] [INFO ] [sig       ] [1131/3406] Completed FBL in 0.3s | 2.83 sym/s | Total: 6.7m | ETA: 13.4m
[2026-02-13T20:21:44.245242] [INFO ] [sig       ] [1132/3406] Forecasting FBNC...
[2026-02-13T20:21:44.245289] [INFO ] [sig       ] Generating forecast for: FBNC
[2026-02-13T20:21:44.245322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2026-02-13T20:21:44.256819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2026-02-13T20:21:44.257151] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2026-02-13T20:21:44.257965] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2026-02-13T20:21:44.258018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:44.258050] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:44.258077] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:44.258133] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:44.316733] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:44.317664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:44.317748] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:44.317782] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:44.436372] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:44.436534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:44.436597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:44.436634] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:44.440120] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2026-02-13T20:21:44.440409] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2026-02-13T20:21:44.440541] [INFO ] [sig       ] FBNC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:44.580875] [INFO ] [LOCAL     ] Saved forecast: FBNC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FBNC.txt
[2026-02-13T20:21:44.581034] [INFO ] [sig       ] [1132/3406] Completed FBNC in 0.3s | 2.83 sym/s | Total: 6.7m | ETA: 13.4m
[2026-02-13T20:21:44.581074] [INFO ] [sig       ] [1133/3406] Forecasting FBP...
[2026-02-13T20:21:44.581104] [INFO ] [sig       ] Generating forecast for: FBP
[2026-02-13T20:21:44.581134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2026-02-13T20:21:44.592412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2026-02-13T20:21:44.592773] [INFO ] [FORECASTER] Starting predict_future for FBP
[2026-02-13T20:21:44.593568] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2026-02-13T20:21:44.593650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:44.593682] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:44.593709] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:44.593777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:44.653205] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:44.654070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:44.654155] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:44.654188] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:44.783832] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:44.784019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:44.784070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:44.784101] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:44.788380] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: UP (p=52.30%)
[2026-02-13T20:21:44.788719] [INFO ] [FORECASTER] Completed predict_future for FBP
[2026-02-13T20:21:44.788868] [INFO ] [sig       ] FBP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:44.933427] [INFO ] [LOCAL     ] Saved forecast: FBP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FBP.txt
[2026-02-13T20:21:44.933603] [INFO ] [sig       ] [1133/3406] Completed FBP in 0.4s | 2.83 sym/s | Total: 6.7m | ETA: 13.4m
[2026-02-13T20:21:44.933645] [INFO ] [sig       ] [1134/3406] Forecasting FC...
[2026-02-13T20:21:44.933676] [INFO ] [sig       ] Generating forecast for: FC
[2026-02-13T20:21:44.933706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2026-02-13T20:21:44.945696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2026-02-13T20:21:44.946093] [INFO ] [FORECASTER] Starting predict_future for FC
[2026-02-13T20:21:44.946972] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2026-02-13T20:21:44.947028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:44.947060] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:44.947087] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:44.947143] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:45.005478] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:45.006367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:45.006454] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:45.006488] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:45.137696] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:45.137857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:45.137900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:45.137930] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:45.141451] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: DOWN (p=21.72%)
[2026-02-13T20:21:45.141760] [INFO ] [FORECASTER] Completed predict_future for FC
[2026-02-13T20:21:45.141890] [INFO ] [sig       ] FC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:45.281791] [INFO ] [LOCAL     ] Saved forecast: FC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FC.txt
[2026-02-13T20:21:45.281961] [INFO ] [sig       ] [1134/3406] Completed FC in 0.3s | 2.83 sym/s | Total: 6.7m | ETA: 13.4m
[2026-02-13T20:21:45.282003] [INFO ] [sig       ] [1135/3406] Forecasting FCAL...
[2026-02-13T20:21:45.282033] [INFO ] [sig       ] Generating forecast for: FCAL
[2026-02-13T20:21:45.282063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2026-02-13T20:21:45.292528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2026-02-13T20:21:45.292926] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2026-02-13T20:21:45.293734] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2026-02-13T20:21:45.293786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:45.293818] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:45.293844] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:45.293900] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:45.352159] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:45.352873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:45.352952] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:45.352985] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:45.458166] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:45.458329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:45.458369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:45.458415] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:45.461957] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: DOWN (p=8.83%)
[2026-02-13T20:21:45.462245] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2026-02-13T20:21:45.462376] [INFO ] [sig       ] FCAL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:45.607104] [INFO ] [LOCAL     ] Saved forecast: FCAL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FCAL.txt
[2026-02-13T20:21:45.607273] [INFO ] [sig       ] [1135/3406] Completed FCAL in 0.3s | 2.83 sym/s | Total: 6.7m | ETA: 13.4m
[2026-02-13T20:21:45.607316] [INFO ] [sig       ] [1136/3406] Forecasting FCBC...
[2026-02-13T20:21:45.607345] [INFO ] [sig       ] Generating forecast for: FCBC
[2026-02-13T20:21:45.607387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2026-02-13T20:21:45.619654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCBC'.
[2026-02-13T20:21:45.620096] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2026-02-13T20:21:45.620975] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2026-02-13T20:21:45.621029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:45.621070] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:45.621099] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:45.621162] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:45.680013] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:45.680985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:45.681112] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:45.681148] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:45.802944] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:45.803103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:45.803142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:45.803170] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:45.806723] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=36.70%)
[2026-02-13T20:21:45.807020] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2026-02-13T20:21:45.807164] [INFO ] [sig       ] FCBC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:45.949506] [INFO ] [LOCAL     ] Saved forecast: FCBC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FCBC.txt
[2026-02-13T20:21:45.949672] [INFO ] [sig       ] [1136/3406] Completed FCBC in 0.3s | 2.83 sym/s | Total: 6.7m | ETA: 13.4m
[2026-02-13T20:21:45.949716] [INFO ] [sig       ] [1137/3406] Forecasting FCCO...
[2026-02-13T20:21:45.949747] [INFO ] [sig       ] Generating forecast for: FCCO
[2026-02-13T20:21:45.949777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2026-02-13T20:21:45.960683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2026-02-13T20:21:45.961053] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2026-02-13T20:21:45.961919] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2026-02-13T20:21:45.961973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:45.962007] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:45.962034] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:45.962092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:46.021264] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:46.022204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:46.022290] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:46.022340] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:46.148263] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:46.148422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:46.148463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:46.148493] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:46.152129] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: DOWN (p=0.75%)
[2026-02-13T20:21:46.152413] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2026-02-13T20:21:46.152546] [INFO ] [sig       ] FCCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:46.297725] [INFO ] [LOCAL     ] Saved forecast: FCCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FCCO.txt
[2026-02-13T20:21:46.297905] [INFO ] [sig       ] [1137/3406] Completed FCCO in 0.3s | 2.83 sym/s | Total: 6.7m | ETA: 13.4m
[2026-02-13T20:21:46.297958] [INFO ] [sig       ] [1138/3406] Forecasting FCEL...
[2026-02-13T20:21:46.297994] [INFO ] [sig       ] Generating forecast for: FCEL
[2026-02-13T20:21:46.298026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2026-02-13T20:21:46.310562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCEL'.
[2026-02-13T20:21:46.310952] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2026-02-13T20:21:46.311819] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2026-02-13T20:21:46.311873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:46.311938] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:46.311968] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:46.312025] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:46.381884] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:46.383096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:46.383225] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:46.383266] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:46.509021] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:46.509421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:46.509532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:46.509601] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:46.513753] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: UP (p=86.91%)
[2026-02-13T20:21:46.514116] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2026-02-13T20:21:46.514465] [INFO ] [sig       ] FCEL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:46.663509] [INFO ] [LOCAL     ] Saved forecast: FCEL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FCEL.txt
[2026-02-13T20:21:46.663683] [INFO ] [sig       ] [1138/3406] Completed FCEL in 0.4s | 2.83 sym/s | Total: 6.7m | ETA: 13.4m
[2026-02-13T20:21:46.663729] [INFO ] [sig       ] [1139/3406] Forecasting FCF...
[2026-02-13T20:21:46.663759] [INFO ] [sig       ] Generating forecast for: FCF
[2026-02-13T20:21:46.663790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2026-02-13T20:21:46.675977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCF'.
[2026-02-13T20:21:46.676374] [INFO ] [FORECASTER] Starting predict_future for FCF
[2026-02-13T20:21:46.677193] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2026-02-13T20:21:46.677246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:46.677280] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:46.677307] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:46.677381] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:46.735951] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:46.736692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:46.736774] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:46.736808] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:46.862663] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:46.862824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:46.862864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:46.862893] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:46.866760] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: DOWN (p=17.96%)
[2026-02-13T20:21:46.867049] [INFO ] [FORECASTER] Completed predict_future for FCF
[2026-02-13T20:21:46.867177] [INFO ] [sig       ] FCF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:47.020386] [INFO ] [LOCAL     ] Saved forecast: FCF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FCF.txt
[2026-02-13T20:21:47.020544] [INFO ] [sig       ] [1139/3406] Completed FCF in 0.4s | 2.83 sym/s | Total: 6.7m | ETA: 13.3m
[2026-02-13T20:21:47.020604] [INFO ] [sig       ] [1140/3406] Forecasting FCFS...
[2026-02-13T20:21:47.020639] [INFO ] [sig       ] Generating forecast for: FCFS
[2026-02-13T20:21:47.020669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2026-02-13T20:21:47.033529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2026-02-13T20:21:47.033941] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2026-02-13T20:21:47.034782] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2026-02-13T20:21:47.034837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:47.034870] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:47.034897] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:47.034955] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:47.099892] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:47.100832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:47.100936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:47.100979] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:47.227881] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:47.228045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:47.228086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:47.228115] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:47.231858] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: DOWN (p=49.33%)
[2026-02-13T20:21:47.232354] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2026-02-13T20:21:47.232519] [INFO ] [sig       ] FCFS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:47.378619] [INFO ] [LOCAL     ] Saved forecast: FCFS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FCFS.txt
[2026-02-13T20:21:47.378762] [INFO ] [sig       ] [1140/3406] Completed FCFS in 0.4s | 2.83 sym/s | Total: 6.7m | ETA: 13.3m
[2026-02-13T20:21:47.378800] [INFO ] [sig       ] [1141/3406] Forecasting FCN...
[2026-02-13T20:21:47.378830] [INFO ] [sig       ] Generating forecast for: FCN
[2026-02-13T20:21:47.378859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2026-02-13T20:21:47.391653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2026-02-13T20:21:47.392072] [INFO ] [FORECASTER] Starting predict_future for FCN
[2026-02-13T20:21:47.392897] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2026-02-13T20:21:47.392963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:47.392995] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:47.393021] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:47.393077] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:47.453909] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:47.454759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:47.454843] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:47.454875] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:47.582211] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:47.582368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:47.582409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:47.582472] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:47.585973] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=56.87%)
[2026-02-13T20:21:47.586260] [INFO ] [FORECASTER] Completed predict_future for FCN
[2026-02-13T20:21:47.586391] [INFO ] [sig       ] FCN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:47.730867] [INFO ] [LOCAL     ] Saved forecast: FCN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FCN.txt
[2026-02-13T20:21:47.731076] [INFO ] [sig       ] [1141/3406] Completed FCN in 0.4s | 2.83 sym/s | Total: 6.7m | ETA: 13.3m
[2026-02-13T20:21:47.731128] [INFO ] [sig       ] [1142/3406] Forecasting FCNCA...
[2026-02-13T20:21:47.731160] [INFO ] [sig       ] Generating forecast for: FCNCA
[2026-02-13T20:21:47.731193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2026-02-13T20:21:47.742841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2026-02-13T20:21:47.743181] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2026-02-13T20:21:47.744023] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2026-02-13T20:21:47.744086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:47.744119] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:47.744148] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:47.744206] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:47.806016] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:47.806892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:47.806990] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:47.807030] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:47.931098] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:47.931274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:47.931317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:47.931346] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:47.935036] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: DOWN (p=45.42%)
[2026-02-13T20:21:47.935339] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2026-02-13T20:21:47.935469] [INFO ] [sig       ] FCNCA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:48.083646] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FCNCA.txt
[2026-02-13T20:21:48.083813] [INFO ] [sig       ] [1142/3406] Completed FCNCA in 0.4s | 2.83 sym/s | Total: 6.7m | ETA: 13.3m
[2026-02-13T20:21:48.083854] [INFO ] [sig       ] [1143/3406] Forecasting FCNCO...
[2026-02-13T20:21:48.083886] [INFO ] [sig       ] Generating forecast for: FCNCO
[2026-02-13T20:21:48.083918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2026-02-13T20:21:48.095706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2026-02-13T20:21:48.096181] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2026-02-13T20:21:48.097049] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2026-02-13T20:21:48.097103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:48.097137] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:48.097165] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:48.097225] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:48.157978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:48.158868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:48.158954] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:48.158988] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:48.263435] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:48.263617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:48.263659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:48.263690] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:48.267670] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=86.50%)
[2026-02-13T20:21:48.267957] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2026-02-13T20:21:48.268089] [INFO ] [sig       ] FCNCO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:48.416899] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FCNCO.txt
[2026-02-13T20:21:48.417035] [INFO ] [sig       ] [1143/3406] Completed FCNCO in 0.3s | 2.83 sym/s | Total: 6.7m | ETA: 13.3m
[2026-02-13T20:21:48.417075] [INFO ] [sig       ] [1144/3406] Forecasting FCNCP...
[2026-02-13T20:21:48.417105] [INFO ] [sig       ] Generating forecast for: FCNCP
[2026-02-13T20:21:48.417136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2026-02-13T20:21:48.428356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2026-02-13T20:21:48.428901] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2026-02-13T20:21:48.429898] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2026-02-13T20:21:48.429950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:48.429981] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:48.430006] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:48.430062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:48.488828] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:48.489660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:48.489739] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:48.489771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:48.599171] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:48.599319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:48.599358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:48.599385] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:48.602763] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=73.75%)
[2026-02-13T20:21:48.603057] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2026-02-13T20:21:48.603183] [INFO ] [sig       ] FCNCP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:48.749505] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FCNCP.txt
[2026-02-13T20:21:48.749670] [INFO ] [sig       ] [1144/3406] Completed FCNCP in 0.3s | 2.83 sym/s | Total: 6.7m | ETA: 13.3m
[2026-02-13T20:21:48.749712] [INFO ] [sig       ] [1145/3406] Forecasting FCTE...
[2026-02-13T20:21:48.749743] [INFO ] [sig       ] Generating forecast for: FCTE
[2026-02-13T20:21:48.749773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2026-02-13T20:21:48.761876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2026-02-13T20:21:48.762416] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2026-02-13T20:21:48.763518] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2026-02-13T20:21:48.763592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:48.763635] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:48.763664] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:48.763723] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:48.825819] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:48.826653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:48.826753] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:48.826787] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:48.947704] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:48.947862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:48.947902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:48.947931] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:48.951519] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2026-02-13T20:21:48.951821] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2026-02-13T20:21:48.951947] [INFO ] [sig       ] FCTE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:49.092735] [INFO ] [LOCAL     ] Saved forecast: FCTE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FCTE.txt
[2026-02-13T20:21:49.092863] [INFO ] [sig       ] [1145/3406] Completed FCTE in 0.3s | 2.83 sym/s | Total: 6.7m | ETA: 13.3m
[2026-02-13T20:21:49.092901] [INFO ] [sig       ] [1146/3406] Forecasting FCX...
[2026-02-13T20:21:49.092932] [INFO ] [sig       ] Generating forecast for: FCX
[2026-02-13T20:21:49.092962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2026-02-13T20:21:49.104291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCX'.
[2026-02-13T20:21:49.104659] [INFO ] [FORECASTER] Starting predict_future for FCX
[2026-02-13T20:21:49.105498] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2026-02-13T20:21:49.105553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:49.105615] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:49.105649] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:49.105708] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:49.164656] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:49.165566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:49.165678] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:49.165713] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:49.292345] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:49.292513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:49.292555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:49.292606] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:49.296239] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=68.22%)
[2026-02-13T20:21:49.296559] [INFO ] [FORECASTER] Completed predict_future for FCX
[2026-02-13T20:21:49.296725] [INFO ] [sig       ] FCX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:49.439240] [INFO ] [LOCAL     ] Saved forecast: FCX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FCX.txt
[2026-02-13T20:21:49.439406] [INFO ] [sig       ] [1146/3406] Completed FCX in 0.3s | 2.83 sym/s | Total: 6.7m | ETA: 13.3m
[2026-02-13T20:21:49.439455] [INFO ] [sig       ] [1147/3406] Forecasting FDBC...
[2026-02-13T20:21:49.439487] [INFO ] [sig       ] Generating forecast for: FDBC
[2026-02-13T20:21:49.439516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2026-02-13T20:21:49.450437] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FDBC'.
[2026-02-13T20:21:49.450886] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2026-02-13T20:21:49.451782] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2026-02-13T20:21:49.451837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:49.451868] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:49.451893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:49.451949] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:49.529659] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:49.530855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:49.530964] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:49.531006] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:49.634201] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:49.634377] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-13T20:21:49.634420] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:49.634449] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:49.638566] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: UP (p=64.75%)
[2026-02-13T20:21:49.639137] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2026-02-13T20:21:49.639345] [INFO ] [sig       ] FDBC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:49.849093] [INFO ] [LOCAL     ] Saved forecast: FDBC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FDBC.txt
[2026-02-13T20:21:49.849335] [INFO ] [sig       ] [1147/3406] Completed FDBC in 0.4s | 2.83 sym/s | Total: 6.8m | ETA: 13.3m
[2026-02-13T20:21:49.849403] [INFO ] [sig       ] [1148/3406] Forecasting FDIF...
[2026-02-13T20:21:49.849447] [INFO ] [sig       ] Generating forecast for: FDIF
[2026-02-13T20:21:49.849487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2026-02-13T20:21:49.871492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2026-02-13T20:21:49.872046] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2026-02-13T20:21:49.873049] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2026-02-13T20:21:49.873109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:49.873142] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:49.873170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:49.873228] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:49.957198] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:49.958346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:49.958515] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:49.958558] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:50.116883] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:50.117093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:50.117308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:50.117376] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:50.123098] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=88.81%)
[2026-02-13T20:21:50.123692] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2026-02-13T20:21:50.123920] [INFO ] [sig       ] FDIF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:50.351156] [INFO ] [LOCAL     ] Saved forecast: FDIF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FDIF.txt
[2026-02-13T20:21:50.351439] [INFO ] [sig       ] [1148/3406] Completed FDIF in 0.5s | 2.83 sym/s | Total: 6.8m | ETA: 13.3m
[2026-02-13T20:21:50.351502] [INFO ] [sig       ] [1149/3406] Forecasting FDIG...
[2026-02-13T20:21:50.351550] [INFO ] [sig       ] Generating forecast for: FDIG
[2026-02-13T20:21:50.351622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2026-02-13T20:21:50.369394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIG'.
[2026-02-13T20:21:50.369948] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2026-02-13T20:21:50.372360] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2026-02-13T20:21:50.372431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:50.372466] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:50.372493] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:50.372553] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:50.471726] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:50.473040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:50.473201] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:50.473248] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:50.627521] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:50.627837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:50.627883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:50.627914] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:50.632858] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: DOWN (p=43.34%)
[2026-02-13T20:21:50.633232] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2026-02-13T20:21:50.633385] [INFO ] [sig       ] FDIG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:50.780073] [INFO ] [LOCAL     ] Saved forecast: FDIG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FDIG.txt
[2026-02-13T20:21:50.780257] [INFO ] [sig       ] [1149/3406] Completed FDIG in 0.4s | 2.83 sym/s | Total: 6.8m | ETA: 13.3m
[2026-02-13T20:21:50.780309] [INFO ] [sig       ] [1150/3406] Forecasting FDP...
[2026-02-13T20:21:50.780341] [INFO ] [sig       ] Generating forecast for: FDP
[2026-02-13T20:21:50.780370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2026-02-13T20:21:50.793052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2026-02-13T20:21:50.793451] [INFO ] [FORECASTER] Starting predict_future for FDP
[2026-02-13T20:21:50.794462] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2026-02-13T20:21:50.794516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:50.794548] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:50.794593] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:50.794652] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:50.853268] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:50.854268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:50.854361] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:50.854396] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:50.981308] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:50.981473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:50.981514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:50.981544] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:50.985233] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=87.47%)
[2026-02-13T20:21:50.985545] [INFO ] [FORECASTER] Completed predict_future for FDP
[2026-02-13T20:21:50.985709] [INFO ] [sig       ] FDP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:51.136032] [INFO ] [LOCAL     ] Saved forecast: FDP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FDP.txt
[2026-02-13T20:21:51.136187] [INFO ] [sig       ] [1150/3406] Completed FDP in 0.4s | 2.83 sym/s | Total: 6.8m | ETA: 13.3m
[2026-02-13T20:21:51.136413] [INFO ] [sig       ] [1151/3406] Forecasting FDS...
[2026-02-13T20:21:51.136442] [INFO ] [sig       ] Generating forecast for: FDS
[2026-02-13T20:21:51.136472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2026-02-13T20:21:51.148991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2026-02-13T20:21:51.149558] [INFO ] [FORECASTER] Starting predict_future for FDS
[2026-02-13T20:21:51.150431] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2026-02-13T20:21:51.150486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:51.150518] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:51.150545] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:51.150623] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:51.211468] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:51.212375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:51.212463] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:51.212497] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:51.338158] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:51.338322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:51.338363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:51.338393] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:51.341985] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: DOWN (p=8.15%)
[2026-02-13T20:21:51.342278] [INFO ] [FORECASTER] Completed predict_future for FDS
[2026-02-13T20:21:51.342408] [INFO ] [sig       ] FDS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:51.485979] [INFO ] [LOCAL     ] Saved forecast: FDS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FDS.txt
[2026-02-13T20:21:51.486183] [INFO ] [sig       ] [1151/3406] Completed FDS in 0.3s | 2.83 sym/s | Total: 6.8m | ETA: 13.3m
[2026-02-13T20:21:51.486224] [INFO ] [sig       ] [1152/3406] Forecasting FDTX...
[2026-02-13T20:21:51.486254] [INFO ] [sig       ] Generating forecast for: FDTX
[2026-02-13T20:21:51.486285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2026-02-13T20:21:51.498200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2026-02-13T20:21:51.498666] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2026-02-13T20:21:51.499513] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2026-02-13T20:21:51.499627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:51.499665] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:51.499694] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:51.499752] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:51.559191] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:51.560132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:51.560221] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:51.560257] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:51.690132] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:51.690291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:51.690332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:51.690362] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:51.694314] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: UP (p=79.41%)
[2026-02-13T20:21:51.694732] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2026-02-13T20:21:51.694889] [INFO ] [sig       ] FDTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:51.840113] [INFO ] [LOCAL     ] Saved forecast: FDTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FDTX.txt
[2026-02-13T20:21:51.840259] [INFO ] [sig       ] [1152/3406] Completed FDTX in 0.4s | 2.83 sym/s | Total: 6.8m | ETA: 13.3m
[2026-02-13T20:21:51.840301] [INFO ] [sig       ] [1153/3406] Forecasting FDUS...
[2026-02-13T20:21:51.840329] [INFO ] [sig       ] Generating forecast for: FDUS
[2026-02-13T20:21:51.840359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2026-02-13T20:21:51.852129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDUS'.
[2026-02-13T20:21:51.852516] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2026-02-13T20:21:51.853357] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2026-02-13T20:21:51.853412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:51.853444] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:51.853474] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:51.853536] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:51.918721] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:51.919890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:51.919985] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:51.920019] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:52.047673] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:52.047866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:52.047909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:52.047938] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:52.051528] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2026-02-13T20:21:52.051851] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2026-02-13T20:21:52.051989] [INFO ] [sig       ] FDUS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:52.198820] [INFO ] [LOCAL     ] Saved forecast: FDUS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FDUS.txt
[2026-02-13T20:21:52.198970] [INFO ] [sig       ] [1153/3406] Completed FDUS in 0.4s | 2.83 sym/s | Total: 6.8m | ETA: 13.3m
[2026-02-13T20:21:52.199010] [INFO ] [sig       ] [1154/3406] Forecasting FDX...
[2026-02-13T20:21:52.199039] [INFO ] [sig       ] Generating forecast for: FDX
[2026-02-13T20:21:52.199069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2026-02-13T20:21:52.211852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2026-02-13T20:21:52.212423] [INFO ] [FORECASTER] Starting predict_future for FDX
[2026-02-13T20:21:52.213421] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2026-02-13T20:21:52.213477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:52.213510] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:52.213537] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:52.213613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:52.276696] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:52.277549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:52.277677] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:52.277713] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:52.407773] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:52.407934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:52.407977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:52.408008] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:52.411606] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: UP (p=71.53%)
[2026-02-13T20:21:52.411905] [INFO ] [FORECASTER] Completed predict_future for FDX
[2026-02-13T20:21:52.412049] [INFO ] [sig       ] FDX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:52.556242] [INFO ] [LOCAL     ] Saved forecast: FDX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FDX.txt
[2026-02-13T20:21:52.556382] [INFO ] [sig       ] [1154/3406] Completed FDX in 0.4s | 2.83 sym/s | Total: 6.8m | ETA: 13.3m
[2026-02-13T20:21:52.556423] [INFO ] [sig       ] [1155/3406] Forecasting FE...
[2026-02-13T20:21:52.556452] [INFO ] [sig       ] Generating forecast for: FE
[2026-02-13T20:21:52.556482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2026-02-13T20:21:52.567678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2026-02-13T20:21:52.568069] [INFO ] [FORECASTER] Starting predict_future for FE
[2026-02-13T20:21:52.568920] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2026-02-13T20:21:52.568975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:52.569040] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:52.569070] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:52.569130] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:52.627099] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:52.627949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:52.628035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:52.628069] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:52.744909] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:52.745068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:52.745115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:52.745144] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:52.748656] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=69.08%)
[2026-02-13T20:21:52.748954] [INFO ] [FORECASTER] Completed predict_future for FE
[2026-02-13T20:21:52.749088] [INFO ] [sig       ] FE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:52.893433] [INFO ] [LOCAL     ] Saved forecast: FE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FE.txt
[2026-02-13T20:21:52.893658] [INFO ] [sig       ] [1155/3406] Completed FE in 0.3s | 2.83 sym/s | Total: 6.8m | ETA: 13.3m
[2026-02-13T20:21:52.893720] [INFO ] [sig       ] [1156/3406] Forecasting FEIM...
[2026-02-13T20:21:52.893760] [INFO ] [sig       ] Generating forecast for: FEIM
[2026-02-13T20:21:52.893798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2026-02-13T20:21:52.907061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEIM'.
[2026-02-13T20:21:52.907509] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2026-02-13T20:21:52.908436] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2026-02-13T20:21:52.908494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:52.908527] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:52.908554] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:52.908631] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:52.964896] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:52.965566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:52.965667] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:52.965700] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:53.086271] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:53.086428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:53.086468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:53.086496] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:53.091855] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: DOWN (p=22.33%)
[2026-02-13T20:21:53.092162] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2026-02-13T20:21:53.092296] [INFO ] [sig       ] FEIM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:53.235839] [INFO ] [LOCAL     ] Saved forecast: FEIM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FEIM.txt
[2026-02-13T20:21:53.236049] [INFO ] [sig       ] [1156/3406] Completed FEIM in 0.3s | 2.83 sym/s | Total: 6.8m | ETA: 13.3m
[2026-02-13T20:21:53.236125] [INFO ] [sig       ] [1157/3406] Forecasting FELE...
[2026-02-13T20:21:53.236169] [INFO ] [sig       ] Generating forecast for: FELE
[2026-02-13T20:21:53.236203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2026-02-13T20:21:53.248479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FELE'.
[2026-02-13T20:21:53.248899] [INFO ] [FORECASTER] Starting predict_future for FELE
[2026-02-13T20:21:53.249761] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2026-02-13T20:21:53.249816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:53.249850] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:53.249877] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:53.249937] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:53.308669] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:53.309603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:53.309709] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:53.309765] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:53.440363] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:53.440519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:53.440560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:53.440609] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:53.444143] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=27.95%)
[2026-02-13T20:21:53.444469] [INFO ] [FORECASTER] Completed predict_future for FELE
[2026-02-13T20:21:53.444671] [INFO ] [sig       ] FELE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:53.584167] [INFO ] [LOCAL     ] Saved forecast: FELE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FELE.txt
[2026-02-13T20:21:53.584309] [INFO ] [sig       ] [1157/3406] Completed FELE in 0.3s | 2.83 sym/s | Total: 6.8m | ETA: 13.2m
[2026-02-13T20:21:53.584349] [INFO ] [sig       ] [1158/3406] Forecasting FEM...
[2026-02-13T20:21:53.584377] [INFO ] [sig       ] Generating forecast for: FEM
[2026-02-13T20:21:53.584408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2026-02-13T20:21:53.595543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2026-02-13T20:21:53.595935] [INFO ] [FORECASTER] Starting predict_future for FEM
[2026-02-13T20:21:53.596763] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2026-02-13T20:21:53.596817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:53.596870] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:53.596919] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:53.597001] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:53.658106] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:53.659050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:53.659146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:53.659181] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:53.784746] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:53.784919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:53.784963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:53.785033] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:53.788836] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: DOWN (p=43.16%)
[2026-02-13T20:21:53.789141] [INFO ] [FORECASTER] Completed predict_future for FEM
[2026-02-13T20:21:53.789283] [INFO ] [sig       ] FEM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:53.934506] [INFO ] [LOCAL     ] Saved forecast: FEM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FEM.txt
[2026-02-13T20:21:53.934686] [INFO ] [sig       ] [1158/3406] Completed FEM in 0.4s | 2.83 sym/s | Total: 6.8m | ETA: 13.2m
[2026-02-13T20:21:53.934730] [INFO ] [sig       ] [1159/3406] Forecasting FEMB...
[2026-02-13T20:21:53.934759] [INFO ] [sig       ] Generating forecast for: FEMB
[2026-02-13T20:21:53.934789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2026-02-13T20:21:53.946089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2026-02-13T20:21:53.946496] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2026-02-13T20:21:53.947401] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2026-02-13T20:21:53.947458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:53.947490] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:53.947519] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:53.947618] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:54.009728] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:54.010679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:54.010768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:54.010802] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:54.139844] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:54.140006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:54.140071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:54.140107] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:54.143916] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: UP (p=71.21%)
[2026-02-13T20:21:54.144253] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2026-02-13T20:21:54.144397] [INFO ] [sig       ] FEMB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:54.292424] [INFO ] [LOCAL     ] Saved forecast: FEMB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FEMB.txt
[2026-02-13T20:21:54.292596] [INFO ] [sig       ] [1159/3406] Completed FEMB in 0.4s | 2.83 sym/s | Total: 6.8m | ETA: 13.2m
[2026-02-13T20:21:54.292642] [INFO ] [sig       ] [1160/3406] Forecasting FEMS...
[2026-02-13T20:21:54.292673] [INFO ] [sig       ] Generating forecast for: FEMS
[2026-02-13T20:21:54.292705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2026-02-13T20:21:54.303828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2026-02-13T20:21:54.304228] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2026-02-13T20:21:54.305150] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2026-02-13T20:21:54.305205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:54.305238] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:54.305267] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:54.305330] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:54.365049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:54.365892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:54.365983] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:54.366017] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:54.493629] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:54.493792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:54.493836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:54.493866] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:54.497457] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: DOWN (p=17.69%)
[2026-02-13T20:21:54.497789] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2026-02-13T20:21:54.497925] [INFO ] [sig       ] FEMS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:54.648528] [INFO ] [LOCAL     ] Saved forecast: FEMS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FEMS.txt
[2026-02-13T20:21:54.648765] [INFO ] [sig       ] [1160/3406] Completed FEMS in 0.4s | 2.83 sym/s | Total: 6.8m | ETA: 13.2m
[2026-02-13T20:21:54.648821] [INFO ] [sig       ] [1161/3406] Forecasting FEP...
[2026-02-13T20:21:54.648861] [INFO ] [sig       ] Generating forecast for: FEP
[2026-02-13T20:21:54.648901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2026-02-13T20:21:54.661446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2026-02-13T20:21:54.661912] [INFO ] [FORECASTER] Starting predict_future for FEP
[2026-02-13T20:21:54.662839] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2026-02-13T20:21:54.662902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:54.662935] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:54.662963] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:54.663022] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:54.720070] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:54.721012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:54.721098] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:54.721131] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:54.840983] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:54.841153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:54.841202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:54.841237] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:54.844758] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: DOWN (p=23.64%)
[2026-02-13T20:21:54.845045] [INFO ] [FORECASTER] Completed predict_future for FEP
[2026-02-13T20:21:54.845181] [INFO ] [sig       ] FEP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:54.986147] [INFO ] [LOCAL     ] Saved forecast: FEP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FEP.txt
[2026-02-13T20:21:54.986286] [INFO ] [sig       ] [1161/3406] Completed FEP in 0.3s | 2.83 sym/s | Total: 6.8m | ETA: 13.2m
[2026-02-13T20:21:54.986326] [INFO ] [sig       ] [1162/3406] Forecasting FEPI...
[2026-02-13T20:21:54.986355] [INFO ] [sig       ] Generating forecast for: FEPI
[2026-02-13T20:21:54.986386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2026-02-13T20:21:54.998665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2026-02-13T20:21:54.999001] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2026-02-13T20:21:54.999810] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2026-02-13T20:21:54.999863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:54.999895] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:54.999921] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:54.999976] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:55.056702] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:55.057551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:55.057668] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:55.057703] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:55.179785] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:55.179945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:55.179986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:55.180015] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:55.183492] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: UP (p=94.95%)
[2026-02-13T20:21:55.183789] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2026-02-13T20:21:55.183919] [INFO ] [sig       ] FEPI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:55.322110] [INFO ] [LOCAL     ] Saved forecast: FEPI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FEPI.txt
[2026-02-13T20:21:55.322267] [INFO ] [sig       ] [1162/3406] Completed FEPI in 0.3s | 2.83 sym/s | Total: 6.8m | ETA: 13.2m
[2026-02-13T20:21:55.322308] [INFO ] [sig       ] [1163/3406] Forecasting FERG...
[2026-02-13T20:21:55.322337] [INFO ] [sig       ] Generating forecast for: FERG
[2026-02-13T20:21:55.322366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2026-02-13T20:21:55.334211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2026-02-13T20:21:55.334643] [INFO ] [FORECASTER] Starting predict_future for FERG
[2026-02-13T20:21:55.335459] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2026-02-13T20:21:55.335512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:55.335558] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:55.335610] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:55.335695] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:55.393067] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:55.393982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:55.394070] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:55.394103] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:55.518389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:55.518569] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:55.518632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:55.518662] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:55.522282] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=51.49%)
[2026-02-13T20:21:55.522670] [INFO ] [FORECASTER] Completed predict_future for FERG
[2026-02-13T20:21:55.522825] [INFO ] [sig       ] FERG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:55.666884] [INFO ] [LOCAL     ] Saved forecast: FERG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FERG.txt
[2026-02-13T20:21:55.667021] [INFO ] [sig       ] [1163/3406] Completed FERG in 0.3s | 2.83 sym/s | Total: 6.8m | ETA: 13.2m
[2026-02-13T20:21:55.667070] [INFO ] [sig       ] [1164/3406] Forecasting FEX...
[2026-02-13T20:21:55.667100] [INFO ] [sig       ] Generating forecast for: FEX
[2026-02-13T20:21:55.667131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2026-02-13T20:21:55.678170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2026-02-13T20:21:55.678487] [INFO ] [FORECASTER] Starting predict_future for FEX
[2026-02-13T20:21:55.679289] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2026-02-13T20:21:55.679343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:55.679375] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:55.679402] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:55.679459] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:55.735864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:55.736713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:55.736795] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:55.736827] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:55.856479] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:55.856671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:55.856714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:55.856743] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:55.860191] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: UP (p=60.38%)
[2026-02-13T20:21:55.860486] [INFO ] [FORECASTER] Completed predict_future for FEX
[2026-02-13T20:21:55.860638] [INFO ] [sig       ] FEX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:56.002369] [INFO ] [LOCAL     ] Saved forecast: FEX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FEX.txt
[2026-02-13T20:21:56.002525] [INFO ] [sig       ] [1164/3406] Completed FEX in 0.3s | 2.83 sym/s | Total: 6.9m | ETA: 13.2m
[2026-02-13T20:21:56.002588] [INFO ] [sig       ] [1165/3406] Forecasting FF...
[2026-02-13T20:21:56.002622] [INFO ] [sig       ] Generating forecast for: FF
[2026-02-13T20:21:56.002652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2026-02-13T20:21:56.014288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2026-02-13T20:21:56.014687] [INFO ] [FORECASTER] Starting predict_future for FF
[2026-02-13T20:21:56.015487] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2026-02-13T20:21:56.015541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:56.015659] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:56.015697] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:56.015757] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:56.073706] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:56.074449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:56.074564] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:56.074621] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:56.194953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:56.195131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:56.195175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:56.195211] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:56.198973] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: UP (p=98.60%)
[2026-02-13T20:21:56.199293] [INFO ] [FORECASTER] Completed predict_future for FF
[2026-02-13T20:21:56.199430] [INFO ] [sig       ] FF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:56.347382] [INFO ] [LOCAL     ] Saved forecast: FF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FF.txt
[2026-02-13T20:21:56.347612] [INFO ] [sig       ] [1165/3406] Completed FF in 0.3s | 2.83 sym/s | Total: 6.9m | ETA: 13.2m
[2026-02-13T20:21:56.347670] [INFO ] [sig       ] [1166/3406] Forecasting FFA...
[2026-02-13T20:21:56.347704] [INFO ] [sig       ] Generating forecast for: FFA
[2026-02-13T20:21:56.347736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2026-02-13T20:21:56.359183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2026-02-13T20:21:56.359557] [INFO ] [FORECASTER] Starting predict_future for FFA
[2026-02-13T20:21:56.360403] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2026-02-13T20:21:56.360457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:56.360491] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:56.360519] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:56.360603] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:56.418039] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:56.418919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:56.419005] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:56.419038] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:56.534549] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:56.534726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:56.534767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:56.534797] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:56.538375] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=16.10%)
[2026-02-13T20:21:56.538693] [INFO ] [FORECASTER] Completed predict_future for FFA
[2026-02-13T20:21:56.538828] [INFO ] [sig       ] FFA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:56.683252] [INFO ] [LOCAL     ] Saved forecast: FFA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FFA.txt
[2026-02-13T20:21:56.683406] [INFO ] [sig       ] [1166/3406] Completed FFA in 0.3s | 2.83 sym/s | Total: 6.9m | ETA: 13.2m
[2026-02-13T20:21:56.683449] [INFO ] [sig       ] [1167/3406] Forecasting FFBC...
[2026-02-13T20:21:56.683484] [INFO ] [sig       ] Generating forecast for: FFBC
[2026-02-13T20:21:56.683516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2026-02-13T20:21:56.695561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2026-02-13T20:21:56.695966] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2026-02-13T20:21:56.696784] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2026-02-13T20:21:56.696837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:56.696870] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:56.696897] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:56.696955] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:56.755372] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:56.756108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:56.756191] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:56.756225] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:56.881493] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:56.881669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:56.881711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:56.881740] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:56.885355] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: UP (p=72.17%)
[2026-02-13T20:21:56.885663] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2026-02-13T20:21:56.885795] [INFO ] [sig       ] FFBC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:57.030771] [INFO ] [LOCAL     ] Saved forecast: FFBC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FFBC.txt
[2026-02-13T20:21:57.030906] [INFO ] [sig       ] [1167/3406] Completed FFBC in 0.3s | 2.83 sym/s | Total: 6.9m | ETA: 13.2m
[2026-02-13T20:21:57.030946] [INFO ] [sig       ] [1168/3406] Forecasting FFC...
[2026-02-13T20:21:57.030976] [INFO ] [sig       ] Generating forecast for: FFC
[2026-02-13T20:21:57.031005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2026-02-13T20:21:57.042835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2026-02-13T20:21:57.043214] [INFO ] [FORECASTER] Starting predict_future for FFC
[2026-02-13T20:21:57.044084] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2026-02-13T20:21:57.044139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:57.044173] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:57.044200] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:57.044259] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:57.102824] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:57.103596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:57.103679] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:57.103714] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:57.228519] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:57.228701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:57.228744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:57.228775] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:57.232370] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: UP (p=72.37%)
[2026-02-13T20:21:57.232705] [INFO ] [FORECASTER] Completed predict_future for FFC
[2026-02-13T20:21:57.232840] [INFO ] [sig       ] FFC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:57.378950] [INFO ] [LOCAL     ] Saved forecast: FFC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FFC.txt
[2026-02-13T20:21:57.379234] [INFO ] [sig       ] [1168/3406] Completed FFC in 0.3s | 2.83 sym/s | Total: 6.9m | ETA: 13.2m
[2026-02-13T20:21:57.379291] [INFO ] [sig       ] [1169/3406] Forecasting FFIC...
[2026-02-13T20:21:57.379324] [INFO ] [sig       ] Generating forecast for: FFIC
[2026-02-13T20:21:57.379354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2026-02-13T20:21:57.393971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2026-02-13T20:21:57.394446] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2026-02-13T20:21:57.395355] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2026-02-13T20:21:57.395413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:57.395448] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:57.395478] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:57.395538] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:57.456484] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:57.457505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:57.457661] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:57.457701] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:57.581795] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:57.581964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:57.582005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:57.582034] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:57.585671] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=48.26%)
[2026-02-13T20:21:57.585997] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2026-02-13T20:21:57.586146] [INFO ] [sig       ] FFIC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:57.768530] [INFO ] [LOCAL     ] Saved forecast: FFIC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FFIC.txt
[2026-02-13T20:21:57.768724] [INFO ] [sig       ] [1169/3406] Completed FFIC in 0.4s | 2.83 sym/s | Total: 6.9m | ETA: 13.2m
[2026-02-13T20:21:57.768770] [INFO ] [sig       ] [1170/3406] Forecasting FFIN...
[2026-02-13T20:21:57.768799] [INFO ] [sig       ] Generating forecast for: FFIN
[2026-02-13T20:21:57.768832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2026-02-13T20:21:57.780629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2026-02-13T20:21:57.781036] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2026-02-13T20:21:57.781869] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2026-02-13T20:21:57.781924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:57.781956] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:57.781983] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:57.782040] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:57.839512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:57.840441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:57.840535] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:57.840567] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:57.956974] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:57.957136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:57.957182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:57.957235] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:57.960797] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: DOWN (p=33.74%)
[2026-02-13T20:21:57.961089] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2026-02-13T20:21:57.961219] [INFO ] [sig       ] FFIN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:58.102795] [INFO ] [LOCAL     ] Saved forecast: FFIN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FFIN.txt
[2026-02-13T20:21:58.102965] [INFO ] [sig       ] [1170/3406] Completed FFIN in 0.3s | 2.83 sym/s | Total: 6.9m | ETA: 13.2m
[2026-02-13T20:21:58.103006] [INFO ] [sig       ] [1171/3406] Forecasting FFWM...
[2026-02-13T20:21:58.103034] [INFO ] [sig       ] Generating forecast for: FFWM
[2026-02-13T20:21:58.103064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2026-02-13T20:21:58.114907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2026-02-13T20:21:58.115284] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2026-02-13T20:21:58.116090] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2026-02-13T20:21:58.116143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:58.116176] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:58.116203] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:58.116259] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:58.176734] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:58.177687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:58.177782] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:58.177816] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:58.295340] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:58.295507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:58.295547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:58.295598] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:58.299251] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=23.34%)
[2026-02-13T20:21:58.299639] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2026-02-13T20:21:58.299786] [INFO ] [sig       ] FFWM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:58.438597] [INFO ] [LOCAL     ] Saved forecast: FFWM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FFWM.txt
[2026-02-13T20:21:58.438729] [INFO ] [sig       ] [1171/3406] Completed FFWM in 0.3s | 2.83 sym/s | Total: 6.9m | ETA: 13.2m
[2026-02-13T20:21:58.438768] [INFO ] [sig       ] [1172/3406] Forecasting FG...
[2026-02-13T20:21:58.438798] [INFO ] [sig       ] Generating forecast for: FG
[2026-02-13T20:21:58.438828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2026-02-13T20:21:58.450182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2026-02-13T20:21:58.450511] [INFO ] [FORECASTER] Starting predict_future for FG
[2026-02-13T20:21:58.451308] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2026-02-13T20:21:58.451360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:58.451417] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:58.451445] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:58.451503] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:58.510319] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:58.511050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:58.511133] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:58.511183] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:58.634683] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:58.634842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:58.634881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:58.634910] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:58.638420] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=12.76%)
[2026-02-13T20:21:58.638730] [INFO ] [FORECASTER] Completed predict_future for FG
[2026-02-13T20:21:58.638884] [INFO ] [sig       ] FG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:58.784201] [INFO ] [LOCAL     ] Saved forecast: FG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FG.txt
[2026-02-13T20:21:58.784368] [INFO ] [sig       ] [1172/3406] Completed FG in 0.3s | 2.83 sym/s | Total: 6.9m | ETA: 13.2m
[2026-02-13T20:21:58.784410] [INFO ] [sig       ] [1173/3406] Forecasting FHB...
[2026-02-13T20:21:58.784442] [INFO ] [sig       ] Generating forecast for: FHB
[2026-02-13T20:21:58.784474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2026-02-13T20:21:58.796152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2026-02-13T20:21:58.796490] [INFO ] [FORECASTER] Starting predict_future for FHB
[2026-02-13T20:21:58.797319] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2026-02-13T20:21:58.797375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:58.797409] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:58.797436] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:58.797493] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:58.857481] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:58.858417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:58.858504] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:58.858538] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:58.983212] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:58.983383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:58.983424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:58.983453] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:58.987244] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: UP (p=85.78%)
[2026-02-13T20:21:58.987562] [INFO ] [FORECASTER] Completed predict_future for FHB
[2026-02-13T20:21:58.987731] [INFO ] [sig       ] FHB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:21:59.133403] [INFO ] [LOCAL     ] Saved forecast: FHB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FHB.txt
[2026-02-13T20:21:59.133770] [INFO ] [sig       ] [1173/3406] Completed FHB in 0.3s | 2.83 sym/s | Total: 6.9m | ETA: 13.1m
[2026-02-13T20:21:59.133810] [INFO ] [sig       ] [1174/3406] Forecasting FHI...
[2026-02-13T20:21:59.133846] [INFO ] [sig       ] Generating forecast for: FHI
[2026-02-13T20:21:59.133889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2026-02-13T20:21:59.145825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2026-02-13T20:21:59.146187] [INFO ] [FORECASTER] Starting predict_future for FHI
[2026-02-13T20:21:59.147229] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2026-02-13T20:21:59.147288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:59.147320] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:59.147348] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:59.147679] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:59.208980] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:59.209712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:59.209794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:59.209829] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:59.333526] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:59.333700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:59.333740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:59.333768] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:59.337202] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=25.02%)
[2026-02-13T20:21:59.337488] [INFO ] [FORECASTER] Completed predict_future for FHI
[2026-02-13T20:21:59.337653] [INFO ] [sig       ] FHI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:59.481846] [INFO ] [LOCAL     ] Saved forecast: FHI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FHI.txt
[2026-02-13T20:21:59.482011] [INFO ] [sig       ] [1174/3406] Completed FHI in 0.3s | 2.83 sym/s | Total: 6.9m | ETA: 13.1m
[2026-02-13T20:21:59.482051] [INFO ] [sig       ] [1175/3406] Forecasting FHN...
[2026-02-13T20:21:59.482080] [INFO ] [sig       ] Generating forecast for: FHN
[2026-02-13T20:21:59.482109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2026-02-13T20:21:59.493329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2026-02-13T20:21:59.493732] [INFO ] [FORECASTER] Starting predict_future for FHN
[2026-02-13T20:21:59.494551] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2026-02-13T20:21:59.494625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:59.494658] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:59.494684] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:59.494740] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:59.553490] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:59.554398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:59.554488] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:59.554523] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:21:59.682243] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:21:59.682409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:21:59.682452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:21:59.682482] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:21:59.686362] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=49.61%)
[2026-02-13T20:21:59.686725] [INFO ] [FORECASTER] Completed predict_future for FHN
[2026-02-13T20:21:59.686873] [INFO ] [sig       ] FHN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:21:59.839522] [INFO ] [LOCAL     ] Saved forecast: FHN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FHN.txt
[2026-02-13T20:21:59.839699] [INFO ] [sig       ] [1175/3406] Completed FHN in 0.4s | 2.83 sym/s | Total: 6.9m | ETA: 13.1m
[2026-02-13T20:21:59.839740] [INFO ] [sig       ] [1176/3406] Forecasting FHTX...
[2026-02-13T20:21:59.839771] [INFO ] [sig       ] Generating forecast for: FHTX
[2026-02-13T20:21:59.839801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2026-02-13T20:21:59.850914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHTX'.
[2026-02-13T20:21:59.851345] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2026-02-13T20:21:59.852225] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2026-02-13T20:21:59.852295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:21:59.852330] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:21:59.852358] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:21:59.852417] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:21:59.914739] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:21:59.915656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:21:59.915743] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:21:59.915777] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:00.035453] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:00.035632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:00.035672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:00.035700] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:00.039136] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: UP (p=85.77%)
[2026-02-13T20:22:00.039420] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2026-02-13T20:22:00.039546] [INFO ] [sig       ] FHTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:00.185947] [INFO ] [LOCAL     ] Saved forecast: FHTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FHTX.txt
[2026-02-13T20:22:00.186109] [INFO ] [sig       ] [1176/3406] Completed FHTX in 0.3s | 2.83 sym/s | Total: 6.9m | ETA: 13.1m
[2026-02-13T20:22:00.186152] [INFO ] [sig       ] [1177/3406] Forecasting FIBK...
[2026-02-13T20:22:00.186183] [INFO ] [sig       ] Generating forecast for: FIBK
[2026-02-13T20:22:00.186216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2026-02-13T20:22:00.198194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2026-02-13T20:22:00.198631] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2026-02-13T20:22:00.199477] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2026-02-13T20:22:00.199531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:00.199565] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:00.199628] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:00.199696] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:00.261600] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:00.262438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:00.262521] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:00.262554] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:00.387957] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:00.388122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:00.388164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:00.388197] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:00.391910] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: UP (p=75.28%)
[2026-02-13T20:22:00.392218] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2026-02-13T20:22:00.392353] [INFO ] [sig       ] FIBK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:00.544442] [INFO ] [LOCAL     ] Saved forecast: FIBK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FIBK.txt
[2026-02-13T20:22:00.544607] [INFO ] [sig       ] [1177/3406] Completed FIBK in 0.4s | 2.83 sym/s | Total: 6.9m | ETA: 13.1m
[2026-02-13T20:22:00.544650] [INFO ] [sig       ] [1178/3406] Forecasting FICO...
[2026-02-13T20:22:00.544682] [INFO ] [sig       ] Generating forecast for: FICO
[2026-02-13T20:22:00.544714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2026-02-13T20:22:00.556981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICO'.
[2026-02-13T20:22:00.557371] [INFO ] [FORECASTER] Starting predict_future for FICO
[2026-02-13T20:22:00.558256] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2026-02-13T20:22:00.558311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:00.558343] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:00.558371] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:00.558427] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:00.622076] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:00.622893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:00.622980] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:00.623016] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:00.751209] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:00.751371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:00.751412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:00.751687] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:00.755828] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=16.97%)
[2026-02-13T20:22:00.756156] [INFO ] [FORECASTER] Completed predict_future for FICO
[2026-02-13T20:22:00.756300] [INFO ] [sig       ] FICO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:00.981737] [INFO ] [LOCAL     ] Saved forecast: FICO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FICO.txt
[2026-02-13T20:22:00.981892] [INFO ] [sig       ] [1178/3406] Completed FICO in 0.4s | 2.83 sym/s | Total: 6.9m | ETA: 13.1m
[2026-02-13T20:22:00.981934] [INFO ] [sig       ] [1179/3406] Forecasting FICS...
[2026-02-13T20:22:00.981967] [INFO ] [sig       ] Generating forecast for: FICS
[2026-02-13T20:22:00.981997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2026-02-13T20:22:00.993444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2026-02-13T20:22:00.993853] [INFO ] [FORECASTER] Starting predict_future for FICS
[2026-02-13T20:22:00.994853] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2026-02-13T20:22:00.994908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:00.994941] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:00.994970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:00.995027] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:01.055855] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:01.056833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:01.056923] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:01.056958] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:01.186133] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:01.186297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:01.186344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:01.186378] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:01.189974] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: UP (p=74.23%)
[2026-02-13T20:22:01.190318] [INFO ] [FORECASTER] Completed predict_future for FICS
[2026-02-13T20:22:01.190480] [INFO ] [sig       ] FICS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:01.337669] [INFO ] [LOCAL     ] Saved forecast: FICS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FICS.txt
[2026-02-13T20:22:01.337836] [INFO ] [sig       ] [1179/3406] Completed FICS in 0.4s | 2.83 sym/s | Total: 6.9m | ETA: 13.1m
[2026-02-13T20:22:01.337878] [INFO ] [sig       ] [1180/3406] Forecasting FID...
[2026-02-13T20:22:01.337909] [INFO ] [sig       ] Generating forecast for: FID
[2026-02-13T20:22:01.337938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2026-02-13T20:22:01.349133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2026-02-13T20:22:01.349496] [INFO ] [FORECASTER] Starting predict_future for FID
[2026-02-13T20:22:01.350305] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2026-02-13T20:22:01.350360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:01.350393] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:01.350420] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:01.350478] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:01.406927] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:01.407722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:01.407824] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:01.407857] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:01.533463] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:01.533838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:01.533881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:01.533911] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:01.537507] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: UP (p=71.41%)
[2026-02-13T20:22:01.538176] [INFO ] [FORECASTER] Completed predict_future for FID
[2026-02-13T20:22:01.538335] [INFO ] [sig       ] FID: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:01.696564] [INFO ] [LOCAL     ] Saved forecast: FID	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FID.txt
[2026-02-13T20:22:01.696754] [INFO ] [sig       ] [1180/3406] Completed FID in 0.4s | 2.83 sym/s | Total: 6.9m | ETA: 13.1m
[2026-02-13T20:22:01.696799] [INFO ] [sig       ] [1181/3406] Forecasting FIGS...
[2026-02-13T20:22:01.696834] [INFO ] [sig       ] Generating forecast for: FIGS
[2026-02-13T20:22:01.696877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2026-02-13T20:22:01.708604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2026-02-13T20:22:01.708968] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2026-02-13T20:22:01.709796] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2026-02-13T20:22:01.709849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:01.709881] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:01.709908] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:01.709966] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:01.769820] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:01.770762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:01.770850] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:01.770884] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:01.895276] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:01.895443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:01.895482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:01.895509] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:01.899009] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: UP (p=99.35%)
[2026-02-13T20:22:01.899355] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2026-02-13T20:22:01.899495] [INFO ] [sig       ] FIGS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:02.039705] [INFO ] [LOCAL     ] Saved forecast: FIGS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FIGS.txt
[2026-02-13T20:22:02.039866] [INFO ] [sig       ] [1181/3406] Completed FIGS in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.1m
[2026-02-13T20:22:02.039907] [INFO ] [sig       ] [1182/3406] Forecasting FIHL...
[2026-02-13T20:22:02.039935] [INFO ] [sig       ] Generating forecast for: FIHL
[2026-02-13T20:22:02.039964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2026-02-13T20:22:02.051312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2026-02-13T20:22:02.051718] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2026-02-13T20:22:02.052502] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2026-02-13T20:22:02.052554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:02.052611] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:02.052640] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:02.052697] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:02.109189] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:02.110075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:02.110192] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:02.110227] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:02.230417] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:02.230594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:02.230638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:02.230667] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:02.234130] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=19.25%)
[2026-02-13T20:22:02.234413] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2026-02-13T20:22:02.234542] [INFO ] [sig       ] FIHL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:02.373274] [INFO ] [LOCAL     ] Saved forecast: FIHL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FIHL.txt
[2026-02-13T20:22:02.373448] [INFO ] [sig       ] [1182/3406] Completed FIHL in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.1m
[2026-02-13T20:22:02.373488] [INFO ] [sig       ] [1183/3406] Forecasting FINS...
[2026-02-13T20:22:02.373520] [INFO ] [sig       ] Generating forecast for: FINS
[2026-02-13T20:22:02.373551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2026-02-13T20:22:02.385261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINS'.
[2026-02-13T20:22:02.385663] [INFO ] [FORECASTER] Starting predict_future for FINS
[2026-02-13T20:22:02.386440] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2026-02-13T20:22:02.386492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:02.386524] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:02.386550] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:02.386636] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:02.443518] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:02.444406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:02.444490] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:02.444522] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:02.563726] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:02.563907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:02.563948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:02.563977] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:02.567385] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=89.79%)
[2026-02-13T20:22:02.567703] [INFO ] [FORECASTER] Completed predict_future for FINS
[2026-02-13T20:22:02.567833] [INFO ] [sig       ] FINS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:02.706644] [INFO ] [LOCAL     ] Saved forecast: FINS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FINS.txt
[2026-02-13T20:22:02.706810] [INFO ] [sig       ] [1183/3406] Completed FINS in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.1m
[2026-02-13T20:22:02.706848] [INFO ] [sig       ] [1184/3406] Forecasting FINX...
[2026-02-13T20:22:02.706878] [INFO ] [sig       ] Generating forecast for: FINX
[2026-02-13T20:22:02.706907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2026-02-13T20:22:02.718889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2026-02-13T20:22:02.719268] [INFO ] [FORECASTER] Starting predict_future for FINX
[2026-02-13T20:22:02.720072] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2026-02-13T20:22:02.720125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:02.720158] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:02.720184] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:02.720249] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:02.780237] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:02.781154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:02.781238] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:02.781272] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:02.902446] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:02.902631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:02.902676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:02.902708] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:02.906258] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: DOWN (p=19.39%)
[2026-02-13T20:22:02.906553] [INFO ] [FORECASTER] Completed predict_future for FINX
[2026-02-13T20:22:02.906713] [INFO ] [sig       ] FINX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:03.051921] [INFO ] [LOCAL     ] Saved forecast: FINX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FINX.txt
[2026-02-13T20:22:03.052089] [INFO ] [sig       ] [1184/3406] Completed FINX in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.1m
[2026-02-13T20:22:03.052130] [INFO ] [sig       ] [1185/3406] Forecasting FIP...
[2026-02-13T20:22:03.052160] [INFO ] [sig       ] Generating forecast for: FIP
[2026-02-13T20:22:03.052194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2026-02-13T20:22:03.063904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2026-02-13T20:22:03.064283] [INFO ] [FORECASTER] Starting predict_future for FIP
[2026-02-13T20:22:03.065139] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2026-02-13T20:22:03.065195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:03.065228] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:03.065256] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:03.065314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:03.125512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:03.126395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:03.126479] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:03.126511] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:03.249721] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:03.249887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:03.249927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:03.249956] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:03.253360] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2026-02-13T20:22:03.253672] [INFO ] [FORECASTER] Completed predict_future for FIP
[2026-02-13T20:22:03.253806] [INFO ] [sig       ] FIP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:03.414623] [INFO ] [LOCAL     ] Saved forecast: FIP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FIP.txt
[2026-02-13T20:22:03.414809] [INFO ] [sig       ] [1185/3406] Completed FIP in 0.4s | 2.83 sym/s | Total: 7.0m | ETA: 13.1m
[2026-02-13T20:22:03.414851] [INFO ] [sig       ] [1186/3406] Forecasting FIS...
[2026-02-13T20:22:03.414882] [INFO ] [sig       ] Generating forecast for: FIS
[2026-02-13T20:22:03.414912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2026-02-13T20:22:03.425905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIS'.
[2026-02-13T20:22:03.426221] [INFO ] [FORECASTER] Starting predict_future for FIS
[2026-02-13T20:22:03.427042] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2026-02-13T20:22:03.427095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:03.427127] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:03.427153] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:03.427210] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:03.482993] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:03.483625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:03.483710] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:03.483742] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:03.602562] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:03.602733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:03.602772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:03.602801] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:03.606191] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=1.35%)
[2026-02-13T20:22:03.606468] [INFO ] [FORECASTER] Completed predict_future for FIS
[2026-02-13T20:22:03.606613] [INFO ] [sig       ] FIS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:03.746342] [INFO ] [LOCAL     ] Saved forecast: FIS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FIS.txt
[2026-02-13T20:22:03.746474] [INFO ] [sig       ] [1186/3406] Completed FIS in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.1m
[2026-02-13T20:22:03.746512] [INFO ] [sig       ] [1187/3406] Forecasting FISI...
[2026-02-13T20:22:03.746540] [INFO ] [sig       ] Generating forecast for: FISI
[2026-02-13T20:22:03.746587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2026-02-13T20:22:03.757906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2026-02-13T20:22:03.758242] [INFO ] [FORECASTER] Starting predict_future for FISI
[2026-02-13T20:22:03.759076] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2026-02-13T20:22:03.759127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:03.759174] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:03.759201] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:03.759259] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:03.816749] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:03.817357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:03.817437] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:03.817470] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:03.940982] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:03.941148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:03.941193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:03.941222] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:03.944851] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=12.44%)
[2026-02-13T20:22:03.945169] [INFO ] [FORECASTER] Completed predict_future for FISI
[2026-02-13T20:22:03.945310] [INFO ] [sig       ] FISI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:04.085223] [INFO ] [LOCAL     ] Saved forecast: FISI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FISI.txt
[2026-02-13T20:22:04.085394] [INFO ] [sig       ] [1187/3406] Completed FISI in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.1m
[2026-02-13T20:22:04.085435] [INFO ] [sig       ] [1188/3406] Forecasting FITB...
[2026-02-13T20:22:04.085463] [INFO ] [sig       ] Generating forecast for: FITB
[2026-02-13T20:22:04.085501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2026-02-13T20:22:04.097383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2026-02-13T20:22:04.097735] [INFO ] [FORECASTER] Starting predict_future for FITB
[2026-02-13T20:22:04.098530] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2026-02-13T20:22:04.098609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:04.098644] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:04.098670] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:04.098732] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:04.155570] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:04.156267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:04.156356] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:04.156390] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:04.283252] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:04.283410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:04.283450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:04.283478] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:04.287028] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=41.07%)
[2026-02-13T20:22:04.287304] [INFO ] [FORECASTER] Completed predict_future for FITB
[2026-02-13T20:22:04.287432] [INFO ] [sig       ] FITB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:04.425793] [INFO ] [LOCAL     ] Saved forecast: FITB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FITB.txt
[2026-02-13T20:22:04.425913] [INFO ] [sig       ] [1188/3406] Completed FITB in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.1m
[2026-02-13T20:22:04.425950] [INFO ] [sig       ] [1189/3406] Forecasting FITBI...
[2026-02-13T20:22:04.425979] [INFO ] [sig       ] Generating forecast for: FITBI
[2026-02-13T20:22:04.426009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2026-02-13T20:22:04.436960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBI'.
[2026-02-13T20:22:04.437268] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2026-02-13T20:22:04.438096] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2026-02-13T20:22:04.438148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:04.438209] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:04.438237] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:04.438295] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:04.494217] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:04.494857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:04.494937] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:04.494970] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:04.615587] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:04.615750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:04.615789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:04.615817] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:04.619301] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: DOWN (p=13.43%)
[2026-02-13T20:22:04.619632] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2026-02-13T20:22:04.619763] [INFO ] [sig       ] FITBI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:04.757752] [INFO ] [LOCAL     ] Saved forecast: FITBI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FITBI.txt
[2026-02-13T20:22:04.757878] [INFO ] [sig       ] [1189/3406] Completed FITBI in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.1m
[2026-02-13T20:22:04.757917] [INFO ] [sig       ] [1190/3406] Forecasting FITBO...
[2026-02-13T20:22:04.757947] [INFO ] [sig       ] Generating forecast for: FITBO
[2026-02-13T20:22:04.757976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2026-02-13T20:22:04.769153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2026-02-13T20:22:04.769466] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2026-02-13T20:22:04.770262] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2026-02-13T20:22:04.770315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:04.770346] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:04.770372] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:04.770428] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:04.827963] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:04.828564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:04.828661] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:04.828693] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:04.949849] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:04.950006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:04.950046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:04.950075] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:04.953468] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=71.76%)
[2026-02-13T20:22:04.953771] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2026-02-13T20:22:04.953900] [INFO ] [sig       ] FITBO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:05.092502] [INFO ] [LOCAL     ] Saved forecast: FITBO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FITBO.txt
[2026-02-13T20:22:05.092637] [INFO ] [sig       ] [1190/3406] Completed FITBO in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.0m
[2026-02-13T20:22:05.092685] [INFO ] [sig       ] [1191/3406] Forecasting FIVE...
[2026-02-13T20:22:05.092714] [INFO ] [sig       ] Generating forecast for: FIVE
[2026-02-13T20:22:05.092744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2026-02-13T20:22:05.103914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2026-02-13T20:22:05.104221] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2026-02-13T20:22:05.105039] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2026-02-13T20:22:05.105092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:05.105125] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:05.105152] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:05.105208] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:05.163094] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:05.163729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:05.163806] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:05.163839] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:05.290939] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:05.291081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:05.291119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:05.291148] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:05.294639] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: UP (p=58.28%)
[2026-02-13T20:22:05.294914] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2026-02-13T20:22:05.295041] [INFO ] [sig       ] FIVE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:05.437056] [INFO ] [LOCAL     ] Saved forecast: FIVE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FIVE.txt
[2026-02-13T20:22:05.437230] [INFO ] [sig       ] [1191/3406] Completed FIVE in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.0m
[2026-02-13T20:22:05.437285] [INFO ] [sig       ] [1192/3406] Forecasting FIVN...
[2026-02-13T20:22:05.437336] [INFO ] [sig       ] Generating forecast for: FIVN
[2026-02-13T20:22:05.437387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2026-02-13T20:22:05.452339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2026-02-13T20:22:05.452811] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2026-02-13T20:22:05.453907] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2026-02-13T20:22:05.453972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:05.454016] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:05.454057] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:05.454141] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:05.516067] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:05.516956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:05.517040] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:05.517073] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:05.636389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:05.636548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:05.636608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:05.636675] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:05.640184] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: DOWN (p=18.17%)
[2026-02-13T20:22:05.640525] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2026-02-13T20:22:05.640701] [INFO ] [sig       ] FIVN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:05.784675] [INFO ] [LOCAL     ] Saved forecast: FIVN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FIVN.txt
[2026-02-13T20:22:05.784853] [INFO ] [sig       ] [1192/3406] Completed FIVN in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.0m
[2026-02-13T20:22:05.784896] [INFO ] [sig       ] [1193/3406] Forecasting FIX...
[2026-02-13T20:22:05.784927] [INFO ] [sig       ] Generating forecast for: FIX
[2026-02-13T20:22:05.784958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2026-02-13T20:22:05.796783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2026-02-13T20:22:05.797192] [INFO ] [FORECASTER] Starting predict_future for FIX
[2026-02-13T20:22:05.798070] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2026-02-13T20:22:05.798125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:05.798158] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:05.798184] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:05.798241] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:05.857467] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:05.858492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:05.858614] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:05.858650] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:05.985402] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:05.985588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:05.985631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:05.985666] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:05.989182] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: UP (p=78.73%)
[2026-02-13T20:22:05.989497] [INFO ] [FORECASTER] Completed predict_future for FIX
[2026-02-13T20:22:05.989644] [INFO ] [sig       ] FIX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:06.129466] [INFO ] [LOCAL     ] Saved forecast: FIX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FIX.txt
[2026-02-13T20:22:06.129629] [INFO ] [sig       ] [1193/3406] Completed FIX in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.0m
[2026-02-13T20:22:06.129670] [INFO ] [sig       ] [1194/3406] Forecasting FIXD...
[2026-02-13T20:22:06.129700] [INFO ] [sig       ] Generating forecast for: FIXD
[2026-02-13T20:22:06.129729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2026-02-13T20:22:06.141058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2026-02-13T20:22:06.141406] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2026-02-13T20:22:06.142277] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2026-02-13T20:22:06.142331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:06.142364] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:06.142391] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:06.142449] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:06.199550] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:06.200460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:06.200546] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:06.200599] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:06.322309] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:06.322477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:06.322552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:06.322614] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:06.326185] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: DOWN (p=17.07%)
[2026-02-13T20:22:06.326489] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2026-02-13T20:22:06.326647] [INFO ] [sig       ] FIXD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:06.466086] [INFO ] [LOCAL     ] Saved forecast: FIXD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FIXD.txt
[2026-02-13T20:22:06.466245] [INFO ] [sig       ] [1194/3406] Completed FIXD in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.0m
[2026-02-13T20:22:06.466286] [INFO ] [sig       ] [1195/3406] Forecasting FIZZ...
[2026-02-13T20:22:06.466315] [INFO ] [sig       ] Generating forecast for: FIZZ
[2026-02-13T20:22:06.466346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2026-02-13T20:22:06.477467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2026-02-13T20:22:06.477912] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2026-02-13T20:22:06.478753] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2026-02-13T20:22:06.478805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:06.478837] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:06.478864] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:06.478920] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:06.538950] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:06.540002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:06.540086] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:06.540119] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:06.657196] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:06.657346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:06.657385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:06.657413] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:06.660894] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: UP (p=53.45%)
[2026-02-13T20:22:06.661174] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2026-02-13T20:22:06.661302] [INFO ] [sig       ] FIZZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:06.801128] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FIZZ.txt
[2026-02-13T20:22:06.801301] [INFO ] [sig       ] [1195/3406] Completed FIZZ in 0.3s | 2.83 sym/s | Total: 7.0m | ETA: 13.0m
[2026-02-13T20:22:06.801354] [INFO ] [sig       ] [1196/3406] Forecasting FJP...
[2026-02-13T20:22:06.801397] [INFO ] [sig       ] Generating forecast for: FJP
[2026-02-13T20:22:06.801440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2026-02-13T20:22:06.816797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2026-02-13T20:22:06.817290] [INFO ] [FORECASTER] Starting predict_future for FJP
[2026-02-13T20:22:06.818278] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2026-02-13T20:22:06.818337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:06.818373] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:06.818402] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:06.818463] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:06.884541] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:06.885507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:06.885627] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:06.885674] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:07.010146] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:07.010315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:07.010356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:07.010386] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:07.014005] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: DOWN (p=11.60%)
[2026-02-13T20:22:07.014310] [INFO ] [FORECASTER] Completed predict_future for FJP
[2026-02-13T20:22:07.014452] [INFO ] [sig       ] FJP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:07.156311] [INFO ] [LOCAL     ] Saved forecast: FJP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FJP.txt
[2026-02-13T20:22:07.156481] [INFO ] [sig       ] [1196/3406] Completed FJP in 0.4s | 2.83 sym/s | Total: 7.0m | ETA: 13.0m
[2026-02-13T20:22:07.156534] [INFO ] [sig       ] [1197/3406] Forecasting FLEX...
[2026-02-13T20:22:07.156603] [INFO ] [sig       ] Generating forecast for: FLEX
[2026-02-13T20:22:07.156654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2026-02-13T20:22:07.169361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2026-02-13T20:22:07.169762] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2026-02-13T20:22:07.170674] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2026-02-13T20:22:07.170729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:07.170762] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:07.170789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:07.170870] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:07.232930] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:07.233937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:07.234029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:07.234064] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:07.363158] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:07.363371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:07.363423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:07.363459] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:07.367506] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=66.26%)
[2026-02-13T20:22:07.367899] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2026-02-13T20:22:07.368072] [INFO ] [sig       ] FLEX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:07.521293] [INFO ] [LOCAL     ] Saved forecast: FLEX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FLEX.txt
[2026-02-13T20:22:07.521476] [INFO ] [sig       ] [1197/3406] Completed FLEX in 0.4s | 2.83 sym/s | Total: 7.0m | ETA: 13.0m
[2026-02-13T20:22:07.521524] [INFO ] [sig       ] [1198/3406] Forecasting FLL...
[2026-02-13T20:22:07.521553] [INFO ] [sig       ] Generating forecast for: FLL
[2026-02-13T20:22:07.521605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2026-02-13T20:22:07.537550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2026-02-13T20:22:07.538012] [INFO ] [FORECASTER] Starting predict_future for FLL
[2026-02-13T20:22:07.538867] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2026-02-13T20:22:07.538922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:07.538981] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:07.539012] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:07.539075] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:07.600176] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:07.601142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:07.601236] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:07.601270] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:07.728510] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:07.728695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:07.728739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:07.728770] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:07.732669] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: UP (p=83.40%)
[2026-02-13T20:22:07.733035] [INFO ] [FORECASTER] Completed predict_future for FLL
[2026-02-13T20:22:07.733186] [INFO ] [sig       ] FLL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:07.881808] [INFO ] [LOCAL     ] Saved forecast: FLL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FLL.txt
[2026-02-13T20:22:07.881975] [INFO ] [sig       ] [1198/3406] Completed FLL in 0.4s | 2.83 sym/s | Total: 7.1m | ETA: 13.0m
[2026-02-13T20:22:07.882016] [INFO ] [sig       ] [1199/3406] Forecasting FLNC...
[2026-02-13T20:22:07.882047] [INFO ] [sig       ] Generating forecast for: FLNC
[2026-02-13T20:22:07.882076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2026-02-13T20:22:07.893998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2026-02-13T20:22:07.894399] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2026-02-13T20:22:07.895271] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2026-02-13T20:22:07.895328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:07.895368] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:07.895404] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:07.895476] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:07.955529] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:07.956451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:07.956602] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:07.956645] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:08.082655] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:08.082814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:08.082853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:08.082883] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:08.086410] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: UP (p=80.08%)
[2026-02-13T20:22:08.086720] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2026-02-13T20:22:08.086853] [INFO ] [sig       ] FLNC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:08.233325] [INFO ] [LOCAL     ] Saved forecast: FLNC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FLNC.txt
[2026-02-13T20:22:08.233519] [INFO ] [sig       ] [1199/3406] Completed FLNC in 0.4s | 2.83 sym/s | Total: 7.1m | ETA: 13.0m
[2026-02-13T20:22:08.233562] [INFO ] [sig       ] [1200/3406] Forecasting FLNG...
[2026-02-13T20:22:08.233615] [INFO ] [sig       ] Generating forecast for: FLNG
[2026-02-13T20:22:08.233648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2026-02-13T20:22:08.245142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNG'.
[2026-02-13T20:22:08.245569] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2026-02-13T20:22:08.246441] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2026-02-13T20:22:08.246496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:08.246529] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:08.246557] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:08.246641] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:08.306814] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:08.307744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:08.307830] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:08.307865] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:08.440365] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:08.440527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:08.440567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:08.440616] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:08.444049] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=68.85%)
[2026-02-13T20:22:08.444329] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2026-02-13T20:22:08.444455] [INFO ] [sig       ] FLNG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:08.583190] [INFO ] [LOCAL     ] Saved forecast: FLNG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FLNG.txt
[2026-02-13T20:22:08.583355] [INFO ] [sig       ] [1200/3406] Completed FLNG in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 13.0m
[2026-02-13T20:22:08.583403] [INFO ] [sig       ] [1201/3406] Forecasting FLO...
[2026-02-13T20:22:08.583440] [INFO ] [sig       ] Generating forecast for: FLO
[2026-02-13T20:22:08.583477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2026-02-13T20:22:08.595851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2026-02-13T20:22:08.596265] [INFO ] [FORECASTER] Starting predict_future for FLO
[2026-02-13T20:22:08.597171] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2026-02-13T20:22:08.597226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:08.597258] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:08.597284] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:08.597341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:08.657206] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:08.658336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:08.658421] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:08.658453] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:08.780904] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:08.781082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:08.781141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:08.781172] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:08.786270] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: DOWN (p=24.95%)
[2026-02-13T20:22:08.786728] [INFO ] [FORECASTER] Completed predict_future for FLO
[2026-02-13T20:22:08.786894] [INFO ] [sig       ] FLO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:08.930210] [INFO ] [LOCAL     ] Saved forecast: FLO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FLO.txt
[2026-02-13T20:22:08.930394] [INFO ] [sig       ] [1201/3406] Completed FLO in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 13.0m
[2026-02-13T20:22:08.930450] [INFO ] [sig       ] [1202/3406] Forecasting FLS...
[2026-02-13T20:22:08.930499] [INFO ] [sig       ] Generating forecast for: FLS
[2026-02-13T20:22:08.930535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2026-02-13T20:22:08.943847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2026-02-13T20:22:08.944296] [INFO ] [FORECASTER] Starting predict_future for FLS
[2026-02-13T20:22:08.945290] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2026-02-13T20:22:08.945351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:08.945389] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:08.945420] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:08.945493] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:09.011527] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:09.012528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:09.012648] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:09.012685] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:09.139032] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:09.139189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:09.139229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:09.139258] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:09.142948] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=19.20%)
[2026-02-13T20:22:09.143233] [INFO ] [FORECASTER] Completed predict_future for FLS
[2026-02-13T20:22:09.143364] [INFO ] [sig       ] FLS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:09.292812] [INFO ] [LOCAL     ] Saved forecast: FLS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FLS.txt
[2026-02-13T20:22:09.293003] [INFO ] [sig       ] [1202/3406] Completed FLS in 0.4s | 2.83 sym/s | Total: 7.1m | ETA: 13.0m
[2026-02-13T20:22:09.293045] [INFO ] [sig       ] [1203/3406] Forecasting FLUX...
[2026-02-13T20:22:09.293076] [INFO ] [sig       ] Generating forecast for: FLUX
[2026-02-13T20:22:09.293106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2026-02-13T20:22:09.304562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2026-02-13T20:22:09.304969] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2026-02-13T20:22:09.305796] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2026-02-13T20:22:09.305849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:09.305882] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:09.305909] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:09.305969] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:09.364880] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:09.365835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:09.365925] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:09.365960] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:09.491003] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:09.491170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:09.491211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:09.491241] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:09.494948] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: UP (p=62.70%)
[2026-02-13T20:22:09.495332] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2026-02-13T20:22:09.495515] [INFO ] [sig       ] FLUX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:09.644363] [INFO ] [LOCAL     ] Saved forecast: FLUX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FLUX.txt
[2026-02-13T20:22:09.644524] [INFO ] [sig       ] [1203/3406] Completed FLUX in 0.4s | 2.83 sym/s | Total: 7.1m | ETA: 13.0m
[2026-02-13T20:22:09.644565] [INFO ] [sig       ] [1204/3406] Forecasting FLWS...
[2026-02-13T20:22:09.644615] [INFO ] [sig       ] Generating forecast for: FLWS
[2026-02-13T20:22:09.644648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2026-02-13T20:22:09.656541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2026-02-13T20:22:09.656945] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2026-02-13T20:22:09.657944] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2026-02-13T20:22:09.658002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:09.658037] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:09.658065] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:09.658127] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:09.718509] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:09.719495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:09.719615] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:09.719660] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:09.843472] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:09.843655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:09.843890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:09.843920] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:09.847620] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: DOWN (p=22.74%)
[2026-02-13T20:22:09.847921] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2026-02-13T20:22:09.848056] [INFO ] [sig       ] FLWS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:09.994508] [INFO ] [LOCAL     ] Saved forecast: FLWS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FLWS.txt
[2026-02-13T20:22:09.994701] [INFO ] [sig       ] [1204/3406] Completed FLWS in 0.4s | 2.83 sym/s | Total: 7.1m | ETA: 13.0m
[2026-02-13T20:22:09.994776] [INFO ] [sig       ] [1205/3406] Forecasting FLXS...
[2026-02-13T20:22:09.994816] [INFO ] [sig       ] Generating forecast for: FLXS
[2026-02-13T20:22:09.994849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2026-02-13T20:22:10.005959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2026-02-13T20:22:10.006388] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2026-02-13T20:22:10.007306] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2026-02-13T20:22:10.007364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:10.007400] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:10.007429] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:10.007489] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:10.068065] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:10.069202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:10.069291] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:10.069324] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:10.189317] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:10.189474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:10.189523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:10.189597] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:10.193256] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: UP (p=66.93%)
[2026-02-13T20:22:10.193556] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2026-02-13T20:22:10.193710] [INFO ] [sig       ] FLXS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:10.335510] [INFO ] [LOCAL     ] Saved forecast: FLXS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FLXS.txt
[2026-02-13T20:22:10.335697] [INFO ] [sig       ] [1205/3406] Completed FLXS in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 13.0m
[2026-02-13T20:22:10.335738] [INFO ] [sig       ] [1206/3406] Forecasting FLYE...
[2026-02-13T20:22:10.335767] [INFO ] [sig       ] Generating forecast for: FLYE
[2026-02-13T20:22:10.335797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2026-02-13T20:22:10.347085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2026-02-13T20:22:10.347436] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2026-02-13T20:22:10.348274] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2026-02-13T20:22:10.348327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:10.348405] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:10.348434] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:10.348490] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:10.404758] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:10.405605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:10.405686] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:10.405719] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:10.524959] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:10.525110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:10.525151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:10.525182] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:10.528762] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: UP (p=95.70%)
[2026-02-13T20:22:10.529088] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2026-02-13T20:22:10.529238] [INFO ] [sig       ] FLYE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:10.675862] [INFO ] [LOCAL     ] Saved forecast: FLYE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FLYE.txt
[2026-02-13T20:22:10.675999] [INFO ] [sig       ] [1206/3406] Completed FLYE in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 13.0m
[2026-02-13T20:22:10.676039] [INFO ] [sig       ] [1207/3406] Forecasting FMAO...
[2026-02-13T20:22:10.676067] [INFO ] [sig       ] Generating forecast for: FMAO
[2026-02-13T20:22:10.676098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2026-02-13T20:22:10.686661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2026-02-13T20:22:10.687027] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2026-02-13T20:22:10.687899] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2026-02-13T20:22:10.687955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:10.687988] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:10.688016] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:10.688074] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:10.746359] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:10.747231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:10.747320] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:10.747372] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:10.855454] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:10.855626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:10.855668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:10.855698] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:10.859270] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=90.00%)
[2026-02-13T20:22:10.859568] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2026-02-13T20:22:10.859721] [INFO ] [sig       ] FMAO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:11.002810] [INFO ] [LOCAL     ] Saved forecast: FMAO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FMAO.txt
[2026-02-13T20:22:11.002973] [INFO ] [sig       ] [1207/3406] Completed FMAO in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 12.9m
[2026-02-13T20:22:11.003016] [INFO ] [sig       ] [1208/3406] Forecasting FMB...
[2026-02-13T20:22:11.003048] [INFO ] [sig       ] Generating forecast for: FMB
[2026-02-13T20:22:11.003080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2026-02-13T20:22:11.014702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2026-02-13T20:22:11.015041] [INFO ] [FORECASTER] Starting predict_future for FMB
[2026-02-13T20:22:11.015881] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2026-02-13T20:22:11.015935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:11.015969] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:11.015997] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:11.016055] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:11.076313] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:11.077094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:11.077177] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:11.077211] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:11.201675] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:11.201830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:11.201869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:11.201897] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:11.205294] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: UP (p=93.55%)
[2026-02-13T20:22:11.205594] [INFO ] [FORECASTER] Completed predict_future for FMB
[2026-02-13T20:22:11.205721] [INFO ] [sig       ] FMB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:11.345359] [INFO ] [LOCAL     ] Saved forecast: FMB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FMB.txt
[2026-02-13T20:22:11.345516] [INFO ] [sig       ] [1208/3406] Completed FMB in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 12.9m
[2026-02-13T20:22:11.345557] [INFO ] [sig       ] [1209/3406] Forecasting FMBH...
[2026-02-13T20:22:11.345610] [INFO ] [sig       ] Generating forecast for: FMBH
[2026-02-13T20:22:11.345646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2026-02-13T20:22:11.356985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2026-02-13T20:22:11.357314] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2026-02-13T20:22:11.358215] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2026-02-13T20:22:11.358270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:11.358303] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:11.358344] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:11.358404] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:11.416376] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:11.417141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:11.417226] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:11.417260] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:11.541290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:11.541449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:11.541491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:11.541597] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:11.545325] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: DOWN (p=12.05%)
[2026-02-13T20:22:11.545681] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2026-02-13T20:22:11.545814] [INFO ] [sig       ] FMBH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:11.684392] [INFO ] [LOCAL     ] Saved forecast: FMBH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FMBH.txt
[2026-02-13T20:22:11.684551] [INFO ] [sig       ] [1209/3406] Completed FMBH in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 12.9m
[2026-02-13T20:22:11.684610] [INFO ] [sig       ] [1210/3406] Forecasting FMC...
[2026-02-13T20:22:11.684643] [INFO ] [sig       ] Generating forecast for: FMC
[2026-02-13T20:22:11.684672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2026-02-13T20:22:11.696360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2026-02-13T20:22:11.696782] [INFO ] [FORECASTER] Starting predict_future for FMC
[2026-02-13T20:22:11.697682] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2026-02-13T20:22:11.697737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:11.697771] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:11.697798] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:11.697856] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:11.756557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:11.757414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:11.757516] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:11.757558] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:11.882390] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:11.882551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:11.882634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:11.882686] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:11.886321] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: UP (p=60.95%)
[2026-02-13T20:22:11.886654] [INFO ] [FORECASTER] Completed predict_future for FMC
[2026-02-13T20:22:11.886794] [INFO ] [sig       ] FMC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:12.028862] [INFO ] [LOCAL     ] Saved forecast: FMC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FMC.txt
[2026-02-13T20:22:12.029001] [INFO ] [sig       ] [1210/3406] Completed FMC in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 12.9m
[2026-02-13T20:22:12.029044] [INFO ] [sig       ] [1211/3406] Forecasting FMHI...
[2026-02-13T20:22:12.029076] [INFO ] [sig       ] Generating forecast for: FMHI
[2026-02-13T20:22:12.029109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2026-02-13T20:22:12.039845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMHI'.
[2026-02-13T20:22:12.040215] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2026-02-13T20:22:12.041069] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2026-02-13T20:22:12.041124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:12.041157] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:12.041186] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:12.041244] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:12.098922] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:12.099876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:12.099972] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:12.100007] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:12.220288] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:12.220456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:12.220506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:12.220544] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:12.224172] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2026-02-13T20:22:12.224465] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2026-02-13T20:22:12.224616] [INFO ] [sig       ] FMHI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:12.366081] [INFO ] [LOCAL     ] Saved forecast: FMHI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FMHI.txt
[2026-02-13T20:22:12.366222] [INFO ] [sig       ] [1211/3406] Completed FMHI in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 12.9m
[2026-02-13T20:22:12.366261] [INFO ] [sig       ] [1212/3406] Forecasting FMN...
[2026-02-13T20:22:12.366291] [INFO ] [sig       ] Generating forecast for: FMN
[2026-02-13T20:22:12.366323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2026-02-13T20:22:12.376924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMN'.
[2026-02-13T20:22:12.377260] [INFO ] [FORECASTER] Starting predict_future for FMN
[2026-02-13T20:22:12.378122] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2026-02-13T20:22:12.378185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:12.378216] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:12.378242] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:12.378299] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:12.437003] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:12.437961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:12.438051] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:12.438085] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:12.552515] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:12.552692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:12.552733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:12.552760] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:12.556250] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=21.16%)
[2026-02-13T20:22:12.556545] [INFO ] [FORECASTER] Completed predict_future for FMN
[2026-02-13T20:22:12.556696] [INFO ] [sig       ] FMN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:12.708443] [INFO ] [LOCAL     ] Saved forecast: FMN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FMN.txt
[2026-02-13T20:22:12.708635] [INFO ] [sig       ] [1212/3406] Completed FMN in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 12.9m
[2026-02-13T20:22:12.708677] [INFO ] [sig       ] [1213/3406] Forecasting FMNB...
[2026-02-13T20:22:12.708707] [INFO ] [sig       ] Generating forecast for: FMNB
[2026-02-13T20:22:12.708745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2026-02-13T20:22:12.720836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2026-02-13T20:22:12.721252] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2026-02-13T20:22:12.722195] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2026-02-13T20:22:12.722259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:12.722293] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:12.722322] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:12.722382] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:12.781620] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:12.782563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:12.782674] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:12.782709] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:12.901447] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:12.901635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:12.901676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:12.901705] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:12.905242] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: DOWN (p=18.77%)
[2026-02-13T20:22:12.905553] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2026-02-13T20:22:12.905715] [INFO ] [sig       ] FMNB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:13.046107] [INFO ] [LOCAL     ] Saved forecast: FMNB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FMNB.txt
[2026-02-13T20:22:13.046265] [INFO ] [sig       ] [1213/3406] Completed FMNB in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 12.9m
[2026-02-13T20:22:13.046309] [INFO ] [sig       ] [1214/3406] Forecasting FMS...
[2026-02-13T20:22:13.046338] [INFO ] [sig       ] Generating forecast for: FMS
[2026-02-13T20:22:13.046368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2026-02-13T20:22:13.057882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMS'.
[2026-02-13T20:22:13.058249] [INFO ] [FORECASTER] Starting predict_future for FMS
[2026-02-13T20:22:13.059153] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2026-02-13T20:22:13.059209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:13.059241] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:13.059268] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:13.059327] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:13.115921] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:13.116804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:13.116888] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:13.116921] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:13.239947] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:13.240115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:13.240157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:13.240187] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:13.243738] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2026-02-13T20:22:13.244014] [INFO ] [FORECASTER] Completed predict_future for FMS
[2026-02-13T20:22:13.244141] [INFO ] [sig       ] FMS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:13.381462] [INFO ] [LOCAL     ] Saved forecast: FMS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FMS.txt
[2026-02-13T20:22:13.381648] [INFO ] [sig       ] [1214/3406] Completed FMS in 0.3s | 2.83 sym/s | Total: 7.1m | ETA: 12.9m
[2026-02-13T20:22:13.381692] [INFO ] [sig       ] [1215/3406] Forecasting FMX...
[2026-02-13T20:22:13.381722] [INFO ] [sig       ] Generating forecast for: FMX
[2026-02-13T20:22:13.381752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2026-02-13T20:22:13.392732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMX'.
[2026-02-13T20:22:13.393067] [INFO ] [FORECASTER] Starting predict_future for FMX
[2026-02-13T20:22:13.393862] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2026-02-13T20:22:13.393913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:13.393945] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:13.393971] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:13.394027] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:13.451631] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:13.452403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:13.452490] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:13.452528] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:13.574367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:13.574524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:13.574563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:13.574612] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:13.578061] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: UP (p=58.01%)
[2026-02-13T20:22:13.578342] [INFO ] [FORECASTER] Completed predict_future for FMX
[2026-02-13T20:22:13.578473] [INFO ] [sig       ] FMX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:13.718135] [INFO ] [LOCAL     ] Saved forecast: FMX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FMX.txt
[2026-02-13T20:22:13.718295] [INFO ] [sig       ] [1215/3406] Completed FMX in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.9m
[2026-02-13T20:22:13.718334] [INFO ] [sig       ] [1216/3406] Forecasting FN...
[2026-02-13T20:22:13.718365] [INFO ] [sig       ] Generating forecast for: FN
[2026-02-13T20:22:13.718395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2026-02-13T20:22:13.729944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2026-02-13T20:22:13.730361] [INFO ] [FORECASTER] Starting predict_future for FN
[2026-02-13T20:22:13.731292] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2026-02-13T20:22:13.731348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:13.731381] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:13.731409] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:13.731468] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:13.789701] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:13.790643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:13.790769] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:13.790829] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:13.912623] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:13.912780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:13.912820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:13.912850] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:13.916297] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=13.33%)
[2026-02-13T20:22:13.916623] [INFO ] [FORECASTER] Completed predict_future for FN
[2026-02-13T20:22:13.916759] [INFO ] [sig       ] FN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:14.054872] [INFO ] [LOCAL     ] Saved forecast: FN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FN.txt
[2026-02-13T20:22:14.055012] [INFO ] [sig       ] [1216/3406] Completed FN in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.9m
[2026-02-13T20:22:14.055051] [INFO ] [sig       ] [1217/3406] Forecasting FNB...
[2026-02-13T20:22:14.055081] [INFO ] [sig       ] Generating forecast for: FNB
[2026-02-13T20:22:14.055111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2026-02-13T20:22:14.066260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNB'.
[2026-02-13T20:22:14.066668] [INFO ] [FORECASTER] Starting predict_future for FNB
[2026-02-13T20:22:14.067471] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2026-02-13T20:22:14.067529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:14.067563] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:14.067636] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:14.067696] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:14.124549] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:14.125451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:14.125541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:14.125606] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:14.257225] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:14.257390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:14.257430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:14.257460] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:14.261144] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2026-02-13T20:22:14.261459] [INFO ] [FORECASTER] Completed predict_future for FNB
[2026-02-13T20:22:14.261639] [INFO ] [sig       ] FNB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:14.404362] [INFO ] [LOCAL     ] Saved forecast: FNB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FNB.txt
[2026-02-13T20:22:14.404523] [INFO ] [sig       ] [1217/3406] Completed FNB in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.9m
[2026-02-13T20:22:14.404563] [INFO ] [sig       ] [1218/3406] Forecasting FND...
[2026-02-13T20:22:14.404614] [INFO ] [sig       ] Generating forecast for: FND
[2026-02-13T20:22:14.404645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2026-02-13T20:22:14.415467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2026-02-13T20:22:14.415836] [INFO ] [FORECASTER] Starting predict_future for FND
[2026-02-13T20:22:14.416655] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2026-02-13T20:22:14.416709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:14.416741] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:14.416768] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:14.416824] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:14.474410] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:14.475286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:14.475369] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:14.475403] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:14.596924] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:14.597107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:14.597147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:14.597178] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:14.600817] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=53.93%)
[2026-02-13T20:22:14.601147] [INFO ] [FORECASTER] Completed predict_future for FND
[2026-02-13T20:22:14.601290] [INFO ] [sig       ] FND: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:14.743304] [INFO ] [LOCAL     ] Saved forecast: FND	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FND.txt
[2026-02-13T20:22:14.743466] [INFO ] [sig       ] [1218/3406] Completed FND in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.9m
[2026-02-13T20:22:14.743506] [INFO ] [sig       ] [1219/3406] Forecasting FNF...
[2026-02-13T20:22:14.743536] [INFO ] [sig       ] Generating forecast for: FNF
[2026-02-13T20:22:14.743567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2026-02-13T20:22:14.757262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2026-02-13T20:22:14.757710] [INFO ] [FORECASTER] Starting predict_future for FNF
[2026-02-13T20:22:14.758633] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2026-02-13T20:22:14.758688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:14.758720] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:14.758748] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:14.758805] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:14.817310] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:14.818264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:14.818354] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:14.818388] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:14.939626] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:14.939787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:14.939827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:14.939858] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:14.943410] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2026-02-13T20:22:14.943806] [INFO ] [FORECASTER] Completed predict_future for FNF
[2026-02-13T20:22:14.943974] [INFO ] [sig       ] FNF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:15.084026] [INFO ] [LOCAL     ] Saved forecast: FNF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FNF.txt
[2026-02-13T20:22:15.084232] [INFO ] [sig       ] [1219/3406] Completed FNF in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.9m
[2026-02-13T20:22:15.084274] [INFO ] [sig       ] [1220/3406] Forecasting FNKO...
[2026-02-13T20:22:15.084306] [INFO ] [sig       ] Generating forecast for: FNKO
[2026-02-13T20:22:15.084335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2026-02-13T20:22:15.095480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNKO'.
[2026-02-13T20:22:15.095901] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2026-02-13T20:22:15.096728] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2026-02-13T20:22:15.096782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:15.096814] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:15.096841] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:15.096897] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:15.153859] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:15.154747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:15.154831] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:15.154866] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:15.273316] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:15.273509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:15.273554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:15.273601] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:15.277240] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: DOWN (p=49.14%)
[2026-02-13T20:22:15.277529] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2026-02-13T20:22:15.277705] [INFO ] [sig       ] FNKO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:15.414217] [INFO ] [LOCAL     ] Saved forecast: FNKO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FNKO.txt
[2026-02-13T20:22:15.414356] [INFO ] [sig       ] [1220/3406] Completed FNKO in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.9m
[2026-02-13T20:22:15.414395] [INFO ] [sig       ] [1221/3406] Forecasting FNLC...
[2026-02-13T20:22:15.414426] [INFO ] [sig       ] Generating forecast for: FNLC
[2026-02-13T20:22:15.414457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2026-02-13T20:22:15.425344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2026-02-13T20:22:15.425721] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2026-02-13T20:22:15.426505] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2026-02-13T20:22:15.426558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:15.426617] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:15.426647] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:15.426706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:15.483033] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:15.483776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:15.483857] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:15.483890] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:15.592784] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:15.592933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:15.592973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:15.593001] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:15.596387] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: DOWN (p=11.24%)
[2026-02-13T20:22:15.596687] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2026-02-13T20:22:15.596814] [INFO ] [sig       ] FNLC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:15.736599] [INFO ] [LOCAL     ] Saved forecast: FNLC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FNLC.txt
[2026-02-13T20:22:15.736739] [INFO ] [sig       ] [1221/3406] Completed FNLC in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.9m
[2026-02-13T20:22:15.736779] [INFO ] [sig       ] [1222/3406] Forecasting FNX...
[2026-02-13T20:22:15.736808] [INFO ] [sig       ] Generating forecast for: FNX
[2026-02-13T20:22:15.736838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2026-02-13T20:22:15.748027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNX'.
[2026-02-13T20:22:15.748368] [INFO ] [FORECASTER] Starting predict_future for FNX
[2026-02-13T20:22:15.749222] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2026-02-13T20:22:15.749275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:15.749322] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:15.749349] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:15.749405] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:15.805249] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:15.805989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:15.806075] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:15.806107] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:15.929017] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:15.929176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:15.929216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:15.929245] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:15.932682] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2026-02-13T20:22:15.932967] [INFO ] [FORECASTER] Completed predict_future for FNX
[2026-02-13T20:22:15.933095] [INFO ] [sig       ] FNX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:16.070706] [INFO ] [LOCAL     ] Saved forecast: FNX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FNX.txt
[2026-02-13T20:22:16.070843] [INFO ] [sig       ] [1222/3406] Completed FNX in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.8m
[2026-02-13T20:22:16.070882] [INFO ] [sig       ] [1223/3406] Forecasting FNY...
[2026-02-13T20:22:16.070910] [INFO ] [sig       ] Generating forecast for: FNY
[2026-02-13T20:22:16.070940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2026-02-13T20:22:16.082690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNY'.
[2026-02-13T20:22:16.083044] [INFO ] [FORECASTER] Starting predict_future for FNY
[2026-02-13T20:22:16.084026] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2026-02-13T20:22:16.084078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:16.084139] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:16.084167] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:16.084223] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:16.141277] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:16.141994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:16.142073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:16.142106] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:16.253972] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:16.254125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:16.254164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:16.254192] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:16.257659] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2026-02-13T20:22:16.257941] [INFO ] [FORECASTER] Completed predict_future for FNY
[2026-02-13T20:22:16.258067] [INFO ] [sig       ] FNY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:16.396271] [INFO ] [LOCAL     ] Saved forecast: FNY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FNY.txt
[2026-02-13T20:22:16.396408] [INFO ] [sig       ] [1223/3406] Completed FNY in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.8m
[2026-02-13T20:22:16.396450] [INFO ] [sig       ] [1224/3406] Forecasting FOA...
[2026-02-13T20:22:16.396479] [INFO ] [sig       ] Generating forecast for: FOA
[2026-02-13T20:22:16.396509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2026-02-13T20:22:16.408492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2026-02-13T20:22:16.408879] [INFO ] [FORECASTER] Starting predict_future for FOA
[2026-02-13T20:22:16.409894] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2026-02-13T20:22:16.409946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:16.409977] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:16.410004] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:16.410061] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:16.466071] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:16.466822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:16.466905] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:16.466938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:16.589880] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:16.590031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:16.590071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:16.590100] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:16.593528] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: UP (p=62.42%)
[2026-02-13T20:22:16.593824] [INFO ] [FORECASTER] Completed predict_future for FOA
[2026-02-13T20:22:16.593950] [INFO ] [sig       ] FOA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:16.738129] [INFO ] [LOCAL     ] Saved forecast: FOA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FOA.txt
[2026-02-13T20:22:16.738286] [INFO ] [sig       ] [1224/3406] Completed FOA in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.8m
[2026-02-13T20:22:16.738332] [INFO ] [sig       ] [1225/3406] Forecasting FOF...
[2026-02-13T20:22:16.738363] [INFO ] [sig       ] Generating forecast for: FOF
[2026-02-13T20:22:16.738401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2026-02-13T20:22:16.749599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOF'.
[2026-02-13T20:22:16.749950] [INFO ] [FORECASTER] Starting predict_future for FOF
[2026-02-13T20:22:16.750787] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2026-02-13T20:22:16.750840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:16.750879] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:16.750908] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:16.750983] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:16.809384] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:16.810124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:16.810242] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:16.810277] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:16.927276] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:16.927426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:16.927465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:16.927493] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:16.930993] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: UP (p=65.09%)
[2026-02-13T20:22:16.931273] [INFO ] [FORECASTER] Completed predict_future for FOF
[2026-02-13T20:22:16.931398] [INFO ] [sig       ] FOF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:17.070053] [INFO ] [LOCAL     ] Saved forecast: FOF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FOF.txt
[2026-02-13T20:22:17.070184] [INFO ] [sig       ] [1225/3406] Completed FOF in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.8m
[2026-02-13T20:22:17.070224] [INFO ] [sig       ] [1226/3406] Forecasting FOLD...
[2026-02-13T20:22:17.070258] [INFO ] [sig       ] Generating forecast for: FOLD
[2026-02-13T20:22:17.070290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2026-02-13T20:22:17.081701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOLD'.
[2026-02-13T20:22:17.082043] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2026-02-13T20:22:17.082846] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2026-02-13T20:22:17.082897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:17.082928] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:17.082954] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:17.083010] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:17.138699] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:17.139358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:17.139438] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:17.139469] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:17.258285] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:17.258431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:17.258471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:17.258546] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:17.262021] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: DOWN (p=23.20%)
[2026-02-13T20:22:17.262305] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2026-02-13T20:22:17.262433] [INFO ] [sig       ] FOLD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:17.399765] [INFO ] [LOCAL     ] Saved forecast: FOLD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FOLD.txt
[2026-02-13T20:22:17.399895] [INFO ] [sig       ] [1226/3406] Completed FOLD in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.8m
[2026-02-13T20:22:17.399943] [INFO ] [sig       ] [1227/3406] Forecasting FORM...
[2026-02-13T20:22:17.399976] [INFO ] [sig       ] Generating forecast for: FORM
[2026-02-13T20:22:17.400007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2026-02-13T20:22:17.410591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2026-02-13T20:22:17.410907] [INFO ] [FORECASTER] Starting predict_future for FORM
[2026-02-13T20:22:17.411754] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2026-02-13T20:22:17.411806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:17.411838] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:17.411865] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:17.411920] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:17.468324] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:17.469016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:17.469102] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:17.469134] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:17.590385] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:17.590533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:17.590588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:17.590621] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:17.593993] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=26.01%)
[2026-02-13T20:22:17.594270] [INFO ] [FORECASTER] Completed predict_future for FORM
[2026-02-13T20:22:17.594411] [INFO ] [sig       ] FORM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:17.732103] [INFO ] [LOCAL     ] Saved forecast: FORM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FORM.txt
[2026-02-13T20:22:17.732227] [INFO ] [sig       ] [1227/3406] Completed FORM in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.8m
[2026-02-13T20:22:17.732266] [INFO ] [sig       ] [1228/3406] Forecasting FOSL...
[2026-02-13T20:22:17.732296] [INFO ] [sig       ] Generating forecast for: FOSL
[2026-02-13T20:22:17.732325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2026-02-13T20:22:17.743365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2026-02-13T20:22:17.743712] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2026-02-13T20:22:17.744500] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2026-02-13T20:22:17.744553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:17.744604] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:17.744633] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:17.744690] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:17.800337] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:17.801013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:17.801093] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:17.801126] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:17.920876] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:17.921031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:17.921071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:17.921103] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:17.924485] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=0.86%)
[2026-02-13T20:22:17.924780] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2026-02-13T20:22:17.924907] [INFO ] [sig       ] FOSL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:18.061307] [INFO ] [LOCAL     ] Saved forecast: FOSL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FOSL.txt
[2026-02-13T20:22:18.061441] [INFO ] [sig       ] [1228/3406] Completed FOSL in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.8m
[2026-02-13T20:22:18.061480] [INFO ] [sig       ] [1229/3406] Forecasting FOX...
[2026-02-13T20:22:18.061511] [INFO ] [sig       ] Generating forecast for: FOX
[2026-02-13T20:22:18.061544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2026-02-13T20:22:18.072208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2026-02-13T20:22:18.072540] [INFO ] [FORECASTER] Starting predict_future for FOX
[2026-02-13T20:22:18.073350] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2026-02-13T20:22:18.073403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:18.073435] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:18.073462] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:18.073519] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:18.129912] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:18.130566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:18.130666] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:18.130698] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:18.260554] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:18.260754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:18.260799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:18.260846] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:18.264625] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2026-02-13T20:22:18.264926] [INFO ] [FORECASTER] Completed predict_future for FOX
[2026-02-13T20:22:18.265089] [INFO ] [sig       ] FOX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:18.403031] [INFO ] [LOCAL     ] Saved forecast: FOX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FOX.txt
[2026-02-13T20:22:18.403196] [INFO ] [sig       ] [1229/3406] Completed FOX in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.8m
[2026-02-13T20:22:18.403247] [INFO ] [sig       ] [1230/3406] Forecasting FOXA...
[2026-02-13T20:22:18.403279] [INFO ] [sig       ] Generating forecast for: FOXA
[2026-02-13T20:22:18.403309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2026-02-13T20:22:18.418269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXA'.
[2026-02-13T20:22:18.418644] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2026-02-13T20:22:18.419539] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2026-02-13T20:22:18.419612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:18.419653] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:18.419687] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:18.419757] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:18.475886] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:18.476544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:18.476660] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:18.476696] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:18.595880] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:18.596020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:18.596057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:18.596086] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:18.599488] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: UP (p=73.54%)
[2026-02-13T20:22:18.599788] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2026-02-13T20:22:18.599921] [INFO ] [sig       ] FOXA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:18.738183] [INFO ] [LOCAL     ] Saved forecast: FOXA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FOXA.txt
[2026-02-13T20:22:18.738310] [INFO ] [sig       ] [1230/3406] Completed FOXA in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.8m
[2026-02-13T20:22:18.738349] [INFO ] [sig       ] [1231/3406] Forecasting FOXF...
[2026-02-13T20:22:18.738378] [INFO ] [sig       ] Generating forecast for: FOXF
[2026-02-13T20:22:18.738407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2026-02-13T20:22:18.749518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2026-02-13T20:22:18.749875] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2026-02-13T20:22:18.750688] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2026-02-13T20:22:18.750752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:18.750791] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:18.750818] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:18.750874] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:18.808234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:18.808976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:18.809084] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:18.809118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:18.928652] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:18.928787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:18.928826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:18.928854] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:18.932252] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2026-02-13T20:22:18.932527] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2026-02-13T20:22:18.932676] [INFO ] [sig       ] FOXF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:19.069199] [INFO ] [LOCAL     ] Saved forecast: FOXF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FOXF.txt
[2026-02-13T20:22:19.069326] [INFO ] [sig       ] [1231/3406] Completed FOXF in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.8m
[2026-02-13T20:22:19.069365] [INFO ] [sig       ] [1232/3406] Forecasting FPF...
[2026-02-13T20:22:19.069396] [INFO ] [sig       ] Generating forecast for: FPF
[2026-02-13T20:22:19.069426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2026-02-13T20:22:19.080782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2026-02-13T20:22:19.081103] [INFO ] [FORECASTER] Starting predict_future for FPF
[2026-02-13T20:22:19.081892] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2026-02-13T20:22:19.081943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:19.081975] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:19.082001] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:19.082057] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:19.139420] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:19.140073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:19.140152] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:19.140184] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:19.262107] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:19.262268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:19.262307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:19.262335] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:19.265733] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=52.06%)
[2026-02-13T20:22:19.266008] [INFO ] [FORECASTER] Completed predict_future for FPF
[2026-02-13T20:22:19.266132] [INFO ] [sig       ] FPF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:19.404135] [INFO ] [LOCAL     ] Saved forecast: FPF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FPF.txt
[2026-02-13T20:22:19.404260] [INFO ] [sig       ] [1232/3406] Completed FPF in 0.3s | 2.83 sym/s | Total: 7.2m | ETA: 12.8m
[2026-02-13T20:22:19.404300] [INFO ] [sig       ] [1233/3406] Forecasting FPH...
[2026-02-13T20:22:19.404328] [INFO ] [sig       ] Generating forecast for: FPH
[2026-02-13T20:22:19.404358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2026-02-13T20:22:19.415418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2026-02-13T20:22:19.415774] [INFO ] [FORECASTER] Starting predict_future for FPH
[2026-02-13T20:22:19.416549] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2026-02-13T20:22:19.416620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:19.416652] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:19.416711] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:19.416770] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:19.473929] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:19.474600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:19.474722] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:19.474756] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:19.597790] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:19.597940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:19.597978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:19.598006] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:19.601415] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=87.54%)
[2026-02-13T20:22:19.601729] [INFO ] [FORECASTER] Completed predict_future for FPH
[2026-02-13T20:22:19.601858] [INFO ] [sig       ] FPH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:19.741781] [INFO ] [LOCAL     ] Saved forecast: FPH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FPH.txt
[2026-02-13T20:22:19.741913] [INFO ] [sig       ] [1233/3406] Completed FPH in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 12.8m
[2026-02-13T20:22:19.741954] [INFO ] [sig       ] [1234/3406] Forecasting FPI...
[2026-02-13T20:22:19.741983] [INFO ] [sig       ] Generating forecast for: FPI
[2026-02-13T20:22:19.742014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2026-02-13T20:22:19.753082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2026-02-13T20:22:19.753419] [INFO ] [FORECASTER] Starting predict_future for FPI
[2026-02-13T20:22:19.754228] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2026-02-13T20:22:19.754281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:19.754313] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:19.754340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:19.754396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:19.811981] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:19.812882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:19.812967] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:19.813001] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:19.931190] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:19.931352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:19.931393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:19.931424] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:19.934898] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=58.18%)
[2026-02-13T20:22:19.935194] [INFO ] [FORECASTER] Completed predict_future for FPI
[2026-02-13T20:22:19.935326] [INFO ] [sig       ] FPI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:20.078632] [INFO ] [LOCAL     ] Saved forecast: FPI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FPI.txt
[2026-02-13T20:22:20.078778] [INFO ] [sig       ] [1234/3406] Completed FPI in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 12.8m
[2026-02-13T20:22:20.078825] [INFO ] [sig       ] [1235/3406] Forecasting FPXI...
[2026-02-13T20:22:20.078854] [INFO ] [sig       ] Generating forecast for: FPXI
[2026-02-13T20:22:20.078884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2026-02-13T20:22:20.090632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2026-02-13T20:22:20.090965] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2026-02-13T20:22:20.091771] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2026-02-13T20:22:20.091824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:20.091856] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:20.091883] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:20.091939] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:20.149174] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:20.149843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:20.149926] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:20.149958] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:20.252840] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:20.252990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:20.253029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:20.253058] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:20.256535] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2026-02-13T20:22:20.256846] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2026-02-13T20:22:20.256982] [INFO ] [sig       ] FPXI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:20.395890] [INFO ] [LOCAL     ] Saved forecast: FPXI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FPXI.txt
[2026-02-13T20:22:20.396019] [INFO ] [sig       ] [1235/3406] Completed FPXI in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 12.8m
[2026-02-13T20:22:20.396058] [INFO ] [sig       ] [1236/3406] Forecasting FRA...
[2026-02-13T20:22:20.396088] [INFO ] [sig       ] Generating forecast for: FRA
[2026-02-13T20:22:20.396117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2026-02-13T20:22:20.407481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2026-02-13T20:22:20.407845] [INFO ] [FORECASTER] Starting predict_future for FRA
[2026-02-13T20:22:20.408641] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2026-02-13T20:22:20.408696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:20.408730] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:20.408756] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:20.408812] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:20.465604] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:20.466270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:20.466350] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:20.466384] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:20.590201] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:20.590740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:20.590824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:20.590859] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:20.596235] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2026-02-13T20:22:20.596685] [INFO ] [FORECASTER] Completed predict_future for FRA
[2026-02-13T20:22:20.596843] [INFO ] [sig       ] FRA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:20.737039] [INFO ] [LOCAL     ] Saved forecast: FRA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FRA.txt
[2026-02-13T20:22:20.737221] [INFO ] [sig       ] [1236/3406] Completed FRA in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 12.8m
[2026-02-13T20:22:20.737271] [INFO ] [sig       ] [1237/3406] Forecasting FRBA...
[2026-02-13T20:22:20.737302] [INFO ] [sig       ] Generating forecast for: FRBA
[2026-02-13T20:22:20.737353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2026-02-13T20:22:20.750156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2026-02-13T20:22:20.750520] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2026-02-13T20:22:20.751414] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2026-02-13T20:22:20.751469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:20.751503] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:20.751531] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:20.751627] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:20.808481] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:20.809231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:20.809328] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:20.809363] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:20.929585] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:20.929743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:20.929784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:20.929813] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:20.933289] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2026-02-13T20:22:20.933606] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2026-02-13T20:22:20.933739] [INFO ] [sig       ] FRBA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:21.072237] [INFO ] [LOCAL     ] Saved forecast: FRBA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FRBA.txt
[2026-02-13T20:22:21.072370] [INFO ] [sig       ] [1237/3406] Completed FRBA in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 12.8m
[2026-02-13T20:22:21.072419] [INFO ] [sig       ] [1238/3406] Forecasting FRGE...
[2026-02-13T20:22:21.072449] [INFO ] [sig       ] Generating forecast for: FRGE
[2026-02-13T20:22:21.072481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2026-02-13T20:22:21.085068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2026-02-13T20:22:21.085507] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2026-02-13T20:22:21.086375] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2026-02-13T20:22:21.086443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:21.086486] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:21.086526] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:21.086620] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:21.145205] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:21.146111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:21.146201] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:21.146236] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:21.271153] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:21.271310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:21.271350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:21.271379] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:21.274847] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2026-02-13T20:22:21.275134] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2026-02-13T20:22:21.275262] [INFO ] [sig       ] FRGE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:21.421638] [INFO ] [LOCAL     ] Saved forecast: FRGE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FRGE.txt
[2026-02-13T20:22:21.421817] [INFO ] [sig       ] [1238/3406] Completed FRGE in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 12.7m
[2026-02-13T20:22:21.421863] [INFO ] [sig       ] [1239/3406] Forecasting FRHC...
[2026-02-13T20:22:21.421896] [INFO ] [sig       ] Generating forecast for: FRHC
[2026-02-13T20:22:21.421926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2026-02-13T20:22:21.433464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRHC'.
[2026-02-13T20:22:21.433872] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2026-02-13T20:22:21.434715] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2026-02-13T20:22:21.434769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:21.434803] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:21.434831] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:21.434889] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:21.493295] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:21.494191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:21.494278] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:21.494315] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:21.623997] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:21.624161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:21.624201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:21.624230] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:21.628130] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: UP (p=70.90%)
[2026-02-13T20:22:21.628417] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2026-02-13T20:22:21.628551] [INFO ] [sig       ] FRHC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:21.766982] [INFO ] [LOCAL     ] Saved forecast: FRHC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FRHC.txt
[2026-02-13T20:22:21.767124] [INFO ] [sig       ] [1239/3406] Completed FRHC in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 12.7m
[2026-02-13T20:22:21.767164] [INFO ] [sig       ] [1240/3406] Forecasting FRME...
[2026-02-13T20:22:21.767195] [INFO ] [sig       ] Generating forecast for: FRME
[2026-02-13T20:22:21.767224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2026-02-13T20:22:21.778818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRME'.
[2026-02-13T20:22:21.779192] [INFO ] [FORECASTER] Starting predict_future for FRME
[2026-02-13T20:22:21.780011] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2026-02-13T20:22:21.780066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:21.780129] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:21.780159] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:21.780217] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:21.842856] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:21.843680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:21.843773] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:21.843806] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:21.973023] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:21.973186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:21.973227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:21.973256] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:21.976868] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: UP (p=68.69%)
[2026-02-13T20:22:21.977169] [INFO ] [FORECASTER] Completed predict_future for FRME
[2026-02-13T20:22:21.977307] [INFO ] [sig       ] FRME: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:22.120583] [INFO ] [LOCAL     ] Saved forecast: FRME	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FRME.txt
[2026-02-13T20:22:22.120724] [INFO ] [sig       ] [1240/3406] Completed FRME in 0.4s | 2.83 sym/s | Total: 7.3m | ETA: 12.7m
[2026-02-13T20:22:22.120766] [INFO ] [sig       ] [1241/3406] Forecasting FRO...
[2026-02-13T20:22:22.120796] [INFO ] [sig       ] Generating forecast for: FRO
[2026-02-13T20:22:22.120827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2026-02-13T20:22:22.132386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRO'.
[2026-02-13T20:22:22.132781] [INFO ] [FORECASTER] Starting predict_future for FRO
[2026-02-13T20:22:22.133592] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2026-02-13T20:22:22.133645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:22.133679] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:22.133713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:22.133782] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:22.191844] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:22.192698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:22.192789] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:22.192824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:22.317826] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:22.317987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:22.318027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:22.318057] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:22.321769] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: UP (p=55.44%)
[2026-02-13T20:22:22.322089] [INFO ] [FORECASTER] Completed predict_future for FRO
[2026-02-13T20:22:22.322229] [INFO ] [sig       ] FRO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:22.465511] [INFO ] [LOCAL     ] Saved forecast: FRO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FRO.txt
[2026-02-13T20:22:22.465697] [INFO ] [sig       ] [1241/3406] Completed FRO in 0.3s | 2.83 sym/s | Total: 7.3m | ETA: 12.7m
[2026-02-13T20:22:22.465747] [INFO ] [sig       ] [1242/3406] Forecasting FROG...
[2026-02-13T20:22:22.465785] [INFO ] [sig       ] Generating forecast for: FROG
[2026-02-13T20:22:22.465820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2026-02-13T20:22:22.477764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2026-02-13T20:22:22.478165] [INFO ] [FORECASTER] Starting predict_future for FROG
[2026-02-13T20:22:22.479053] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2026-02-13T20:22:22.479108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:22.479143] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:22.479172] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:22.479230] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:22.537916] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:22.538801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:22.538886] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:22.538920] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:22.657890] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:22.658044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:22.658082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:22.658111] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:22.661634] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: DOWN (p=18.43%)
[2026-02-13T20:22:22.661927] [INFO ] [FORECASTER] Completed predict_future for FROG
[2026-02-13T20:22:22.662056] [INFO ] [sig       ] FROG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:22.806944] [INFO ] [LOCAL     ] Saved forecast: FROG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FROG.txt
[2026-02-13T20:22:22.807104] [INFO ] [sig       ] [1242/3406] Completed FROG in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 12.7m
[2026-02-13T20:22:22.807144] [INFO ] [sig       ] [1243/3406] Forecasting FRPH...
[2026-02-13T20:22:22.807175] [INFO ] [sig       ] Generating forecast for: FRPH
[2026-02-13T20:22:22.807204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2026-02-13T20:22:22.818381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2026-02-13T20:22:22.818800] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2026-02-13T20:22:22.819620] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2026-02-13T20:22:22.819672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:22.819707] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:22.819739] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:22.819808] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:22.877118] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:22.877907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:22.877991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:22.878025] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:23.004243] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:23.004416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:23.004463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:23.004539] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:23.009045] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: UP (p=70.45%)
[2026-02-13T20:22:23.009397] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2026-02-13T20:22:23.009557] [INFO ] [sig       ] FRPH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:23.158870] [INFO ] [LOCAL     ] Saved forecast: FRPH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FRPH.txt
[2026-02-13T20:22:23.159003] [INFO ] [sig       ] [1243/3406] Completed FRPH in 0.4s | 2.84 sym/s | Total: 7.3m | ETA: 12.7m
[2026-02-13T20:22:23.159043] [INFO ] [sig       ] [1244/3406] Forecasting FRSH...
[2026-02-13T20:22:23.159072] [INFO ] [sig       ] Generating forecast for: FRSH
[2026-02-13T20:22:23.159102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2026-02-13T20:22:23.170779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2026-02-13T20:22:23.171099] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2026-02-13T20:22:23.171915] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2026-02-13T20:22:23.171970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:23.172004] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:23.172033] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:23.172107] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:23.231722] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:23.232531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:23.232648] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:23.232698] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:23.359523] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:23.359702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:23.359749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:23.359783] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:23.363288] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: DOWN (p=2.59%)
[2026-02-13T20:22:23.363616] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2026-02-13T20:22:23.363755] [INFO ] [sig       ] FRSH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:23.505054] [INFO ] [LOCAL     ] Saved forecast: FRSH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FRSH.txt
[2026-02-13T20:22:23.505215] [INFO ] [sig       ] [1244/3406] Completed FRSH in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 12.7m
[2026-02-13T20:22:23.505254] [INFO ] [sig       ] [1245/3406] Forecasting FSBC...
[2026-02-13T20:22:23.505285] [INFO ] [sig       ] Generating forecast for: FSBC
[2026-02-13T20:22:23.505315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2026-02-13T20:22:23.516430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2026-02-13T20:22:23.516857] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2026-02-13T20:22:23.517683] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2026-02-13T20:22:23.517735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:23.517768] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:23.517798] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:23.517854] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:23.574488] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:23.575453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:23.575557] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:23.575615] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:23.696819] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:23.696984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:23.697024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:23.697055] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:23.700590] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: UP (p=84.08%)
[2026-02-13T20:22:23.700898] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2026-02-13T20:22:23.701034] [INFO ] [sig       ] FSBC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:23.841973] [INFO ] [LOCAL     ] Saved forecast: FSBC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FSBC.txt
[2026-02-13T20:22:23.842111] [INFO ] [sig       ] [1245/3406] Completed FSBC in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 12.7m
[2026-02-13T20:22:23.842151] [INFO ] [sig       ] [1246/3406] Forecasting FSCO...
[2026-02-13T20:22:23.842180] [INFO ] [sig       ] Generating forecast for: FSCO
[2026-02-13T20:22:23.842210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2026-02-13T20:22:23.853346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSCO'.
[2026-02-13T20:22:23.853724] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2026-02-13T20:22:23.854509] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2026-02-13T20:22:23.854596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:23.854631] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:23.854658] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:23.854715] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:23.911941] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:23.913092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:23.913175] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:23.913208] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:24.033738] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:24.033900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:24.033940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:24.033968] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:24.037424] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: UP (p=63.25%)
[2026-02-13T20:22:24.037739] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2026-02-13T20:22:24.037875] [INFO ] [sig       ] FSCO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:24.178067] [INFO ] [LOCAL     ] Saved forecast: FSCO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FSCO.txt
[2026-02-13T20:22:24.178233] [INFO ] [sig       ] [1246/3406] Completed FSCO in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 12.7m
[2026-02-13T20:22:24.178274] [INFO ] [sig       ] [1247/3406] Forecasting FSK...
[2026-02-13T20:22:24.178303] [INFO ] [sig       ] Generating forecast for: FSK
[2026-02-13T20:22:24.178334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2026-02-13T20:22:24.190098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSK'.
[2026-02-13T20:22:24.190495] [INFO ] [FORECASTER] Starting predict_future for FSK
[2026-02-13T20:22:24.191334] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2026-02-13T20:22:24.191386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:24.191419] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:24.191446] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:24.191502] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:24.248375] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:24.249245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:24.249329] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:24.249362] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:24.364957] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:24.365121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:24.365162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:24.365190] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:24.368697] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=57.32%)
[2026-02-13T20:22:24.368995] [INFO ] [FORECASTER] Completed predict_future for FSK
[2026-02-13T20:22:24.369134] [INFO ] [sig       ] FSK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:24.510445] [INFO ] [LOCAL     ] Saved forecast: FSK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FSK.txt
[2026-02-13T20:22:24.510599] [INFO ] [sig       ] [1247/3406] Completed FSK in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 12.7m
[2026-02-13T20:22:24.510643] [INFO ] [sig       ] [1248/3406] Forecasting FSLY...
[2026-02-13T20:22:24.510672] [INFO ] [sig       ] Generating forecast for: FSLY
[2026-02-13T20:22:24.510702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2026-02-13T20:22:24.521900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2026-02-13T20:22:24.522239] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2026-02-13T20:22:24.523038] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2026-02-13T20:22:24.523090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:24.523122] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:24.523148] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:24.523203] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:24.578823] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:24.579477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:24.579557] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:24.579610] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:24.705446] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:24.705619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:24.705662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:24.705690] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:24.709135] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: UP (p=83.90%)
[2026-02-13T20:22:24.709412] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2026-02-13T20:22:24.709542] [INFO ] [sig       ] FSLY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:24.849076] [INFO ] [LOCAL     ] Saved forecast: FSLY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FSLY.txt
[2026-02-13T20:22:24.849209] [INFO ] [sig       ] [1248/3406] Completed FSLY in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 12.7m
[2026-02-13T20:22:24.849248] [INFO ] [sig       ] [1249/3406] Forecasting FSM...
[2026-02-13T20:22:24.849278] [INFO ] [sig       ] Generating forecast for: FSM
[2026-02-13T20:22:24.849309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2026-02-13T20:22:24.860593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2026-02-13T20:22:24.860938] [INFO ] [FORECASTER] Starting predict_future for FSM
[2026-02-13T20:22:24.861737] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2026-02-13T20:22:24.861788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:24.861824] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:24.861851] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:24.861906] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:24.918869] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:24.919567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:24.919664] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:24.919696] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:25.038721] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:25.038888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:25.038934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:25.038964] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:25.042359] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: UP (p=89.07%)
[2026-02-13T20:22:25.042655] [INFO ] [FORECASTER] Completed predict_future for FSM
[2026-02-13T20:22:25.042786] [INFO ] [sig       ] FSM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:25.180466] [INFO ] [LOCAL     ] Saved forecast: FSM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FSM.txt
[2026-02-13T20:22:25.180614] [INFO ] [sig       ] [1249/3406] Completed FSM in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 12.7m
[2026-02-13T20:22:25.180661] [INFO ] [sig       ] [1250/3406] Forecasting FSS...
[2026-02-13T20:22:25.180691] [INFO ] [sig       ] Generating forecast for: FSS
[2026-02-13T20:22:25.180721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2026-02-13T20:22:25.192009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2026-02-13T20:22:25.192365] [INFO ] [FORECASTER] Starting predict_future for FSS
[2026-02-13T20:22:25.193204] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2026-02-13T20:22:25.193257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:25.193289] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:25.193316] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:25.193372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:25.249513] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:25.250411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:25.250526] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:25.250560] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:25.375233] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:25.375393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:25.375435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:25.375464] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:25.379093] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=57.57%)
[2026-02-13T20:22:25.379386] [INFO ] [FORECASTER] Completed predict_future for FSS
[2026-02-13T20:22:25.379521] [INFO ] [sig       ] FSS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:25.521688] [INFO ] [LOCAL     ] Saved forecast: FSS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FSS.txt
[2026-02-13T20:22:25.521848] [INFO ] [sig       ] [1250/3406] Completed FSS in 0.3s | 2.84 sym/s | Total: 7.3m | ETA: 12.7m
[2026-02-13T20:22:25.521888] [INFO ] [sig       ] [1251/3406] Forecasting FTA...
[2026-02-13T20:22:25.521919] [INFO ] [sig       ] Generating forecast for: FTA
[2026-02-13T20:22:25.521950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2026-02-13T20:22:25.533495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2026-02-13T20:22:25.533869] [INFO ] [FORECASTER] Starting predict_future for FTA
[2026-02-13T20:22:25.534720] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2026-02-13T20:22:25.534774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:25.534810] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:25.534840] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:25.534899] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:25.591416] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:25.592350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:25.592465] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:25.592500] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:25.712372] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:25.712529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:25.712589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:25.712622] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:25.716021] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: UP (p=61.98%)
[2026-02-13T20:22:25.716321] [INFO ] [FORECASTER] Completed predict_future for FTA
[2026-02-13T20:22:25.716447] [INFO ] [sig       ] FTA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:25.854771] [INFO ] [LOCAL     ] Saved forecast: FTA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FTA.txt
[2026-02-13T20:22:25.854911] [INFO ] [sig       ] [1251/3406] Completed FTA in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 12.7m
[2026-02-13T20:22:25.854951] [INFO ] [sig       ] [1252/3406] Forecasting FTAI...
[2026-02-13T20:22:25.854981] [INFO ] [sig       ] Generating forecast for: FTAI
[2026-02-13T20:22:25.855012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2026-02-13T20:22:25.866286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTAI'.
[2026-02-13T20:22:25.866674] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2026-02-13T20:22:25.867446] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2026-02-13T20:22:25.867497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:25.867529] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:25.867555] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:25.867663] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:25.923969] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:25.924688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:25.924769] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:25.924807] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:26.045050] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:26.045210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:26.045249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:26.045277] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:26.048721] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=26.45%)
[2026-02-13T20:22:26.049002] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2026-02-13T20:22:26.049133] [INFO ] [sig       ] FTAI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:26.186835] [INFO ] [LOCAL     ] Saved forecast: FTAI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FTAI.txt
[2026-02-13T20:22:26.186975] [INFO ] [sig       ] [1252/3406] Completed FTAI in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 12.7m
[2026-02-13T20:22:26.187015] [INFO ] [sig       ] [1253/3406] Forecasting FTC...
[2026-02-13T20:22:26.187043] [INFO ] [sig       ] Generating forecast for: FTC
[2026-02-13T20:22:26.187072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2026-02-13T20:22:26.198386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2026-02-13T20:22:26.198759] [INFO ] [FORECASTER] Starting predict_future for FTC
[2026-02-13T20:22:26.199597] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2026-02-13T20:22:26.199648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:26.199681] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:26.199707] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:26.199762] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:26.259278] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:26.260122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:26.260206] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:26.260240] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:26.374182] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:26.374333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:26.374390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:26.374421] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:26.377875] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: UP (p=94.28%)
[2026-02-13T20:22:26.378162] [INFO ] [FORECASTER] Completed predict_future for FTC
[2026-02-13T20:22:26.378292] [INFO ] [sig       ] FTC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:26.517827] [INFO ] [LOCAL     ] Saved forecast: FTC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FTC.txt
[2026-02-13T20:22:26.518021] [INFO ] [sig       ] [1253/3406] Completed FTC in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 12.7m
[2026-02-13T20:22:26.518066] [INFO ] [sig       ] [1254/3406] Forecasting FTCI...
[2026-02-13T20:22:26.518097] [INFO ] [sig       ] Generating forecast for: FTCI
[2026-02-13T20:22:26.518128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2026-02-13T20:22:26.529920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2026-02-13T20:22:26.530310] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2026-02-13T20:22:26.531228] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2026-02-13T20:22:26.531288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:26.531328] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:26.531357] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:26.531416] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:26.594651] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:26.595462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:26.595555] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:26.595618] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:26.729369] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:26.729529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:26.729570] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:26.729620] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:26.733280] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: UP (p=75.00%)
[2026-02-13T20:22:26.733598] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2026-02-13T20:22:26.733767] [INFO ] [sig       ] FTCI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:26.889240] [INFO ] [LOCAL     ] Saved forecast: FTCI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FTCI.txt
[2026-02-13T20:22:26.889382] [INFO ] [sig       ] [1254/3406] Completed FTCI in 0.4s | 2.84 sym/s | Total: 7.4m | ETA: 12.6m
[2026-02-13T20:22:26.889422] [INFO ] [sig       ] [1255/3406] Forecasting FTCS...
[2026-02-13T20:22:26.889451] [INFO ] [sig       ] Generating forecast for: FTCS
[2026-02-13T20:22:26.889482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2026-02-13T20:22:26.900768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2026-02-13T20:22:26.901134] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2026-02-13T20:22:26.901962] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2026-02-13T20:22:26.902017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:26.902050] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:26.902077] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:26.902136] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:26.965417] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:26.966217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:26.966299] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:26.966332] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:27.086439] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:27.086617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:27.086659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:27.086687] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:27.090149] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: UP (p=81.79%)
[2026-02-13T20:22:27.090452] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2026-02-13T20:22:27.090608] [INFO ] [sig       ] FTCS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:27.230022] [INFO ] [LOCAL     ] Saved forecast: FTCS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FTCS.txt
[2026-02-13T20:22:27.230176] [INFO ] [sig       ] [1255/3406] Completed FTCS in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 12.6m
[2026-02-13T20:22:27.230216] [INFO ] [sig       ] [1256/3406] Forecasting FTEK...
[2026-02-13T20:22:27.230247] [INFO ] [sig       ] Generating forecast for: FTEK
[2026-02-13T20:22:27.230278] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2026-02-13T20:22:27.242562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2026-02-13T20:22:27.242991] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2026-02-13T20:22:27.243863] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2026-02-13T20:22:27.243918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:27.243952] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:27.243981] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:27.244043] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:27.302910] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:27.303715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:27.303823] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:27.303863] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:27.429796] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:27.429974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:27.430022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:27.430053] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:27.433943] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=26.59%)
[2026-02-13T20:22:27.434248] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2026-02-13T20:22:27.434410] [INFO ] [sig       ] FTEK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:27.584262] [INFO ] [LOCAL     ] Saved forecast: FTEK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FTEK.txt
[2026-02-13T20:22:27.584418] [INFO ] [sig       ] [1256/3406] Completed FTEK in 0.4s | 2.84 sym/s | Total: 7.4m | ETA: 12.6m
[2026-02-13T20:22:27.584459] [INFO ] [sig       ] [1257/3406] Forecasting FTGC...
[2026-02-13T20:22:27.584489] [INFO ] [sig       ] Generating forecast for: FTGC
[2026-02-13T20:22:27.584519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2026-02-13T20:22:27.596854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2026-02-13T20:22:27.597253] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2026-02-13T20:22:27.598294] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2026-02-13T20:22:27.598351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:27.598428] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:27.598459] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:27.598517] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:27.667229] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:27.668350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:27.668441] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:27.668486] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:27.795610] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:27.795801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:27.795865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:27.795908] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:27.799743] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: UP (p=85.55%)
[2026-02-13T20:22:27.800121] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2026-02-13T20:22:27.800277] [INFO ] [sig       ] FTGC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:27.953884] [INFO ] [LOCAL     ] Saved forecast: FTGC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FTGC.txt
[2026-02-13T20:22:27.954044] [INFO ] [sig       ] [1257/3406] Completed FTGC in 0.4s | 2.84 sym/s | Total: 7.4m | ETA: 12.6m
[2026-02-13T20:22:27.954087] [INFO ] [sig       ] [1258/3406] Forecasting FTGS...
[2026-02-13T20:22:27.954116] [INFO ] [sig       ] Generating forecast for: FTGS
[2026-02-13T20:22:27.954145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2026-02-13T20:22:27.966118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2026-02-13T20:22:27.966506] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2026-02-13T20:22:27.967422] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2026-02-13T20:22:27.967491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:27.967537] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:27.967613] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:27.967704] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:28.030415] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:28.031344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:28.031444] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:28.031480] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:28.162919] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:28.163077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:28.163130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:28.163175] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:28.166915] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=13.28%)
[2026-02-13T20:22:28.167216] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2026-02-13T20:22:28.167348] [INFO ] [sig       ] FTGS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:28.322782] [INFO ] [LOCAL     ] Saved forecast: FTGS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FTGS.txt
[2026-02-13T20:22:28.322950] [INFO ] [sig       ] [1258/3406] Completed FTGS in 0.4s | 2.84 sym/s | Total: 7.4m | ETA: 12.6m
[2026-02-13T20:22:28.322993] [INFO ] [sig       ] [1259/3406] Forecasting FTHI...
[2026-02-13T20:22:28.323022] [INFO ] [sig       ] Generating forecast for: FTHI
[2026-02-13T20:22:28.323053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2026-02-13T20:22:28.335634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2026-02-13T20:22:28.336075] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2026-02-13T20:22:28.337055] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2026-02-13T20:22:28.337112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:28.337146] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:28.337172] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:28.337228] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:28.397938] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:28.398845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:28.398930] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:28.398963] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:28.516519] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:28.516702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:28.516742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:28.516770] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:28.520177] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=13.12%)
[2026-02-13T20:22:28.520462] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2026-02-13T20:22:28.520612] [INFO ] [sig       ] FTHI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:28.660141] [INFO ] [LOCAL     ] Saved forecast: FTHI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FTHI.txt
[2026-02-13T20:22:28.660281] [INFO ] [sig       ] [1259/3406] Completed FTHI in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 12.6m
[2026-02-13T20:22:28.660322] [INFO ] [sig       ] [1260/3406] Forecasting FTHY...
[2026-02-13T20:22:28.660351] [INFO ] [sig       ] Generating forecast for: FTHY
[2026-02-13T20:22:28.660382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2026-02-13T20:22:28.671918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2026-02-13T20:22:28.672297] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2026-02-13T20:22:28.673101] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2026-02-13T20:22:28.673154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:28.673185] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:28.673212] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:28.673269] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:28.729715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:28.730548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:28.730652] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:28.730686] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:28.846897] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:28.847067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:28.847106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:28.847170] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:28.850719] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: DOWN (p=11.40%)
[2026-02-13T20:22:28.851059] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2026-02-13T20:22:28.851198] [INFO ] [sig       ] FTHY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:29.000122] [INFO ] [LOCAL     ] Saved forecast: FTHY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FTHY.txt
[2026-02-13T20:22:29.000266] [INFO ] [sig       ] [1260/3406] Completed FTHY in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 12.6m
[2026-02-13T20:22:29.000313] [INFO ] [sig       ] [1261/3406] Forecasting FTI...
[2026-02-13T20:22:29.000344] [INFO ] [sig       ] Generating forecast for: FTI
[2026-02-13T20:22:29.000375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2026-02-13T20:22:29.014829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2026-02-13T20:22:29.015211] [INFO ] [FORECASTER] Starting predict_future for FTI
[2026-02-13T20:22:29.016021] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2026-02-13T20:22:29.016074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:29.016107] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:29.016133] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:29.016190] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:29.073586] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:29.074321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:29.074403] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:29.074436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:29.195922] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:29.196085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:29.196128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:29.196158] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:29.199627] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: UP (p=55.24%)
[2026-02-13T20:22:29.199914] [INFO ] [FORECASTER] Completed predict_future for FTI
[2026-02-13T20:22:29.200049] [INFO ] [sig       ] FTI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:29.339871] [INFO ] [LOCAL     ] Saved forecast: FTI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FTI.txt
[2026-02-13T20:22:29.340039] [INFO ] [sig       ] [1261/3406] Completed FTI in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 12.6m
[2026-02-13T20:22:29.340078] [INFO ] [sig       ] [1262/3406] Forecasting FTK...
[2026-02-13T20:22:29.340109] [INFO ] [sig       ] Generating forecast for: FTK
[2026-02-13T20:22:29.340140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2026-02-13T20:22:29.351864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTK'.
[2026-02-13T20:22:29.352270] [INFO ] [FORECASTER] Starting predict_future for FTK
[2026-02-13T20:22:29.353101] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2026-02-13T20:22:29.353154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:29.353184] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:29.353210] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:29.353266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:29.412725] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:29.413709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:29.413805] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:29.413838] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:29.533737] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:29.533903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:29.533943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:29.533971] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:29.537491] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2026-02-13T20:22:29.537852] [INFO ] [FORECASTER] Completed predict_future for FTK
[2026-02-13T20:22:29.537996] [INFO ] [sig       ] FTK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:29.682062] [INFO ] [LOCAL     ] Saved forecast: FTK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FTK.txt
[2026-02-13T20:22:29.682256] [INFO ] [sig       ] [1262/3406] Completed FTK in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 12.6m
[2026-02-13T20:22:29.682306] [INFO ] [sig       ] [1263/3406] Forecasting FTLF...
[2026-02-13T20:22:29.682335] [INFO ] [sig       ] Generating forecast for: FTLF
[2026-02-13T20:22:29.682366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2026-02-13T20:22:29.695167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2026-02-13T20:22:29.695720] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2026-02-13T20:22:29.696836] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2026-02-13T20:22:29.696906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:29.696962] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:29.697004] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:29.697099] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:29.767165] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:29.768105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:29.768213] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:29.768261] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:29.883676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:29.883839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:29.883879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:29.883907] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:29.887393] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: DOWN (p=5.56%)
[2026-02-13T20:22:29.887752] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2026-02-13T20:22:29.887888] [INFO ] [sig       ] FTLF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:30.027945] [INFO ] [LOCAL     ] Saved forecast: FTLF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FTLF.txt
[2026-02-13T20:22:30.028104] [INFO ] [sig       ] [1263/3406] Completed FTLF in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 12.6m
[2026-02-13T20:22:30.028143] [INFO ] [sig       ] [1264/3406] Forecasting FTQI...
[2026-02-13T20:22:30.028173] [INFO ] [sig       ] Generating forecast for: FTQI
[2026-02-13T20:22:30.028203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2026-02-13T20:22:30.040028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2026-02-13T20:22:30.040673] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2026-02-13T20:22:30.041515] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2026-02-13T20:22:30.041570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:30.041626] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:30.041653] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:30.041710] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:30.100162] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:30.101090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:30.101187] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:30.101222] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:30.226970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:30.227268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:30.227312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:30.227386] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:30.231896] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=99.33%)
[2026-02-13T20:22:30.232274] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2026-02-13T20:22:30.232434] [INFO ] [sig       ] FTQI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:30.378815] [INFO ] [LOCAL     ] Saved forecast: FTQI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FTQI.txt
[2026-02-13T20:22:30.378961] [INFO ] [sig       ] [1264/3406] Completed FTQI in 0.4s | 2.84 sym/s | Total: 7.4m | ETA: 12.6m
[2026-02-13T20:22:30.379000] [INFO ] [sig       ] [1265/3406] Forecasting FTRE...
[2026-02-13T20:22:30.379029] [INFO ] [sig       ] Generating forecast for: FTRE
[2026-02-13T20:22:30.379065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2026-02-13T20:22:30.392167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2026-02-13T20:22:30.392562] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2026-02-13T20:22:30.393405] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2026-02-13T20:22:30.393458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:30.393490] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:30.393516] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:30.393591] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:30.451710] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:30.452661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:30.452750] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:30.452796] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:30.578762] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:30.578925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:30.578966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:30.578995] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:30.582688] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=34.01%)
[2026-02-13T20:22:30.582990] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2026-02-13T20:22:30.583132] [INFO ] [sig       ] FTRE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:30.722822] [INFO ] [LOCAL     ] Saved forecast: FTRE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FTRE.txt
[2026-02-13T20:22:30.722992] [INFO ] [sig       ] [1265/3406] Completed FTRE in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 12.6m
[2026-02-13T20:22:30.723040] [INFO ] [sig       ] [1266/3406] Forecasting FTRI...
[2026-02-13T20:22:30.723074] [INFO ] [sig       ] Generating forecast for: FTRI
[2026-02-13T20:22:30.723104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2026-02-13T20:22:30.734380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2026-02-13T20:22:30.734805] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2026-02-13T20:22:30.735664] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2026-02-13T20:22:30.735717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:30.735748] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:30.735774] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:30.735829] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:30.791864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:30.792696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:30.792799] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:30.792833] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:30.911245] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:30.911406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:30.911445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:30.911474] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:30.915036] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2026-02-13T20:22:30.915343] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2026-02-13T20:22:30.915476] [INFO ] [sig       ] FTRI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:31.057813] [INFO ] [LOCAL     ] Saved forecast: FTRI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FTRI.txt
[2026-02-13T20:22:31.057981] [INFO ] [sig       ] [1266/3406] Completed FTRI in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 12.6m
[2026-02-13T20:22:31.058029] [INFO ] [sig       ] [1267/3406] Forecasting FTS...
[2026-02-13T20:22:31.058065] [INFO ] [sig       ] Generating forecast for: FTS
[2026-02-13T20:22:31.058102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2026-02-13T20:22:31.068376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTS'.
[2026-02-13T20:22:31.068741] [INFO ] [FORECASTER] Starting predict_future for FTS
[2026-02-13T20:22:31.069542] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2026-02-13T20:22:31.069613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:31.069646] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:31.069674] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:31.069731] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:31.126114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:31.126981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:31.127119] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:31.127154] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:31.249855] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:31.250013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:31.250052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:31.250080] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:31.253516] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2026-02-13T20:22:31.253816] [INFO ] [FORECASTER] Completed predict_future for FTS
[2026-02-13T20:22:31.253943] [INFO ] [sig       ] FTS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:31.392899] [INFO ] [LOCAL     ] Saved forecast: FTS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FTS.txt
[2026-02-13T20:22:31.393038] [INFO ] [sig       ] [1267/3406] Completed FTS in 0.3s | 2.84 sym/s | Total: 7.4m | ETA: 12.6m
[2026-02-13T20:22:31.393078] [INFO ] [sig       ] [1268/3406] Forecasting FTSL...
[2026-02-13T20:22:31.393109] [INFO ] [sig       ] Generating forecast for: FTSL
[2026-02-13T20:22:31.393139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2026-02-13T20:22:31.404313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2026-02-13T20:22:31.404721] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2026-02-13T20:22:31.405537] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2026-02-13T20:22:31.405613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:31.405647] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:31.405689] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:31.405748] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:31.461381] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:31.462261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:31.462344] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:31.462377] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:31.581416] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:31.581589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:31.581631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:31.581659] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:31.585056] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2026-02-13T20:22:31.585345] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2026-02-13T20:22:31.585474] [INFO ] [sig       ] FTSL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:31.722793] [INFO ] [LOCAL     ] Saved forecast: FTSL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FTSL.txt
[2026-02-13T20:22:31.722948] [INFO ] [sig       ] [1268/3406] Completed FTSL in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 12.6m
[2026-02-13T20:22:31.722989] [INFO ] [sig       ] [1269/3406] Forecasting FTSM...
[2026-02-13T20:22:31.723019] [INFO ] [sig       ] Generating forecast for: FTSM
[2026-02-13T20:22:31.723051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2026-02-13T20:22:31.734548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSM'.
[2026-02-13T20:22:31.734963] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2026-02-13T20:22:31.735782] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2026-02-13T20:22:31.735835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:31.735866] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:31.735893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:31.735950] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:31.794077] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:31.795072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:31.795158] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:31.795190] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:31.901642] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:31.901801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:31.901841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:31.901869] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:31.905380] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: UP (p=99.96%)
[2026-02-13T20:22:31.905724] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2026-02-13T20:22:31.905867] [INFO ] [sig       ] FTSM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:32.048687] [INFO ] [LOCAL     ] Saved forecast: FTSM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FTSM.txt
[2026-02-13T20:22:32.048824] [INFO ] [sig       ] [1269/3406] Completed FTSM in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 12.6m
[2026-02-13T20:22:32.048864] [INFO ] [sig       ] [1270/3406] Forecasting FTXL...
[2026-02-13T20:22:32.048893] [INFO ] [sig       ] Generating forecast for: FTXL
[2026-02-13T20:22:32.048923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2026-02-13T20:22:32.061019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2026-02-13T20:22:32.061622] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2026-02-13T20:22:32.062704] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2026-02-13T20:22:32.062758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:32.062793] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:32.062820] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:32.062878] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:32.122913] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:32.123840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:32.123935] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:32.123976] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:32.252625] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:32.252789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:32.252829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:32.252859] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:32.256388] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: DOWN (p=18.13%)
[2026-02-13T20:22:32.256724] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2026-02-13T20:22:32.256860] [INFO ] [sig       ] FTXL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:32.396987] [INFO ] [LOCAL     ] Saved forecast: FTXL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FTXL.txt
[2026-02-13T20:22:32.397204] [INFO ] [sig       ] [1270/3406] Completed FTXL in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 12.5m
[2026-02-13T20:22:32.397247] [INFO ] [sig       ] [1271/3406] Forecasting FTXN...
[2026-02-13T20:22:32.397278] [INFO ] [sig       ] Generating forecast for: FTXN
[2026-02-13T20:22:32.397307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2026-02-13T20:22:32.408277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2026-02-13T20:22:32.408694] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2026-02-13T20:22:32.409490] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2026-02-13T20:22:32.409544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:32.409595] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:32.409625] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:32.409682] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:32.468781] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:32.469716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:32.469805] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:32.469842] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:32.590080] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:32.590246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:32.590302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:32.590341] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:32.594028] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=64.67%)
[2026-02-13T20:22:32.594328] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2026-02-13T20:22:32.594457] [INFO ] [sig       ] FTXN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:32.746688] [INFO ] [LOCAL     ] Saved forecast: FTXN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FTXN.txt
[2026-02-13T20:22:32.746860] [INFO ] [sig       ] [1271/3406] Completed FTXN in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 12.5m
[2026-02-13T20:22:32.746900] [INFO ] [sig       ] [1272/3406] Forecasting FTXO...
[2026-02-13T20:22:32.746933] [INFO ] [sig       ] Generating forecast for: FTXO
[2026-02-13T20:22:32.746969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2026-02-13T20:22:32.758968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2026-02-13T20:22:32.759307] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2026-02-13T20:22:32.760181] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2026-02-13T20:22:32.760236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:32.760269] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:32.760296] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:32.760354] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:32.825025] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:32.825956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:32.826042] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:32.826077] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:32.949457] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:32.949621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:32.949664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:32.949693] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:32.953223] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: UP (p=56.15%)
[2026-02-13T20:22:32.953518] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2026-02-13T20:22:32.953668] [INFO ] [sig       ] FTXO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:33.097132] [INFO ] [LOCAL     ] Saved forecast: FTXO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FTXO.txt
[2026-02-13T20:22:33.097268] [INFO ] [sig       ] [1272/3406] Completed FTXO in 0.4s | 2.84 sym/s | Total: 7.5m | ETA: 12.5m
[2026-02-13T20:22:33.097309] [INFO ] [sig       ] [1273/3406] Forecasting FUBO...
[2026-02-13T20:22:33.097339] [INFO ] [sig       ] Generating forecast for: FUBO
[2026-02-13T20:22:33.097368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2026-02-13T20:22:33.108483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2026-02-13T20:22:33.108827] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2026-02-13T20:22:33.109657] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2026-02-13T20:22:33.109709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:33.109741] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:33.109767] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:33.109823] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:33.167701] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:33.168552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:33.168658] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:33.168693] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:33.293601] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:33.293757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:33.293796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:33.293826] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:33.297300] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=29.21%)
[2026-02-13T20:22:33.297616] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2026-02-13T20:22:33.297751] [INFO ] [sig       ] FUBO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:33.465003] [INFO ] [LOCAL     ] Saved forecast: FUBO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FUBO.txt
[2026-02-13T20:22:33.465163] [INFO ] [sig       ] [1273/3406] Completed FUBO in 0.4s | 2.84 sym/s | Total: 7.5m | ETA: 12.5m
[2026-02-13T20:22:33.465201] [INFO ] [sig       ] [1274/3406] Forecasting FUL...
[2026-02-13T20:22:33.465231] [INFO ] [sig       ] Generating forecast for: FUL
[2026-02-13T20:22:33.465261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2026-02-13T20:22:33.477759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2026-02-13T20:22:33.478230] [INFO ] [FORECASTER] Starting predict_future for FUL
[2026-02-13T20:22:33.479134] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2026-02-13T20:22:33.479198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:33.479263] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:33.479297] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:33.479374] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:33.540667] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:33.541599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:33.541687] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:33.541721] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:33.670860] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:33.671015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:33.671056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:33.671085] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:33.674702] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=0.43%)
[2026-02-13T20:22:33.675000] [INFO ] [FORECASTER] Completed predict_future for FUL
[2026-02-13T20:22:33.675157] [INFO ] [sig       ] FUL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:33.816056] [INFO ] [LOCAL     ] Saved forecast: FUL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FUL.txt
[2026-02-13T20:22:33.816201] [INFO ] [sig       ] [1274/3406] Completed FUL in 0.4s | 2.84 sym/s | Total: 7.5m | ETA: 12.5m
[2026-02-13T20:22:33.816243] [INFO ] [sig       ] [1275/3406] Forecasting FULC...
[2026-02-13T20:22:33.816273] [INFO ] [sig       ] Generating forecast for: FULC
[2026-02-13T20:22:33.816304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2026-02-13T20:22:33.827294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2026-02-13T20:22:33.827718] [INFO ] [FORECASTER] Starting predict_future for FULC
[2026-02-13T20:22:33.828642] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2026-02-13T20:22:33.828697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:33.828731] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:33.828761] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:33.828819] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:33.889367] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:33.890098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:33.890181] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:33.890215] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:34.016347] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:34.016506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:34.016545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:34.016608] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:34.020131] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: DOWN (p=3.25%)
[2026-02-13T20:22:34.020419] [INFO ] [FORECASTER] Completed predict_future for FULC
[2026-02-13T20:22:34.020551] [INFO ] [sig       ] FULC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:34.164984] [INFO ] [LOCAL     ] Saved forecast: FULC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FULC.txt
[2026-02-13T20:22:34.165126] [INFO ] [sig       ] [1275/3406] Completed FULC in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 12.5m
[2026-02-13T20:22:34.165169] [INFO ] [sig       ] [1276/3406] Forecasting FUN...
[2026-02-13T20:22:34.165199] [INFO ] [sig       ] Generating forecast for: FUN
[2026-02-13T20:22:34.165231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2026-02-13T20:22:34.176908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2026-02-13T20:22:34.177291] [INFO ] [FORECASTER] Starting predict_future for FUN
[2026-02-13T20:22:34.178239] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2026-02-13T20:22:34.178294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:34.178329] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:34.178357] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:34.178414] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:34.238238] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:34.239108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:34.239207] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:34.239241] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:34.364490] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:34.364680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:34.364722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:34.364751] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:34.368707] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: UP (p=52.49%)
[2026-02-13T20:22:34.369049] [INFO ] [FORECASTER] Completed predict_future for FUN
[2026-02-13T20:22:34.369220] [INFO ] [sig       ] FUN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:34.519019] [INFO ] [LOCAL     ] Saved forecast: FUN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FUN.txt
[2026-02-13T20:22:34.519203] [INFO ] [sig       ] [1276/3406] Completed FUN in 0.4s | 2.84 sym/s | Total: 7.5m | ETA: 12.5m
[2026-02-13T20:22:34.519246] [INFO ] [sig       ] [1277/3406] Forecasting FUNC...
[2026-02-13T20:22:34.519276] [INFO ] [sig       ] Generating forecast for: FUNC
[2026-02-13T20:22:34.519307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2026-02-13T20:22:34.531083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2026-02-13T20:22:34.531522] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2026-02-13T20:22:34.532404] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2026-02-13T20:22:34.532462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:34.532495] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:34.532522] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:34.532597] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:34.592373] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:34.593384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:34.593480] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:34.593514] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:34.717087] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:34.717252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:34.717294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:34.717363] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:34.721080] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=18.85%)
[2026-02-13T20:22:34.721411] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2026-02-13T20:22:34.721557] [INFO ] [sig       ] FUNC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:34.873629] [INFO ] [LOCAL     ] Saved forecast: FUNC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FUNC.txt
[2026-02-13T20:22:34.873803] [INFO ] [sig       ] [1277/3406] Completed FUNC in 0.4s | 2.84 sym/s | Total: 7.5m | ETA: 12.5m
[2026-02-13T20:22:34.873846] [INFO ] [sig       ] [1278/3406] Forecasting FUND...
[2026-02-13T20:22:34.873876] [INFO ] [sig       ] Generating forecast for: FUND
[2026-02-13T20:22:34.873906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2026-02-13T20:22:34.885335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2026-02-13T20:22:34.885738] [INFO ] [FORECASTER] Starting predict_future for FUND
[2026-02-13T20:22:34.886600] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2026-02-13T20:22:34.886657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:34.886690] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:34.886719] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:34.886777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:34.949866] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:34.950847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:34.950948] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:34.950985] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:35.074886] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:35.075050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:35.075091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:35.075121] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:35.078981] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: UP (p=68.88%)
[2026-02-13T20:22:35.079293] [INFO ] [FORECASTER] Completed predict_future for FUND
[2026-02-13T20:22:35.079432] [INFO ] [sig       ] FUND: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:35.239322] [INFO ] [LOCAL     ] Saved forecast: FUND	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FUND.txt
[2026-02-13T20:22:35.239495] [INFO ] [sig       ] [1278/3406] Completed FUND in 0.4s | 2.84 sym/s | Total: 7.5m | ETA: 12.5m
[2026-02-13T20:22:35.239538] [INFO ] [sig       ] [1279/3406] Forecasting FVCB...
[2026-02-13T20:22:35.239595] [INFO ] [sig       ] Generating forecast for: FVCB
[2026-02-13T20:22:35.239639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2026-02-13T20:22:35.250960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2026-02-13T20:22:35.251328] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2026-02-13T20:22:35.252195] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2026-02-13T20:22:35.252249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:35.252281] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:35.252309] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:35.252384] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:35.316167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:35.317102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:35.317191] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:35.317226] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:35.437054] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:35.437213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:35.437252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:35.437283] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:35.440904] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: UP (p=97.95%)
[2026-02-13T20:22:35.441202] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2026-02-13T20:22:35.441340] [INFO ] [sig       ] FVCB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:35.597194] [INFO ] [LOCAL     ] Saved forecast: FVCB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FVCB.txt
[2026-02-13T20:22:35.597372] [INFO ] [sig       ] [1279/3406] Completed FVCB in 0.4s | 2.84 sym/s | Total: 7.5m | ETA: 12.5m
[2026-02-13T20:22:35.597414] [INFO ] [sig       ] [1280/3406] Forecasting FWONA...
[2026-02-13T20:22:35.597444] [INFO ] [sig       ] Generating forecast for: FWONA
[2026-02-13T20:22:35.597476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2026-02-13T20:22:35.609508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2026-02-13T20:22:35.609956] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2026-02-13T20:22:35.610876] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2026-02-13T20:22:35.610933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:35.610966] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:35.610993] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:35.611062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:35.672625] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:35.673501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:35.673614] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:35.673653] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:35.794684] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:35.794833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:35.794871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:35.794900] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:35.798396] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=91.78%)
[2026-02-13T20:22:35.798700] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2026-02-13T20:22:35.798828] [INFO ] [sig       ] FWONA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:35.940805] [INFO ] [LOCAL     ] Saved forecast: FWONA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FWONA.txt
[2026-02-13T20:22:35.940996] [INFO ] [sig       ] [1280/3406] Completed FWONA in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 12.5m
[2026-02-13T20:22:35.941052] [INFO ] [sig       ] [1281/3406] Forecasting FWONK...
[2026-02-13T20:22:35.941089] [INFO ] [sig       ] Generating forecast for: FWONK
[2026-02-13T20:22:35.941131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2026-02-13T20:22:35.953313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2026-02-13T20:22:35.953678] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2026-02-13T20:22:35.954603] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2026-02-13T20:22:35.954680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:35.954715] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:35.954742] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:35.954798] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:36.013218] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:36.014058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:36.014140] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:36.014171] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:36.131400] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:36.131558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:36.131618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:36.131649] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:36.135182] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: DOWN (p=39.49%)
[2026-02-13T20:22:36.135483] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2026-02-13T20:22:36.135632] [INFO ] [sig       ] FWONK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:36.279254] [INFO ] [LOCAL     ] Saved forecast: FWONK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/FWONK.txt
[2026-02-13T20:22:36.279396] [INFO ] [sig       ] [1281/3406] Completed FWONK in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 12.5m
[2026-02-13T20:22:36.279435] [INFO ] [sig       ] [1282/3406] Forecasting FWRD...
[2026-02-13T20:22:36.279465] [INFO ] [sig       ] Generating forecast for: FWRD
[2026-02-13T20:22:36.279495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2026-02-13T20:22:36.292424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2026-02-13T20:22:36.292774] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2026-02-13T20:22:36.293552] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2026-02-13T20:22:36.293622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:36.293653] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:36.293680] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:36.293735] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:36.355038] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:36.355948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:36.356040] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:36.356080] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:36.482013] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:36.482169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:36.482210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:36.482239] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:36.486194] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: UP (p=89.08%)
[2026-02-13T20:22:36.486551] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2026-02-13T20:22:36.486738] [INFO ] [sig       ] FWRD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:36.628804] [INFO ] [LOCAL     ] Saved forecast: FWRD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FWRD.txt
[2026-02-13T20:22:36.628941] [INFO ] [sig       ] [1282/3406] Completed FWRD in 0.3s | 2.84 sym/s | Total: 7.5m | ETA: 12.5m
[2026-02-13T20:22:36.628979] [INFO ] [sig       ] [1283/3406] Forecasting FWRG...
[2026-02-13T20:22:36.629009] [INFO ] [sig       ] Generating forecast for: FWRG
[2026-02-13T20:22:36.629045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2026-02-13T20:22:36.640679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2026-02-13T20:22:36.641043] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2026-02-13T20:22:36.641943] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2026-02-13T20:22:36.641999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:36.642032] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:36.642060] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:36.642118] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:36.701059] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:36.701995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:36.702090] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:36.702130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:36.829425] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:36.829621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:36.829692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:36.829744] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:36.833815] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: UP (p=63.69%)
[2026-02-13T20:22:36.834149] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2026-02-13T20:22:36.834302] [INFO ] [sig       ] FWRG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:36.989347] [INFO ] [LOCAL     ] Saved forecast: FWRG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FWRG.txt
[2026-02-13T20:22:36.989522] [INFO ] [sig       ] [1283/3406] Completed FWRG in 0.4s | 2.84 sym/s | Total: 7.5m | ETA: 12.5m
[2026-02-13T20:22:36.989564] [INFO ] [sig       ] [1284/3406] Forecasting FYC...
[2026-02-13T20:22:36.989616] [INFO ] [sig       ] Generating forecast for: FYC
[2026-02-13T20:22:36.989648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2026-02-13T20:22:37.002203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYC'.
[2026-02-13T20:22:37.002677] [INFO ] [FORECASTER] Starting predict_future for FYC
[2026-02-13T20:22:37.003534] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2026-02-13T20:22:37.003615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:37.003652] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:37.003682] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:37.003741] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:37.074643] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:37.076070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:37.076269] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:37.076322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:37.242398] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:37.242641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:37.242711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:37.242763] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:37.248865] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: UP (p=50.17%)
[2026-02-13T20:22:37.249468] [INFO ] [FORECASTER] Completed predict_future for FYC
[2026-02-13T20:22:37.249736] [INFO ] [sig       ] FYC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:37.478331] [INFO ] [LOCAL     ] Saved forecast: FYC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FYC.txt
[2026-02-13T20:22:37.478549] [INFO ] [sig       ] [1284/3406] Completed FYC in 0.5s | 2.84 sym/s | Total: 7.5m | ETA: 12.5m
[2026-02-13T20:22:37.478620] [INFO ] [sig       ] [1285/3406] Forecasting FYX...
[2026-02-13T20:22:37.478657] [INFO ] [sig       ] Generating forecast for: FYX
[2026-02-13T20:22:37.478692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2026-02-13T20:22:37.517311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2026-02-13T20:22:37.517919] [INFO ] [FORECASTER] Starting predict_future for FYX
[2026-02-13T20:22:37.519232] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2026-02-13T20:22:37.519306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:37.519361] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:37.519410] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:37.519507] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:37.634540] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:37.635763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:37.635876] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:37.635918] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:37.814553] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:37.814772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:37.814824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:37.814859] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:37.819604] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: UP (p=82.44%)
[2026-02-13T20:22:37.820082] [INFO ] [FORECASTER] Completed predict_future for FYX
[2026-02-13T20:22:37.820273] [INFO ] [sig       ] FYX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:38.037406] [INFO ] [LOCAL     ] Saved forecast: FYX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/FYX.txt
[2026-02-13T20:22:38.037749] [INFO ] [sig       ] [1285/3406] Completed FYX in 0.6s | 2.83 sym/s | Total: 7.6m | ETA: 12.5m
[2026-02-13T20:22:38.037824] [INFO ] [sig       ] [1286/3406] Forecasting G...
[2026-02-13T20:22:38.037867] [INFO ] [sig       ] Generating forecast for: G
[2026-02-13T20:22:38.037911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2026-02-13T20:22:38.089706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2026-02-13T20:22:38.091146] [INFO ] [FORECASTER] Starting predict_future for G
[2026-02-13T20:22:38.092911] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2026-02-13T20:22:38.092996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:38.093046] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:38.093093] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:38.093187] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:38.181345] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:38.182662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:38.182789] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:38.182847] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:38.359006] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:38.359257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:38.359323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:38.359375] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:38.365230] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: DOWN (p=34.36%)
[2026-02-13T20:22:38.365820] [INFO ] [FORECASTER] Completed predict_future for G
[2026-02-13T20:22:38.366048] [INFO ] [sig       ] G: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:38.558562] [INFO ] [LOCAL     ] Saved forecast: G	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/G.txt
[2026-02-13T20:22:38.558754] [INFO ] [sig       ] [1286/3406] Completed G in 0.5s | 2.83 sym/s | Total: 7.6m | ETA: 12.5m
[2026-02-13T20:22:38.558805] [INFO ] [sig       ] [1287/3406] Forecasting GAB...
[2026-02-13T20:22:38.558835] [INFO ] [sig       ] Generating forecast for: GAB
[2026-02-13T20:22:38.558865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2026-02-13T20:22:38.570779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2026-02-13T20:22:38.571178] [INFO ] [FORECASTER] Starting predict_future for GAB
[2026-02-13T20:22:38.572011] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2026-02-13T20:22:38.572063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:38.572096] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:38.572122] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:38.572178] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:38.636159] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:38.637154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:38.637255] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:38.637301] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:38.772424] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:38.772603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:38.772647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:38.772677] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:38.776744] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: DOWN (p=28.40%)
[2026-02-13T20:22:38.777095] [INFO ] [FORECASTER] Completed predict_future for GAB
[2026-02-13T20:22:38.777244] [INFO ] [sig       ] GAB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:38.932306] [INFO ] [LOCAL     ] Saved forecast: GAB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GAB.txt
[2026-02-13T20:22:38.932710] [INFO ] [sig       ] [1287/3406] Completed GAB in 0.4s | 2.83 sym/s | Total: 7.6m | ETA: 12.5m
[2026-02-13T20:22:38.932756] [INFO ] [sig       ] [1288/3406] Forecasting GABC...
[2026-02-13T20:22:38.932788] [INFO ] [sig       ] Generating forecast for: GABC
[2026-02-13T20:22:38.932817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2026-02-13T20:22:38.946055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2026-02-13T20:22:38.946448] [INFO ] [FORECASTER] Starting predict_future for GABC
[2026-02-13T20:22:38.947331] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2026-02-13T20:22:38.947399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:38.947444] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:38.947472] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:38.947530] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:39.014757] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:39.015665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:39.015750] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:39.015784] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:39.148768] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:39.148923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:39.148978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:39.149010] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:39.153083] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2026-02-13T20:22:39.153399] [INFO ] [FORECASTER] Completed predict_future for GABC
[2026-02-13T20:22:39.153750] [INFO ] [sig       ] GABC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:39.306710] [INFO ] [LOCAL     ] Saved forecast: GABC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GABC.txt
[2026-02-13T20:22:39.306860] [INFO ] [sig       ] [1288/3406] Completed GABC in 0.4s | 2.83 sym/s | Total: 7.6m | ETA: 12.5m
[2026-02-13T20:22:39.306905] [INFO ] [sig       ] [1289/3406] Forecasting GAIA...
[2026-02-13T20:22:39.306936] [INFO ] [sig       ] Generating forecast for: GAIA
[2026-02-13T20:22:39.306967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2026-02-13T20:22:39.319172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2026-02-13T20:22:39.319777] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2026-02-13T20:22:39.320651] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2026-02-13T20:22:39.320704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:39.320738] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:39.320766] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:39.320824] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:39.383666] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:39.384464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:39.384558] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:39.384618] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:39.509628] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:39.509796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:39.509837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:39.509866] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:39.513883] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: DOWN (p=7.98%)
[2026-02-13T20:22:39.514180] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2026-02-13T20:22:39.514322] [INFO ] [sig       ] GAIA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:39.668009] [INFO ] [LOCAL     ] Saved forecast: GAIA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GAIA.txt
[2026-02-13T20:22:39.668188] [INFO ] [sig       ] [1289/3406] Completed GAIA in 0.4s | 2.83 sym/s | Total: 7.6m | ETA: 12.5m
[2026-02-13T20:22:39.668245] [INFO ] [sig       ] [1290/3406] Forecasting GAIN...
[2026-02-13T20:22:39.668289] [INFO ] [sig       ] Generating forecast for: GAIN
[2026-02-13T20:22:39.668338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2026-02-13T20:22:39.681411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2026-02-13T20:22:39.681850] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2026-02-13T20:22:39.682777] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2026-02-13T20:22:39.682840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:39.682877] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:39.682903] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:39.682960] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:39.752149] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:39.752994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:39.753093] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:39.753131] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:39.888751] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:39.888976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:39.889041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:39.889075] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:39.893045] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2026-02-13T20:22:39.893457] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2026-02-13T20:22:39.893616] [INFO ] [sig       ] GAIN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:40.049554] [INFO ] [LOCAL     ] Saved forecast: GAIN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GAIN.txt
[2026-02-13T20:22:40.049723] [INFO ] [sig       ] [1290/3406] Completed GAIN in 0.4s | 2.83 sym/s | Total: 7.6m | ETA: 12.4m
[2026-02-13T20:22:40.049765] [INFO ] [sig       ] [1291/3406] Forecasting GAM...
[2026-02-13T20:22:40.049797] [INFO ] [sig       ] Generating forecast for: GAM
[2026-02-13T20:22:40.049828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2026-02-13T20:22:40.063183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAM'.
[2026-02-13T20:22:40.063601] [INFO ] [FORECASTER] Starting predict_future for GAM
[2026-02-13T20:22:40.064551] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2026-02-13T20:22:40.064646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:40.064722] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:40.064762] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:40.064830] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:40.131887] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:40.132678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:40.132779] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:40.132814] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:40.262054] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:40.262221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:40.262264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:40.262307] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:40.266001] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2026-02-13T20:22:40.266335] [INFO ] [FORECASTER] Completed predict_future for GAM
[2026-02-13T20:22:40.266482] [INFO ] [sig       ] GAM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:40.406449] [INFO ] [LOCAL     ] Saved forecast: GAM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GAM.txt
[2026-02-13T20:22:40.406598] [INFO ] [sig       ] [1291/3406] Completed GAM in 0.4s | 2.83 sym/s | Total: 7.6m | ETA: 12.4m
[2026-02-13T20:22:40.406640] [INFO ] [sig       ] [1292/3406] Forecasting GAMB...
[2026-02-13T20:22:40.406669] [INFO ] [sig       ] Generating forecast for: GAMB
[2026-02-13T20:22:40.406699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2026-02-13T20:22:40.417833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAMB'.
[2026-02-13T20:22:40.418167] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2026-02-13T20:22:40.418975] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2026-02-13T20:22:40.419027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:40.419088] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:40.419117] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:40.419172] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:40.475295] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:40.476018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:40.476098] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:40.476130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:40.594620] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:40.594776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:40.594815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:40.594844] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:40.598273] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: DOWN (p=41.25%)
[2026-02-13T20:22:40.598553] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2026-02-13T20:22:40.598713] [INFO ] [sig       ] GAMB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:40.735612] [INFO ] [LOCAL     ] Saved forecast: GAMB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GAMB.txt
[2026-02-13T20:22:40.735765] [INFO ] [sig       ] [1292/3406] Completed GAMB in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 12.4m
[2026-02-13T20:22:40.735805] [INFO ] [sig       ] [1293/3406] Forecasting GANX...
[2026-02-13T20:22:40.735836] [INFO ] [sig       ] Generating forecast for: GANX
[2026-02-13T20:22:40.735866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2026-02-13T20:22:40.747160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2026-02-13T20:22:40.747542] [INFO ] [FORECASTER] Starting predict_future for GANX
[2026-02-13T20:22:40.748364] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2026-02-13T20:22:40.748417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:40.748449] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:40.748476] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:40.748532] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:40.804508] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:40.805265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:40.805346] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:40.805379] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:40.922197] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:40.922356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:40.922395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:40.922423] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:40.925827] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2026-02-13T20:22:40.926103] [INFO ] [FORECASTER] Completed predict_future for GANX
[2026-02-13T20:22:40.926230] [INFO ] [sig       ] GANX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:41.065323] [INFO ] [LOCAL     ] Saved forecast: GANX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GANX.txt
[2026-02-13T20:22:41.065651] [INFO ] [sig       ] [1293/3406] Completed GANX in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 12.4m
[2026-02-13T20:22:41.065692] [INFO ] [sig       ] [1294/3406] Forecasting GASS...
[2026-02-13T20:22:41.065722] [INFO ] [sig       ] Generating forecast for: GASS
[2026-02-13T20:22:41.065753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2026-02-13T20:22:41.078007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2026-02-13T20:22:41.078331] [INFO ] [FORECASTER] Starting predict_future for GASS
[2026-02-13T20:22:41.079133] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2026-02-13T20:22:41.079184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:41.079216] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:41.079242] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:41.079298] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:41.137231] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:41.138037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:41.138120] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:41.138153] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:41.259685] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:41.259852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:41.259892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:41.259957] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:41.263911] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: UP (p=86.49%)
[2026-02-13T20:22:41.264198] [INFO ] [FORECASTER] Completed predict_future for GASS
[2026-02-13T20:22:41.264329] [INFO ] [sig       ] GASS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:41.403787] [INFO ] [LOCAL     ] Saved forecast: GASS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GASS.txt
[2026-02-13T20:22:41.403943] [INFO ] [sig       ] [1294/3406] Completed GASS in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 12.4m
[2026-02-13T20:22:41.403982] [INFO ] [sig       ] [1295/3406] Forecasting GATX...
[2026-02-13T20:22:41.404013] [INFO ] [sig       ] Generating forecast for: GATX
[2026-02-13T20:22:41.404044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2026-02-13T20:22:41.415262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GATX'.
[2026-02-13T20:22:41.415604] [INFO ] [FORECASTER] Starting predict_future for GATX
[2026-02-13T20:22:41.416393] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2026-02-13T20:22:41.416446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:41.416477] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:41.416502] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:41.416557] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:41.473707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:41.474434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:41.474514] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:41.474591] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:41.600258] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:41.600414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:41.600454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:41.600482] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:41.604407] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: UP (p=72.87%)
[2026-02-13T20:22:41.604711] [INFO ] [FORECASTER] Completed predict_future for GATX
[2026-02-13T20:22:41.604839] [INFO ] [sig       ] GATX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:41.749364] [INFO ] [LOCAL     ] Saved forecast: GATX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GATX.txt
[2026-02-13T20:22:41.749510] [INFO ] [sig       ] [1295/3406] Completed GATX in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 12.4m
[2026-02-13T20:22:41.749556] [INFO ] [sig       ] [1296/3406] Forecasting GBAB...
[2026-02-13T20:22:41.749607] [INFO ] [sig       ] Generating forecast for: GBAB
[2026-02-13T20:22:41.749639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2026-02-13T20:22:41.760699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2026-02-13T20:22:41.761024] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2026-02-13T20:22:41.761812] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2026-02-13T20:22:41.761864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:41.761895] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:41.761923] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:41.761980] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:41.821752] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:41.822439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:41.822518] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:41.822551] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:41.952206] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:41.952360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:41.952398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:41.952427] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:41.955849] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: UP (p=79.22%)
[2026-02-13T20:22:41.956128] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2026-02-13T20:22:41.956252] [INFO ] [sig       ] GBAB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:42.100621] [INFO ] [LOCAL     ] Saved forecast: GBAB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GBAB.txt
[2026-02-13T20:22:42.100766] [INFO ] [sig       ] [1296/3406] Completed GBAB in 0.4s | 2.83 sym/s | Total: 7.6m | ETA: 12.4m
[2026-02-13T20:22:42.100805] [INFO ] [sig       ] [1297/3406] Forecasting GBCI...
[2026-02-13T20:22:42.100835] [INFO ] [sig       ] Generating forecast for: GBCI
[2026-02-13T20:22:42.100866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2026-02-13T20:22:42.112730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBCI'.
[2026-02-13T20:22:42.113089] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2026-02-13T20:22:42.113907] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2026-02-13T20:22:42.113958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:42.113991] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:42.114017] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:42.114073] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:42.172260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:42.172971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:42.173051] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:42.173084] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:42.296657] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:42.296794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:42.296834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:42.296863] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:42.300345] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=0.22%)
[2026-02-13T20:22:42.300796] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2026-02-13T20:22:42.300945] [INFO ] [sig       ] GBCI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:42.442616] [INFO ] [LOCAL     ] Saved forecast: GBCI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GBCI.txt
[2026-02-13T20:22:42.442828] [INFO ] [sig       ] [1297/3406] Completed GBCI in 0.3s | 2.83 sym/s | Total: 7.6m | ETA: 12.4m
[2026-02-13T20:22:42.442888] [INFO ] [sig       ] [1298/3406] Forecasting GBDC...
[2026-02-13T20:22:42.442937] [INFO ] [sig       ] Generating forecast for: GBDC
[2026-02-13T20:22:42.442984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2026-02-13T20:22:42.456023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2026-02-13T20:22:42.456429] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2026-02-13T20:22:42.457300] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2026-02-13T20:22:42.457357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:42.457648] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:42.457693] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:42.457782] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:42.522966] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:42.523842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:42.523929] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:42.523963] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:42.657335] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:42.657496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:42.657538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:42.657601] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:42.661418] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=88.11%)
[2026-02-13T20:22:42.661747] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2026-02-13T20:22:42.661884] [INFO ] [sig       ] GBDC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:42.817866] [INFO ] [LOCAL     ] Saved forecast: GBDC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GBDC.txt
[2026-02-13T20:22:42.818034] [INFO ] [sig       ] [1298/3406] Completed GBDC in 0.4s | 2.83 sym/s | Total: 7.6m | ETA: 12.4m
[2026-02-13T20:22:42.818077] [INFO ] [sig       ] [1299/3406] Forecasting GBTG...
[2026-02-13T20:22:42.818111] [INFO ] [sig       ] Generating forecast for: GBTG
[2026-02-13T20:22:42.818152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2026-02-13T20:22:42.831799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBTG'.
[2026-02-13T20:22:42.832195] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2026-02-13T20:22:42.833127] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2026-02-13T20:22:42.833183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:42.833218] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:42.833245] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:42.833303] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:42.897318] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:42.898291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:42.898387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:42.898421] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:43.033377] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:43.033552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:43.033633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:43.033666] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:43.037910] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=53.60%)
[2026-02-13T20:22:43.038212] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2026-02-13T20:22:43.038350] [INFO ] [sig       ] GBTG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:43.198203] [INFO ] [LOCAL     ] Saved forecast: GBTG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GBTG.txt
[2026-02-13T20:22:43.198391] [INFO ] [sig       ] [1299/3406] Completed GBTG in 0.4s | 2.83 sym/s | Total: 7.6m | ETA: 12.4m
[2026-02-13T20:22:43.198454] [INFO ] [sig       ] [1300/3406] Forecasting GBX...
[2026-02-13T20:22:43.198487] [INFO ] [sig       ] Generating forecast for: GBX
[2026-02-13T20:22:43.198518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2026-02-13T20:22:43.210901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBX'.
[2026-02-13T20:22:43.211325] [INFO ] [FORECASTER] Starting predict_future for GBX
[2026-02-13T20:22:43.212206] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2026-02-13T20:22:43.212272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:43.212312] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:43.212346] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:43.212406] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:43.277202] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:43.278252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:43.278353] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:43.278389] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:43.403106] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:43.403267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:43.403307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:43.403337] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:43.407312] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2026-02-13T20:22:43.407669] [INFO ] [FORECASTER] Completed predict_future for GBX
[2026-02-13T20:22:43.407813] [INFO ] [sig       ] GBX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:43.561532] [INFO ] [LOCAL     ] Saved forecast: GBX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GBX.txt
[2026-02-13T20:22:43.561708] [INFO ] [sig       ] [1300/3406] Completed GBX in 0.4s | 2.83 sym/s | Total: 7.6m | ETA: 12.4m
[2026-02-13T20:22:43.561752] [INFO ] [sig       ] [1301/3406] Forecasting GCBC...
[2026-02-13T20:22:43.561783] [INFO ] [sig       ] Generating forecast for: GCBC
[2026-02-13T20:22:43.561815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2026-02-13T20:22:43.574424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCBC'.
[2026-02-13T20:22:43.575052] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2026-02-13T20:22:43.576149] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2026-02-13T20:22:43.576204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:43.576236] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:43.576262] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:43.576319] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:43.639879] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:43.640823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:43.640978] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:43.641017] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:43.765046] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:43.765208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:43.765249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:43.765280] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:43.769042] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=15.26%)
[2026-02-13T20:22:43.769338] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2026-02-13T20:22:43.769471] [INFO ] [sig       ] GCBC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:43.922489] [INFO ] [LOCAL     ] Saved forecast: GCBC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GCBC.txt
[2026-02-13T20:22:43.922662] [INFO ] [sig       ] [1301/3406] Completed GCBC in 0.4s | 2.83 sym/s | Total: 7.7m | ETA: 12.4m
[2026-02-13T20:22:43.922706] [INFO ] [sig       ] [1302/3406] Forecasting GCMG...
[2026-02-13T20:22:43.922739] [INFO ] [sig       ] Generating forecast for: GCMG
[2026-02-13T20:22:43.922769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2026-02-13T20:22:43.937002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2026-02-13T20:22:43.937431] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2026-02-13T20:22:43.938337] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2026-02-13T20:22:43.938397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:43.938430] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:43.938457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:43.938513] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:44.006421] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:44.007487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:44.007623] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:44.007665] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:44.138940] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:44.139119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:44.139168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:44.139198] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:44.143371] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: UP (p=53.55%)
[2026-02-13T20:22:44.143843] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2026-02-13T20:22:44.144048] [INFO ] [sig       ] GCMG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:44.300791] [INFO ] [LOCAL     ] Saved forecast: GCMG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GCMG.txt
[2026-02-13T20:22:44.300955] [INFO ] [sig       ] [1302/3406] Completed GCMG in 0.4s | 2.83 sym/s | Total: 7.7m | ETA: 12.4m
[2026-02-13T20:22:44.301000] [INFO ] [sig       ] [1303/3406] Forecasting GCO...
[2026-02-13T20:22:44.301031] [INFO ] [sig       ] Generating forecast for: GCO
[2026-02-13T20:22:44.301062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2026-02-13T20:22:44.314862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCO'.
[2026-02-13T20:22:44.315275] [INFO ] [FORECASTER] Starting predict_future for GCO
[2026-02-13T20:22:44.316202] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2026-02-13T20:22:44.316257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:44.316307] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:44.316335] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:44.316391] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:44.381331] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:44.382217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:44.382305] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:44.382347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:44.509184] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:44.509347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:44.509388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:44.509417] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:44.513137] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: DOWN (p=17.57%)
[2026-02-13T20:22:44.513454] [INFO ] [FORECASTER] Completed predict_future for GCO
[2026-02-13T20:22:44.513618] [INFO ] [sig       ] GCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:44.669165] [INFO ] [LOCAL     ] Saved forecast: GCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GCO.txt
[2026-02-13T20:22:44.669344] [INFO ] [sig       ] [1303/3406] Completed GCO in 0.4s | 2.83 sym/s | Total: 7.7m | ETA: 12.4m
[2026-02-13T20:22:44.669395] [INFO ] [sig       ] [1304/3406] Forecasting GD...
[2026-02-13T20:22:44.669427] [INFO ] [sig       ] Generating forecast for: GD
[2026-02-13T20:22:44.669459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2026-02-13T20:22:44.682448] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GD'.
[2026-02-13T20:22:44.682904] [INFO ] [FORECASTER] Starting predict_future for GD
[2026-02-13T20:22:44.683877] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2026-02-13T20:22:44.683931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:44.683964] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:44.683991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:44.684057] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:44.754142] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:44.755229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:44.755324] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:44.755365] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:44.884446] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:44.884633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:44.884677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:44.884708] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:44.888783] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: UP (p=51.28%)
[2026-02-13T20:22:44.889091] [INFO ] [FORECASTER] Completed predict_future for GD
[2026-02-13T20:22:44.889245] [INFO ] [sig       ] GD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:45.044341] [INFO ] [LOCAL     ] Saved forecast: GD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GD.txt
[2026-02-13T20:22:45.044743] [INFO ] [sig       ] [1304/3406] Completed GD in 0.4s | 2.83 sym/s | Total: 7.7m | ETA: 12.4m
[2026-02-13T20:22:45.044790] [INFO ] [sig       ] [1305/3406] Forecasting GDC...
[2026-02-13T20:22:45.044821] [INFO ] [sig       ] Generating forecast for: GDC
[2026-02-13T20:22:45.044856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2026-02-13T20:22:45.056219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2026-02-13T20:22:45.056644] [INFO ] [FORECASTER] Starting predict_future for GDC
[2026-02-13T20:22:45.057518] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2026-02-13T20:22:45.057612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:45.057651] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:45.057678] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:45.057735] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:45.122503] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:45.123402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:45.123490] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:45.123525] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:45.254619] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:45.254781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:45.254821] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:45.254852] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:45.259367] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=29.59%)
[2026-02-13T20:22:45.259844] [INFO ] [FORECASTER] Completed predict_future for GDC
[2026-02-13T20:22:45.260017] [INFO ] [sig       ] GDC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:45.413071] [INFO ] [LOCAL     ] Saved forecast: GDC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GDC.txt
[2026-02-13T20:22:45.413250] [INFO ] [sig       ] [1305/3406] Completed GDC in 0.4s | 2.83 sym/s | Total: 7.7m | ETA: 12.4m
[2026-02-13T20:22:45.413298] [INFO ] [sig       ] [1306/3406] Forecasting GDDY...
[2026-02-13T20:22:45.413333] [INFO ] [sig       ] Generating forecast for: GDDY
[2026-02-13T20:22:45.413371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2026-02-13T20:22:45.425332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDDY'.
[2026-02-13T20:22:45.425717] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2026-02-13T20:22:45.426528] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2026-02-13T20:22:45.426610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:45.426669] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:45.426707] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:45.426779] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:45.482880] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:45.483809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:45.483909] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:45.483943] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:45.616219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:45.616425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:45.616701] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:45.616737] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:45.622906] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=54.49%)
[2026-02-13T20:22:45.623386] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2026-02-13T20:22:45.623784] [INFO ] [sig       ] GDDY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:45.765760] [INFO ] [LOCAL     ] Saved forecast: GDDY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GDDY.txt
[2026-02-13T20:22:45.765924] [INFO ] [sig       ] [1306/3406] Completed GDDY in 0.4s | 2.83 sym/s | Total: 7.7m | ETA: 12.4m
[2026-02-13T20:22:45.765973] [INFO ] [sig       ] [1307/3406] Forecasting GDEN...
[2026-02-13T20:22:45.766006] [INFO ] [sig       ] Generating forecast for: GDEN
[2026-02-13T20:22:45.766042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2026-02-13T20:22:45.777208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDEN'.
[2026-02-13T20:22:45.777616] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2026-02-13T20:22:45.778399] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2026-02-13T20:22:45.778452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:45.778485] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:45.778512] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:45.778590] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:45.834977] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:45.835915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:45.836000] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:45.836032] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:45.957438] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:45.957632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:45.957680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:45.957709] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:45.961098] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2026-02-13T20:22:45.961387] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2026-02-13T20:22:45.961517] [INFO ] [sig       ] GDEN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:46.100294] [INFO ] [LOCAL     ] Saved forecast: GDEN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GDEN.txt
[2026-02-13T20:22:46.100453] [INFO ] [sig       ] [1307/3406] Completed GDEN in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 12.3m
[2026-02-13T20:22:46.100493] [INFO ] [sig       ] [1308/3406] Forecasting GDRX...
[2026-02-13T20:22:46.100522] [INFO ] [sig       ] Generating forecast for: GDRX
[2026-02-13T20:22:46.100553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2026-02-13T20:22:46.111623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2026-02-13T20:22:46.112011] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2026-02-13T20:22:46.112828] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2026-02-13T20:22:46.112890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:46.112976] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:46.113007] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:46.113065] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:46.171899] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:46.172824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:46.172905] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:46.172938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:46.297560] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:46.297796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:46.297849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:46.297879] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:46.302026] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: DOWN (p=34.66%)
[2026-02-13T20:22:46.302328] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2026-02-13T20:22:46.302456] [INFO ] [sig       ] GDRX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:46.465926] [INFO ] [LOCAL     ] Saved forecast: GDRX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GDRX.txt
[2026-02-13T20:22:46.466097] [INFO ] [sig       ] [1308/3406] Completed GDRX in 0.4s | 2.83 sym/s | Total: 7.7m | ETA: 12.3m
[2026-02-13T20:22:46.466141] [INFO ] [sig       ] [1309/3406] Forecasting GDS...
[2026-02-13T20:22:46.466171] [INFO ] [sig       ] Generating forecast for: GDS
[2026-02-13T20:22:46.466214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2026-02-13T20:22:46.478704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDS'.
[2026-02-13T20:22:46.479155] [INFO ] [FORECASTER] Starting predict_future for GDS
[2026-02-13T20:22:46.480098] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2026-02-13T20:22:46.480154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:46.480189] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:46.480215] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:46.480279] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:46.542404] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:46.543549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:46.543778] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:46.543839] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:46.669285] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:46.669464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:46.669505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:46.669536] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:46.673351] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: UP (p=57.50%)
[2026-02-13T20:22:46.673703] [INFO ] [FORECASTER] Completed predict_future for GDS
[2026-02-13T20:22:46.673850] [INFO ] [sig       ] GDS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:46.878446] [INFO ] [LOCAL     ] Saved forecast: GDS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GDS.txt
[2026-02-13T20:22:46.878607] [INFO ] [sig       ] [1309/3406] Completed GDS in 0.4s | 2.83 sym/s | Total: 7.7m | ETA: 12.3m
[2026-02-13T20:22:46.878651] [INFO ] [sig       ] [1310/3406] Forecasting GDYN...
[2026-02-13T20:22:46.878680] [INFO ] [sig       ] Generating forecast for: GDYN
[2026-02-13T20:22:46.878709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2026-02-13T20:22:46.889491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDYN'.
[2026-02-13T20:22:46.889845] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2026-02-13T20:22:46.890672] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2026-02-13T20:22:46.890726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:46.890758] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:46.890785] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:46.890841] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:46.950816] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:46.951550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:46.951654] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:46.951689] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:47.074734] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:47.074887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:47.074926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:47.074970] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:47.078414] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=49.51%)
[2026-02-13T20:22:47.078727] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2026-02-13T20:22:47.078860] [INFO ] [sig       ] GDYN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:47.218923] [INFO ] [LOCAL     ] Saved forecast: GDYN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GDYN.txt
[2026-02-13T20:22:47.219064] [INFO ] [sig       ] [1310/3406] Completed GDYN in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 12.3m
[2026-02-13T20:22:47.219102] [INFO ] [sig       ] [1311/3406] Forecasting GE...
[2026-02-13T20:22:47.219133] [INFO ] [sig       ] Generating forecast for: GE
[2026-02-13T20:22:47.219163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2026-02-13T20:22:47.229957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2026-02-13T20:22:47.230284] [INFO ] [FORECASTER] Starting predict_future for GE
[2026-02-13T20:22:47.231123] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2026-02-13T20:22:47.231174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:47.231206] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:47.231233] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:47.231291] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:47.287747] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:47.288430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:47.288510] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:47.288543] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:47.411290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:47.411462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:47.411503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:47.411582] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:47.415134] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=52.89%)
[2026-02-13T20:22:47.415467] [INFO ] [FORECASTER] Completed predict_future for GE
[2026-02-13T20:22:47.415633] [INFO ] [sig       ] GE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:47.563922] [INFO ] [LOCAL     ] Saved forecast: GE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GE.txt
[2026-02-13T20:22:47.564102] [INFO ] [sig       ] [1311/3406] Completed GE in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 12.3m
[2026-02-13T20:22:47.564146] [INFO ] [sig       ] [1312/3406] Forecasting GECC...
[2026-02-13T20:22:47.564176] [INFO ] [sig       ] Generating forecast for: GECC
[2026-02-13T20:22:47.564206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2026-02-13T20:22:47.576824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2026-02-13T20:22:47.577289] [INFO ] [FORECASTER] Starting predict_future for GECC
[2026-02-13T20:22:47.578310] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2026-02-13T20:22:47.578374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:47.578414] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:47.578448] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:47.578525] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:47.639913] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:47.640876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:47.640970] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:47.641006] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:47.768214] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:47.768370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:47.768409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:47.768437] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:47.771972] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: DOWN (p=15.07%)
[2026-02-13T20:22:47.772249] [INFO ] [FORECASTER] Completed predict_future for GECC
[2026-02-13T20:22:47.772375] [INFO ] [sig       ] GECC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:47.914460] [INFO ] [LOCAL     ] Saved forecast: GECC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GECC.txt
[2026-02-13T20:22:47.914620] [INFO ] [sig       ] [1312/3406] Completed GECC in 0.4s | 2.83 sym/s | Total: 7.7m | ETA: 12.3m
[2026-02-13T20:22:47.914661] [INFO ] [sig       ] [1313/3406] Forecasting GEF...
[2026-02-13T20:22:47.914691] [INFO ] [sig       ] Generating forecast for: GEF
[2026-02-13T20:22:47.914722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2026-02-13T20:22:47.926910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2026-02-13T20:22:47.927264] [INFO ] [FORECASTER] Starting predict_future for GEF
[2026-02-13T20:22:47.928129] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2026-02-13T20:22:47.928183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:47.928215] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:47.928243] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:47.928300] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:47.985614] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:47.986511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:47.986617] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:47.986654] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:48.103395] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:48.103560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:48.103668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:48.103705] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:48.107262] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2026-02-13T20:22:48.107643] [INFO ] [FORECASTER] Completed predict_future for GEF
[2026-02-13T20:22:48.107789] [INFO ] [sig       ] GEF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:48.250098] [INFO ] [LOCAL     ] Saved forecast: GEF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GEF.txt
[2026-02-13T20:22:48.250251] [INFO ] [sig       ] [1313/3406] Completed GEF in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 12.3m
[2026-02-13T20:22:48.250293] [INFO ] [sig       ] [1314/3406] Forecasting GEHC...
[2026-02-13T20:22:48.250323] [INFO ] [sig       ] Generating forecast for: GEHC
[2026-02-13T20:22:48.250354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2026-02-13T20:22:48.262591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2026-02-13T20:22:48.262973] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2026-02-13T20:22:48.263880] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2026-02-13T20:22:48.263933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:48.263966] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:48.263992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:48.264063] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:48.323209] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:48.324304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:48.324409] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:48.324454] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:48.465434] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:48.465610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:48.465654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:48.465682] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:48.469359] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: DOWN (p=35.61%)
[2026-02-13T20:22:48.469731] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2026-02-13T20:22:48.469867] [INFO ] [sig       ] GEHC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:48.614719] [INFO ] [LOCAL     ] Saved forecast: GEHC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GEHC.txt
[2026-02-13T20:22:48.614882] [INFO ] [sig       ] [1314/3406] Completed GEHC in 0.4s | 2.83 sym/s | Total: 7.7m | ETA: 12.3m
[2026-02-13T20:22:48.614924] [INFO ] [sig       ] [1315/3406] Forecasting GEL...
[2026-02-13T20:22:48.614953] [INFO ] [sig       ] Generating forecast for: GEL
[2026-02-13T20:22:48.614983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2026-02-13T20:22:48.625947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2026-02-13T20:22:48.626325] [INFO ] [FORECASTER] Starting predict_future for GEL
[2026-02-13T20:22:48.627159] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2026-02-13T20:22:48.627210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:48.627242] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:48.627268] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:48.627324] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:48.684431] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:48.685264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:48.685351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:48.685390] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:48.806320] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:48.806476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:48.806517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:48.806545] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:48.809996] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2026-02-13T20:22:48.810288] [INFO ] [FORECASTER] Completed predict_future for GEL
[2026-02-13T20:22:48.810424] [INFO ] [sig       ] GEL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:48.956017] [INFO ] [LOCAL     ] Saved forecast: GEL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GEL.txt
[2026-02-13T20:22:48.956182] [INFO ] [sig       ] [1315/3406] Completed GEL in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 12.3m
[2026-02-13T20:22:48.956226] [INFO ] [sig       ] [1316/3406] Forecasting GEN...
[2026-02-13T20:22:48.956254] [INFO ] [sig       ] Generating forecast for: GEN
[2026-02-13T20:22:48.956284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2026-02-13T20:22:48.967847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2026-02-13T20:22:48.968262] [INFO ] [FORECASTER] Starting predict_future for GEN
[2026-02-13T20:22:48.969135] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2026-02-13T20:22:48.969204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:48.969239] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:48.969267] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:48.969325] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:49.026938] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:49.027771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:49.027869] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:49.027905] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:49.154541] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:49.154712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:49.154753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:49.154781] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:49.158260] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: UP (p=89.05%)
[2026-02-13T20:22:49.158556] [INFO ] [FORECASTER] Completed predict_future for GEN
[2026-02-13T20:22:49.158703] [INFO ] [sig       ] GEN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:49.298241] [INFO ] [LOCAL     ] Saved forecast: GEN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GEN.txt
[2026-02-13T20:22:49.298373] [INFO ] [sig       ] [1316/3406] Completed GEN in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 12.3m
[2026-02-13T20:22:49.298412] [INFO ] [sig       ] [1317/3406] Forecasting GENI...
[2026-02-13T20:22:49.298442] [INFO ] [sig       ] Generating forecast for: GENI
[2026-02-13T20:22:49.298471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2026-02-13T20:22:49.310628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENI'.
[2026-02-13T20:22:49.310971] [INFO ] [FORECASTER] Starting predict_future for GENI
[2026-02-13T20:22:49.311770] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2026-02-13T20:22:49.311821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:49.311852] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:49.311878] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:49.311934] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:49.368018] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:49.368863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:49.368948] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:49.368982] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:49.488991] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:49.489145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:49.489184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:49.489212] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:49.492617] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=22.42%)
[2026-02-13T20:22:49.492895] [INFO ] [FORECASTER] Completed predict_future for GENI
[2026-02-13T20:22:49.493022] [INFO ] [sig       ] GENI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:49.631724] [INFO ] [LOCAL     ] Saved forecast: GENI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GENI.txt
[2026-02-13T20:22:49.631871] [INFO ] [sig       ] [1317/3406] Completed GENI in 0.3s | 2.83 sym/s | Total: 7.7m | ETA: 12.3m
[2026-02-13T20:22:49.631910] [INFO ] [sig       ] [1318/3406] Forecasting GENK...
[2026-02-13T20:22:49.631938] [INFO ] [sig       ] Generating forecast for: GENK
[2026-02-13T20:22:49.631967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2026-02-13T20:22:49.643433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2026-02-13T20:22:49.643806] [INFO ] [FORECASTER] Starting predict_future for GENK
[2026-02-13T20:22:49.644610] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2026-02-13T20:22:49.644662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:49.644694] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:49.644721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:49.644777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:49.706388] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:49.707375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:49.707499] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:49.707534] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:49.834210] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:49.834370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:49.834411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:49.834442] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:49.838072] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: DOWN (p=12.30%)
[2026-02-13T20:22:49.838391] [INFO ] [FORECASTER] Completed predict_future for GENK
[2026-02-13T20:22:49.838535] [INFO ] [sig       ] GENK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:49.978983] [INFO ] [LOCAL     ] Saved forecast: GENK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GENK.txt
[2026-02-13T20:22:49.979165] [INFO ] [sig       ] [1318/3406] Completed GENK in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 12.3m
[2026-02-13T20:22:49.979210] [INFO ] [sig       ] [1319/3406] Forecasting GEOS...
[2026-02-13T20:22:49.979240] [INFO ] [sig       ] Generating forecast for: GEOS
[2026-02-13T20:22:49.979270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2026-02-13T20:22:49.990962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2026-02-13T20:22:49.991392] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2026-02-13T20:22:49.992402] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2026-02-13T20:22:49.992477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:49.992521] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:49.992548] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:49.992641] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:50.053441] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:50.054402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:50.054498] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:50.054533] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:50.181812] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:50.181969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:50.182011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:50.182041] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:50.185669] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2026-02-13T20:22:50.185960] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2026-02-13T20:22:50.186095] [INFO ] [sig       ] GEOS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:50.323854] [INFO ] [LOCAL     ] Saved forecast: GEOS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GEOS.txt
[2026-02-13T20:22:50.324005] [INFO ] [sig       ] [1319/3406] Completed GEOS in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 12.3m
[2026-02-13T20:22:50.324046] [INFO ] [sig       ] [1320/3406] Forecasting GERN...
[2026-02-13T20:22:50.324076] [INFO ] [sig       ] Generating forecast for: GERN
[2026-02-13T20:22:50.324107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2026-02-13T20:22:50.335513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2026-02-13T20:22:50.335880] [INFO ] [FORECASTER] Starting predict_future for GERN
[2026-02-13T20:22:50.337084] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2026-02-13T20:22:50.337139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:50.337173] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:50.337199] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:50.337257] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:50.400234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:50.401028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:50.401111] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:50.401146] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:50.521247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:50.521400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:50.521441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:50.521471] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:50.525019] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: DOWN (p=45.66%)
[2026-02-13T20:22:50.525316] [INFO ] [FORECASTER] Completed predict_future for GERN
[2026-02-13T20:22:50.525453] [INFO ] [sig       ] GERN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:50.667529] [INFO ] [LOCAL     ] Saved forecast: GERN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GERN.txt
[2026-02-13T20:22:50.667679] [INFO ] [sig       ] [1320/3406] Completed GERN in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 12.3m
[2026-02-13T20:22:50.667720] [INFO ] [sig       ] [1321/3406] Forecasting GEVO...
[2026-02-13T20:22:50.667750] [INFO ] [sig       ] Generating forecast for: GEVO
[2026-02-13T20:22:50.667779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2026-02-13T20:22:50.679901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2026-02-13T20:22:50.680254] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2026-02-13T20:22:50.681096] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2026-02-13T20:22:50.681150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:50.681185] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:50.681212] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:50.681269] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:50.740497] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:50.741163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:50.741245] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:50.741278] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:50.865701] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:50.866042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:50.866083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:50.866113] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:50.870420] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: UP (p=87.10%)
[2026-02-13T20:22:50.870773] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2026-02-13T20:22:50.870907] [INFO ] [sig       ] GEVO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:51.017245] [INFO ] [LOCAL     ] Saved forecast: GEVO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GEVO.txt
[2026-02-13T20:22:51.017554] [INFO ] [sig       ] [1321/3406] Completed GEVO in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 12.3m
[2026-02-13T20:22:51.017640] [INFO ] [sig       ] [1322/3406] Forecasting GFF...
[2026-02-13T20:22:51.017675] [INFO ] [sig       ] Generating forecast for: GFF
[2026-02-13T20:22:51.017706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2026-02-13T20:22:51.031416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2026-02-13T20:22:51.031821] [INFO ] [FORECASTER] Starting predict_future for GFF
[2026-02-13T20:22:51.032701] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2026-02-13T20:22:51.032754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:51.032786] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:51.032814] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:51.032877] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:51.092435] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:51.093399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:51.093561] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:51.093614] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:51.222146] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:51.222347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:51.222393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:51.222432] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:51.226132] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=78.19%)
[2026-02-13T20:22:51.226422] [INFO ] [FORECASTER] Completed predict_future for GFF
[2026-02-13T20:22:51.226559] [INFO ] [sig       ] GFF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:51.383264] [INFO ] [LOCAL     ] Saved forecast: GFF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GFF.txt
[2026-02-13T20:22:51.383439] [INFO ] [sig       ] [1322/3406] Completed GFF in 0.4s | 2.83 sym/s | Total: 7.8m | ETA: 12.3m
[2026-02-13T20:22:51.383483] [INFO ] [sig       ] [1323/3406] Forecasting GFI...
[2026-02-13T20:22:51.383513] [INFO ] [sig       ] Generating forecast for: GFI
[2026-02-13T20:22:51.383543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2026-02-13T20:22:51.395168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2026-02-13T20:22:51.395600] [INFO ] [FORECASTER] Starting predict_future for GFI
[2026-02-13T20:22:51.396441] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2026-02-13T20:22:51.396495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:51.396526] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:51.396554] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:51.396637] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:51.456187] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:51.457121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:51.457205] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:51.457237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:51.594686] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:51.594846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:51.594917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:51.594948] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:51.598625] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2026-02-13T20:22:51.599105] [INFO ] [FORECASTER] Completed predict_future for GFI
[2026-02-13T20:22:51.599238] [INFO ] [sig       ] GFI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:51.747689] [INFO ] [LOCAL     ] Saved forecast: GFI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GFI.txt
[2026-02-13T20:22:51.747856] [INFO ] [sig       ] [1323/3406] Completed GFI in 0.4s | 2.83 sym/s | Total: 7.8m | ETA: 12.3m
[2026-02-13T20:22:51.747906] [INFO ] [sig       ] [1324/3406] Forecasting GFL...
[2026-02-13T20:22:51.747936] [INFO ] [sig       ] Generating forecast for: GFL
[2026-02-13T20:22:51.747966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2026-02-13T20:22:51.759556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2026-02-13T20:22:51.760008] [INFO ] [FORECASTER] Starting predict_future for GFL
[2026-02-13T20:22:51.760914] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2026-02-13T20:22:51.760969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:51.761006] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:51.761033] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:51.761092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:51.822499] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:51.823402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:51.823504] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:51.823546] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:51.959088] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:51.959280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:51.959321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:51.959351] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:51.963656] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=95.21%)
[2026-02-13T20:22:51.964001] [INFO ] [FORECASTER] Completed predict_future for GFL
[2026-02-13T20:22:51.964326] [INFO ] [sig       ] GFL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:52.112900] [INFO ] [LOCAL     ] Saved forecast: GFL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GFL.txt
[2026-02-13T20:22:52.113060] [INFO ] [sig       ] [1324/3406] Completed GFL in 0.4s | 2.83 sym/s | Total: 7.8m | ETA: 12.2m
[2026-02-13T20:22:52.113103] [INFO ] [sig       ] [1325/3406] Forecasting GFS...
[2026-02-13T20:22:52.113132] [INFO ] [sig       ] Generating forecast for: GFS
[2026-02-13T20:22:52.113161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2026-02-13T20:22:52.124965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2026-02-13T20:22:52.125301] [INFO ] [FORECASTER] Starting predict_future for GFS
[2026-02-13T20:22:52.126104] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2026-02-13T20:22:52.126156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:52.126225] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:52.126254] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:52.126310] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:52.187942] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:52.189066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:52.189151] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:52.189184] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:52.311419] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:52.311595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:52.311637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:52.311664] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:52.315055] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2026-02-13T20:22:52.315332] [INFO ] [FORECASTER] Completed predict_future for GFS
[2026-02-13T20:22:52.315464] [INFO ] [sig       ] GFS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:52.462145] [INFO ] [LOCAL     ] Saved forecast: GFS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GFS.txt
[2026-02-13T20:22:52.462311] [INFO ] [sig       ] [1325/3406] Completed GFS in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 12.2m
[2026-02-13T20:22:52.462352] [INFO ] [sig       ] [1326/3406] Forecasting GGAL...
[2026-02-13T20:22:52.462382] [INFO ] [sig       ] Generating forecast for: GGAL
[2026-02-13T20:22:52.462411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2026-02-13T20:22:52.473696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGAL'.
[2026-02-13T20:22:52.474131] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2026-02-13T20:22:52.474988] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2026-02-13T20:22:52.475040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:52.475071] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:52.475098] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:52.475154] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:52.533080] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:52.534016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:52.534101] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:52.534135] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:52.662886] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:52.663081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:52.663123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:52.663151] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:52.666984] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2026-02-13T20:22:52.667267] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2026-02-13T20:22:52.667392] [INFO ] [sig       ] GGAL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:52.811563] [INFO ] [LOCAL     ] Saved forecast: GGAL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GGAL.txt
[2026-02-13T20:22:52.811709] [INFO ] [sig       ] [1326/3406] Completed GGAL in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 12.2m
[2026-02-13T20:22:52.811755] [INFO ] [sig       ] [1327/3406] Forecasting GGB...
[2026-02-13T20:22:52.811787] [INFO ] [sig       ] Generating forecast for: GGB
[2026-02-13T20:22:52.811817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2026-02-13T20:22:52.824097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGB'.
[2026-02-13T20:22:52.824407] [INFO ] [FORECASTER] Starting predict_future for GGB
[2026-02-13T20:22:52.825224] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2026-02-13T20:22:52.825277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:52.825332] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:52.825362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:52.825418] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:52.884522] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:52.885320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:52.885408] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:52.885443] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:53.016687] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:53.016844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:53.016883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:53.016912] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:53.020507] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: UP (p=73.13%)
[2026-02-13T20:22:53.020824] [INFO ] [FORECASTER] Completed predict_future for GGB
[2026-02-13T20:22:53.020957] [INFO ] [sig       ] GGB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:53.159493] [INFO ] [LOCAL     ] Saved forecast: GGB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GGB.txt
[2026-02-13T20:22:53.159665] [INFO ] [sig       ] [1327/3406] Completed GGB in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 12.2m
[2026-02-13T20:22:53.159707] [INFO ] [sig       ] [1328/3406] Forecasting GGG...
[2026-02-13T20:22:53.159737] [INFO ] [sig       ] Generating forecast for: GGG
[2026-02-13T20:22:53.159770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2026-02-13T20:22:53.172276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGG'.
[2026-02-13T20:22:53.172693] [INFO ] [FORECASTER] Starting predict_future for GGG
[2026-02-13T20:22:53.173503] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2026-02-13T20:22:53.173557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:53.173636] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:53.173680] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:53.173739] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:53.239443] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:53.240350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:53.240444] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:53.240487] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:53.377081] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:53.377302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:53.377346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:53.377419] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:53.381987] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=86.87%)
[2026-02-13T20:22:53.382395] [INFO ] [FORECASTER] Completed predict_future for GGG
[2026-02-13T20:22:53.382554] [INFO ] [sig       ] GGG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:53.532145] [INFO ] [LOCAL     ] Saved forecast: GGG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GGG.txt
[2026-02-13T20:22:53.532282] [INFO ] [sig       ] [1328/3406] Completed GGG in 0.4s | 2.83 sym/s | Total: 7.8m | ETA: 12.2m
[2026-02-13T20:22:53.532321] [INFO ] [sig       ] [1329/3406] Forecasting GGLL...
[2026-02-13T20:22:53.532350] [INFO ] [sig       ] Generating forecast for: GGLL
[2026-02-13T20:22:53.532380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2026-02-13T20:22:53.544860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLL'.
[2026-02-13T20:22:53.545286] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2026-02-13T20:22:53.546407] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2026-02-13T20:22:53.546462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:53.546495] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:53.546527] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:53.546612] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:53.606859] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:53.607708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:53.607792] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:53.607826] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:53.725306] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:53.725465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:53.725514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:53.725548] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:53.730624] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: UP (p=86.82%)
[2026-02-13T20:22:53.731092] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2026-02-13T20:22:53.731267] [INFO ] [sig       ] GGLL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:53.874689] [INFO ] [LOCAL     ] Saved forecast: GGLL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GGLL.txt
[2026-02-13T20:22:53.874834] [INFO ] [sig       ] [1329/3406] Completed GGLL in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 12.2m
[2026-02-13T20:22:53.874873] [INFO ] [sig       ] [1330/3406] Forecasting GGLS...
[2026-02-13T20:22:53.874903] [INFO ] [sig       ] Generating forecast for: GGLS
[2026-02-13T20:22:53.874932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2026-02-13T20:22:53.886550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2026-02-13T20:22:53.886921] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2026-02-13T20:22:53.887799] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2026-02-13T20:22:53.887853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:53.887884] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:53.887910] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:53.887966] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:53.948107] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:53.948952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:53.949035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:53.949069] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:54.075490] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:54.075671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:54.075712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:54.075740] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:54.079196] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: DOWN (p=10.79%)
[2026-02-13T20:22:54.079477] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2026-02-13T20:22:54.079629] [INFO ] [sig       ] GGLS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:54.224194] [INFO ] [LOCAL     ] Saved forecast: GGLS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GGLS.txt
[2026-02-13T20:22:54.224337] [INFO ] [sig       ] [1330/3406] Completed GGLS in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 12.2m
[2026-02-13T20:22:54.224376] [INFO ] [sig       ] [1331/3406] Forecasting GH...
[2026-02-13T20:22:54.224418] [INFO ] [sig       ] Generating forecast for: GH
[2026-02-13T20:22:54.224451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2026-02-13T20:22:54.236066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2026-02-13T20:22:54.236421] [INFO ] [FORECASTER] Starting predict_future for GH
[2026-02-13T20:22:54.237219] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2026-02-13T20:22:54.237272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:54.237304] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:54.237331] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:54.237387] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:54.296134] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:54.296897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:54.296979] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:54.297011] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:54.424654] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:54.424817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:54.424859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:54.424887] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:54.429099] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: DOWN (p=30.10%)
[2026-02-13T20:22:54.429388] [INFO ] [FORECASTER] Completed predict_future for GH
[2026-02-13T20:22:54.429521] [INFO ] [sig       ] GH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:54.571101] [INFO ] [LOCAL     ] Saved forecast: GH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GH.txt
[2026-02-13T20:22:54.571249] [INFO ] [sig       ] [1331/3406] Completed GH in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 12.2m
[2026-02-13T20:22:54.571288] [INFO ] [sig       ] [1332/3406] Forecasting GHI...
[2026-02-13T20:22:54.571317] [INFO ] [sig       ] Generating forecast for: GHI
[2026-02-13T20:22:54.571347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2026-02-13T20:22:54.582615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHI'.
[2026-02-13T20:22:54.582938] [INFO ] [FORECASTER] Starting predict_future for GHI
[2026-02-13T20:22:54.583775] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2026-02-13T20:22:54.583829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:54.583861] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:54.583888] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:54.583944] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:54.640654] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:54.641395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:54.641479] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:54.641511] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:54.755723] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:54.755880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:54.755920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:54.755950] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:54.759503] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: UP (p=85.93%)
[2026-02-13T20:22:54.759822] [INFO ] [FORECASTER] Completed predict_future for GHI
[2026-02-13T20:22:54.759974] [INFO ] [sig       ] GHI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:54.902789] [INFO ] [LOCAL     ] Saved forecast: GHI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GHI.txt
[2026-02-13T20:22:54.902928] [INFO ] [sig       ] [1332/3406] Completed GHI in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 12.2m
[2026-02-13T20:22:54.902969] [INFO ] [sig       ] [1333/3406] Forecasting GHM...
[2026-02-13T20:22:54.902998] [INFO ] [sig       ] Generating forecast for: GHM
[2026-02-13T20:22:54.903028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2026-02-13T20:22:54.914154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2026-02-13T20:22:54.914489] [INFO ] [FORECASTER] Starting predict_future for GHM
[2026-02-13T20:22:54.915301] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2026-02-13T20:22:54.915355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:54.915386] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:54.915412] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:54.915467] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:54.973530] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:54.974334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:54.974419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:54.974451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:55.101317] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:55.101466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:55.101509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:55.101539] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:55.105502] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=79.75%)
[2026-02-13T20:22:55.105821] [INFO ] [FORECASTER] Completed predict_future for GHM
[2026-02-13T20:22:55.106132] [INFO ] [sig       ] GHM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:55.247282] [INFO ] [LOCAL     ] Saved forecast: GHM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GHM.txt
[2026-02-13T20:22:55.247404] [INFO ] [sig       ] [1333/3406] Completed GHM in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 12.2m
[2026-02-13T20:22:55.247443] [INFO ] [sig       ] [1334/3406] Forecasting GHRS...
[2026-02-13T20:22:55.247471] [INFO ] [sig       ] Generating forecast for: GHRS
[2026-02-13T20:22:55.247500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2026-02-13T20:22:55.258478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHRS'.
[2026-02-13T20:22:55.258834] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2026-02-13T20:22:55.259777] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2026-02-13T20:22:55.259831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:55.259863] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:55.259889] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:55.259947] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:55.318504] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:55.319203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:55.319288] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:55.319321] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:55.439784] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:55.439939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:55.439977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:55.440042] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:55.443535] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2026-02-13T20:22:55.444023] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2026-02-13T20:22:55.444146] [INFO ] [sig       ] GHRS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:55.585526] [INFO ] [LOCAL     ] Saved forecast: GHRS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GHRS.txt
[2026-02-13T20:22:55.585684] [INFO ] [sig       ] [1334/3406] Completed GHRS in 0.3s | 2.83 sym/s | Total: 7.8m | ETA: 12.2m
[2026-02-13T20:22:55.585726] [INFO ] [sig       ] [1335/3406] Forecasting GHY...
[2026-02-13T20:22:55.585754] [INFO ] [sig       ] Generating forecast for: GHY
[2026-02-13T20:22:55.585783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2026-02-13T20:22:55.597478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2026-02-13T20:22:55.597891] [INFO ] [FORECASTER] Starting predict_future for GHY
[2026-02-13T20:22:55.598790] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2026-02-13T20:22:55.598845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:55.598876] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:55.598904] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:55.598960] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:55.657108] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:55.658097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:55.658209] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:55.658250] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:55.780444] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:55.780608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:55.780649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:55.780678] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:55.784093] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2026-02-13T20:22:55.784370] [INFO ] [FORECASTER] Completed predict_future for GHY
[2026-02-13T20:22:55.784502] [INFO ] [sig       ] GHY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:55.927977] [INFO ] [LOCAL     ] Saved forecast: GHY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GHY.txt
[2026-02-13T20:22:55.928120] [INFO ] [sig       ] [1335/3406] Completed GHY in 0.3s | 2.83 sym/s | Total: 7.9m | ETA: 12.2m
[2026-02-13T20:22:55.928160] [INFO ] [sig       ] [1336/3406] Forecasting GIB...
[2026-02-13T20:22:55.928191] [INFO ] [sig       ] Generating forecast for: GIB
[2026-02-13T20:22:55.928221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2026-02-13T20:22:55.940105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIB'.
[2026-02-13T20:22:55.940477] [INFO ] [FORECASTER] Starting predict_future for GIB
[2026-02-13T20:22:55.941484] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2026-02-13T20:22:55.941535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:55.941567] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:55.941818] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:55.941876] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:55.998042] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:55.998718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:55.998797] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:55.998871] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:56.120180] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:56.120328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:56.120368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:56.120396] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:56.123790] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2026-02-13T20:22:56.124069] [INFO ] [FORECASTER] Completed predict_future for GIB
[2026-02-13T20:22:56.124193] [INFO ] [sig       ] GIB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:56.266281] [INFO ] [LOCAL     ] Saved forecast: GIB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GIB.txt
[2026-02-13T20:22:56.266422] [INFO ] [sig       ] [1336/3406] Completed GIB in 0.3s | 2.83 sym/s | Total: 7.9m | ETA: 12.2m
[2026-02-13T20:22:56.266463] [INFO ] [sig       ] [1337/3406] Forecasting GIII...
[2026-02-13T20:22:56.266494] [INFO ] [sig       ] Generating forecast for: GIII
[2026-02-13T20:22:56.266530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2026-02-13T20:22:56.279287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2026-02-13T20:22:56.279650] [INFO ] [FORECASTER] Starting predict_future for GIII
[2026-02-13T20:22:56.280470] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2026-02-13T20:22:56.280529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:56.280599] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:56.280639] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:56.280706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:56.337825] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:56.338558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:56.338704] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:56.338743] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:56.463989] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:56.464146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:56.464185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:56.464213] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:56.468167] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=62.06%)
[2026-02-13T20:22:56.468456] [INFO ] [FORECASTER] Completed predict_future for GIII
[2026-02-13T20:22:56.468606] [INFO ] [sig       ] GIII: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:56.610333] [INFO ] [LOCAL     ] Saved forecast: GIII	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GIII.txt
[2026-02-13T20:22:56.610484] [INFO ] [sig       ] [1337/3406] Completed GIII in 0.3s | 2.83 sym/s | Total: 7.9m | ETA: 12.2m
[2026-02-13T20:22:56.610525] [INFO ] [sig       ] [1338/3406] Forecasting GILD...
[2026-02-13T20:22:56.610554] [INFO ] [sig       ] Generating forecast for: GILD
[2026-02-13T20:22:56.610605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2026-02-13T20:22:56.621905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GILD'.
[2026-02-13T20:22:56.622483] [INFO ] [FORECASTER] Starting predict_future for GILD
[2026-02-13T20:22:56.623465] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2026-02-13T20:22:56.623517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:56.623549] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:56.623602] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:56.623871] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:56.685698] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:56.686630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:56.686731] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:56.686766] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:56.816670] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:56.816831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:56.816870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:56.816900] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:56.820314] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: DOWN (p=40.14%)
[2026-02-13T20:22:56.820621] [INFO ] [FORECASTER] Completed predict_future for GILD
[2026-02-13T20:22:56.820754] [INFO ] [sig       ] GILD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:56.962380] [INFO ] [LOCAL     ] Saved forecast: GILD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GILD.txt
[2026-02-13T20:22:56.962544] [INFO ] [sig       ] [1338/3406] Completed GILD in 0.4s | 2.83 sym/s | Total: 7.9m | ETA: 12.2m
[2026-02-13T20:22:56.962608] [INFO ] [sig       ] [1339/3406] Forecasting GIS...
[2026-02-13T20:22:56.962640] [INFO ] [sig       ] Generating forecast for: GIS
[2026-02-13T20:22:56.962670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2026-02-13T20:22:56.973325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2026-02-13T20:22:56.973668] [INFO ] [FORECASTER] Starting predict_future for GIS
[2026-02-13T20:22:56.974438] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2026-02-13T20:22:56.974489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:56.974527] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:56.974560] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:56.974656] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:57.034547] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:57.035321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:57.035401] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:57.035434] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:57.162408] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:57.162557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:57.162616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:57.162648] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:57.166304] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: DOWN (p=47.13%)
[2026-02-13T20:22:57.166621] [INFO ] [FORECASTER] Completed predict_future for GIS
[2026-02-13T20:22:57.166754] [INFO ] [sig       ] GIS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:57.313463] [INFO ] [LOCAL     ] Saved forecast: GIS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GIS.txt
[2026-02-13T20:22:57.313643] [INFO ] [sig       ] [1339/3406] Completed GIS in 0.4s | 2.83 sym/s | Total: 7.9m | ETA: 12.2m
[2026-02-13T20:22:57.313685] [INFO ] [sig       ] [1340/3406] Forecasting GKOS...
[2026-02-13T20:22:57.313716] [INFO ] [sig       ] Generating forecast for: GKOS
[2026-02-13T20:22:57.313749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2026-02-13T20:22:57.326195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GKOS'.
[2026-02-13T20:22:57.326636] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2026-02-13T20:22:57.327683] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2026-02-13T20:22:57.327768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:57.327802] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:57.327828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:57.327883] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:57.388151] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:57.389297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:57.389386] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:57.389418] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:57.515596] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:57.515750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:57.515788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:57.515816] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:57.519217] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2026-02-13T20:22:57.519494] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2026-02-13T20:22:57.519641] [INFO ] [sig       ] GKOS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:57.660292] [INFO ] [LOCAL     ] Saved forecast: GKOS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GKOS.txt
[2026-02-13T20:22:57.660428] [INFO ] [sig       ] [1340/3406] Completed GKOS in 0.3s | 2.83 sym/s | Total: 7.9m | ETA: 12.2m
[2026-02-13T20:22:57.660469] [INFO ] [sig       ] [1341/3406] Forecasting GL...
[2026-02-13T20:22:57.660498] [INFO ] [sig       ] Generating forecast for: GL
[2026-02-13T20:22:57.660528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2026-02-13T20:22:57.672605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GL'.
[2026-02-13T20:22:57.673156] [INFO ] [FORECASTER] Starting predict_future for GL
[2026-02-13T20:22:57.674139] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2026-02-13T20:22:57.674190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:57.674222] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:57.674249] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:57.674304] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:57.733158] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:57.733852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:57.733932] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:57.733964] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:57.856507] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:57.856697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:57.856737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:57.856766] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:57.860840] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: DOWN (p=42.28%)
[2026-02-13T20:22:57.861317] [INFO ] [FORECASTER] Completed predict_future for GL
[2026-02-13T20:22:57.861448] [INFO ] [sig       ] GL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:58.014319] [INFO ] [LOCAL     ] Saved forecast: GL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GL.txt
[2026-02-13T20:22:58.014467] [INFO ] [sig       ] [1341/3406] Completed GL in 0.4s | 2.83 sym/s | Total: 7.9m | ETA: 12.1m
[2026-02-13T20:22:58.014507] [INFO ] [sig       ] [1342/3406] Forecasting GLAD...
[2026-02-13T20:22:58.014536] [INFO ] [sig       ] Generating forecast for: GLAD
[2026-02-13T20:22:58.014566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2026-02-13T20:22:58.026029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2026-02-13T20:22:58.026384] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2026-02-13T20:22:58.027481] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2026-02-13T20:22:58.027542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:58.027677] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:58.027713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:58.027773] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:58.093870] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:58.094731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:58.094816] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:58.094850] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:58.221536] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:58.221721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:58.221769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:58.221799] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:58.226077] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: DOWN (p=13.53%)
[2026-02-13T20:22:58.226413] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2026-02-13T20:22:58.226568] [INFO ] [sig       ] GLAD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:58.369553] [INFO ] [LOCAL     ] Saved forecast: GLAD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GLAD.txt
[2026-02-13T20:22:58.369708] [INFO ] [sig       ] [1342/3406] Completed GLAD in 0.4s | 2.83 sym/s | Total: 7.9m | ETA: 12.1m
[2026-02-13T20:22:58.369749] [INFO ] [sig       ] [1343/3406] Forecasting GLBE...
[2026-02-13T20:22:58.369777] [INFO ] [sig       ] Generating forecast for: GLBE
[2026-02-13T20:22:58.369808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2026-02-13T20:22:58.381120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2026-02-13T20:22:58.381503] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2026-02-13T20:22:58.382353] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2026-02-13T20:22:58.382406] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:58.382438] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:58.382465] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:58.382521] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:58.441390] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:58.442313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:58.442417] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:58.442462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:58.573335] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:58.573527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:58.573569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:58.573619] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:58.577463] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=59.25%)
[2026-02-13T20:22:58.577820] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2026-02-13T20:22:58.577970] [INFO ] [sig       ] GLBE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:22:58.718679] [INFO ] [LOCAL     ] Saved forecast: GLBE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GLBE.txt
[2026-02-13T20:22:58.718853] [INFO ] [sig       ] [1343/3406] Completed GLBE in 0.3s | 2.83 sym/s | Total: 7.9m | ETA: 12.1m
[2026-02-13T20:22:58.718905] [INFO ] [sig       ] [1344/3406] Forecasting GLBS...
[2026-02-13T20:22:58.718935] [INFO ] [sig       ] Generating forecast for: GLBS
[2026-02-13T20:22:58.718974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2026-02-13T20:22:58.730650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2026-02-13T20:22:58.731045] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2026-02-13T20:22:58.731899] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2026-02-13T20:22:58.731953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:58.731985] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:58.732011] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:58.732090] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:58.789796] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:58.790710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:58.790828] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:58.790863] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:58.901458] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:58.901660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:58.901709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:58.901743] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:58.905360] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=13.52%)
[2026-02-13T20:22:58.905743] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2026-02-13T20:22:58.905924] [INFO ] [sig       ] GLBS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:59.050519] [INFO ] [LOCAL     ] Saved forecast: GLBS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GLBS.txt
[2026-02-13T20:22:59.050665] [INFO ] [sig       ] [1344/3406] Completed GLBS in 0.3s | 2.83 sym/s | Total: 7.9m | ETA: 12.1m
[2026-02-13T20:22:59.050713] [INFO ] [sig       ] [1345/3406] Forecasting GLDD...
[2026-02-13T20:22:59.050743] [INFO ] [sig       ] Generating forecast for: GLDD
[2026-02-13T20:22:59.050774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2026-02-13T20:22:59.061741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2026-02-13T20:22:59.062057] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2026-02-13T20:22:59.062851] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2026-02-13T20:22:59.062903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:59.062934] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:59.062960] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:59.063016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:59.122668] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:59.123662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:59.123746] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:59.123778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:59.247357] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:59.247472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:59.247509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:59.247620] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:59.250906] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: DOWN (p=5.85%)
[2026-02-13T20:22:59.251180] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2026-02-13T20:22:59.251309] [INFO ] [sig       ] GLDD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:59.392935] [INFO ] [LOCAL     ] Saved forecast: GLDD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GLDD.txt
[2026-02-13T20:22:59.393305] [INFO ] [sig       ] [1345/3406] Completed GLDD in 0.3s | 2.83 sym/s | Total: 7.9m | ETA: 12.1m
[2026-02-13T20:22:59.393345] [INFO ] [sig       ] [1346/3406] Forecasting GLNG...
[2026-02-13T20:22:59.393375] [INFO ] [sig       ] Generating forecast for: GLNG
[2026-02-13T20:22:59.393405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2026-02-13T20:22:59.405197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2026-02-13T20:22:59.405561] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2026-02-13T20:22:59.406356] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2026-02-13T20:22:59.406408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:59.406439] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:59.406465] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:59.406520] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:59.465712] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:59.466800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:59.466888] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:59.466922] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:59.591518] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:59.591691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:59.591731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:59.591759] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:59.595356] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: DOWN (p=31.50%)
[2026-02-13T20:22:59.595649] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2026-02-13T20:22:59.595777] [INFO ] [sig       ] GLNG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:22:59.738048] [INFO ] [LOCAL     ] Saved forecast: GLNG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GLNG.txt
[2026-02-13T20:22:59.738215] [INFO ] [sig       ] [1346/3406] Completed GLNG in 0.3s | 2.83 sym/s | Total: 7.9m | ETA: 12.1m
[2026-02-13T20:22:59.738255] [INFO ] [sig       ] [1347/3406] Forecasting GLOB...
[2026-02-13T20:22:59.738285] [INFO ] [sig       ] Generating forecast for: GLOB
[2026-02-13T20:22:59.738315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2026-02-13T20:22:59.749771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2026-02-13T20:22:59.750208] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2026-02-13T20:22:59.751046] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2026-02-13T20:22:59.751099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:22:59.751130] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:22:59.751157] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:22:59.751215] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:22:59.808420] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:22:59.809326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:22:59.809410] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:22:59.809442] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:22:59.940435] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:22:59.940694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:22:59.940739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:22:59.940769] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:22:59.945049] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: DOWN (p=2.80%)
[2026-02-13T20:22:59.945488] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2026-02-13T20:22:59.945705] [INFO ] [sig       ] GLOB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:00.090994] [INFO ] [LOCAL     ] Saved forecast: GLOB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GLOB.txt
[2026-02-13T20:23:00.091206] [INFO ] [sig       ] [1347/3406] Completed GLOB in 0.4s | 2.83 sym/s | Total: 7.9m | ETA: 12.1m
[2026-02-13T20:23:00.091275] [INFO ] [sig       ] [1348/3406] Forecasting GLP...
[2026-02-13T20:23:00.091323] [INFO ] [sig       ] Generating forecast for: GLP
[2026-02-13T20:23:00.091362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2026-02-13T20:23:00.110317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2026-02-13T20:23:00.110811] [INFO ] [FORECASTER] Starting predict_future for GLP
[2026-02-13T20:23:00.111879] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2026-02-13T20:23:00.111936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:00.111970] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:00.111997] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:00.112055] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:00.172854] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:00.173791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:00.173904] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:00.173940] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:00.304847] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:00.305013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:00.305054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:00.305083] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:00.308709] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=62.11%)
[2026-02-13T20:23:00.309020] [INFO ] [FORECASTER] Completed predict_future for GLP
[2026-02-13T20:23:00.309159] [INFO ] [sig       ] GLP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:00.448394] [INFO ] [LOCAL     ] Saved forecast: GLP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GLP.txt
[2026-02-13T20:23:00.448557] [INFO ] [sig       ] [1348/3406] Completed GLP in 0.4s | 2.83 sym/s | Total: 7.9m | ETA: 12.1m
[2026-02-13T20:23:00.448620] [INFO ] [sig       ] [1349/3406] Forecasting GLPG...
[2026-02-13T20:23:00.448650] [INFO ] [sig       ] Generating forecast for: GLPG
[2026-02-13T20:23:00.448680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2026-02-13T20:23:00.462011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2026-02-13T20:23:00.462469] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2026-02-13T20:23:00.463562] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2026-02-13T20:23:00.463649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:00.463695] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:00.463735] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:00.463818] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:00.536855] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:00.537937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:00.538035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:00.538086] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:00.666070] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:00.666190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:00.666233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:00.666262] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:00.670404] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: UP (p=56.06%)
[2026-02-13T20:23:00.670772] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2026-02-13T20:23:00.671114] [INFO ] [sig       ] GLPG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:00.820187] [INFO ] [LOCAL     ] Saved forecast: GLPG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GLPG.txt
[2026-02-13T20:23:00.820336] [INFO ] [sig       ] [1349/3406] Completed GLPG in 0.4s | 2.83 sym/s | Total: 7.9m | ETA: 12.1m
[2026-02-13T20:23:00.820378] [INFO ] [sig       ] [1350/3406] Forecasting GLPI...
[2026-02-13T20:23:00.820408] [INFO ] [sig       ] Generating forecast for: GLPI
[2026-02-13T20:23:00.820437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2026-02-13T20:23:00.835370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2026-02-13T20:23:00.838777] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2026-02-13T20:23:00.839609] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2026-02-13T20:23:00.839673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:00.839712] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:00.839745] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:00.839814] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:00.896543] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:00.897354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:00.897450] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:00.897485] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:01.019218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:01.019335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:01.019375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:01.019403] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:01.022950] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: DOWN (p=14.47%)
[2026-02-13T20:23:01.023233] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2026-02-13T20:23:01.023361] [INFO ] [sig       ] GLPI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:01.162735] [INFO ] [LOCAL     ] Saved forecast: GLPI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GLPI.txt
[2026-02-13T20:23:01.162874] [INFO ] [sig       ] [1350/3406] Completed GLPI in 0.3s | 2.83 sym/s | Total: 7.9m | ETA: 12.1m
[2026-02-13T20:23:01.162913] [INFO ] [sig       ] [1351/3406] Forecasting GLRE...
[2026-02-13T20:23:01.162944] [INFO ] [sig       ] Generating forecast for: GLRE
[2026-02-13T20:23:01.162974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2026-02-13T20:23:01.174259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2026-02-13T20:23:01.174611] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2026-02-13T20:23:01.175386] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2026-02-13T20:23:01.175450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:01.175484] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:01.175511] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:01.175590] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:01.232549] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:01.233340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:01.233423] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:01.233457] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:01.351184] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:01.351515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:01.351557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:01.351603] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:01.355497] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=84.50%)
[2026-02-13T20:23:01.355846] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2026-02-13T20:23:01.355975] [INFO ] [sig       ] GLRE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:01.493699] [INFO ] [LOCAL     ] Saved forecast: GLRE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GLRE.txt
[2026-02-13T20:23:01.493820] [INFO ] [sig       ] [1351/3406] Completed GLRE in 0.3s | 2.83 sym/s | Total: 7.9m | ETA: 12.1m
[2026-02-13T20:23:01.493864] [INFO ] [sig       ] [1352/3406] Forecasting GLSI...
[2026-02-13T20:23:01.493894] [INFO ] [sig       ] Generating forecast for: GLSI
[2026-02-13T20:23:01.493929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2026-02-13T20:23:01.506515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2026-02-13T20:23:01.506849] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2026-02-13T20:23:01.507795] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2026-02-13T20:23:01.507847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:01.507878] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:01.507906] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:01.507961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:01.570111] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:01.571172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:01.571324] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:01.571366] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:01.692135] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:01.692297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:01.692337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:01.692365] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:01.695821] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2026-02-13T20:23:01.696113] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2026-02-13T20:23:01.696247] [INFO ] [sig       ] GLSI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:01.839123] [INFO ] [LOCAL     ] Saved forecast: GLSI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GLSI.txt
[2026-02-13T20:23:01.839283] [INFO ] [sig       ] [1352/3406] Completed GLSI in 0.3s | 2.83 sym/s | Total: 8.0m | ETA: 12.1m
[2026-02-13T20:23:01.839324] [INFO ] [sig       ] [1353/3406] Forecasting GLTO...
[2026-02-13T20:23:01.839354] [INFO ] [sig       ] Generating forecast for: GLTO
[2026-02-13T20:23:01.839384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2026-02-13T20:23:01.850385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2026-02-13T20:23:01.850805] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2026-02-13T20:23:01.851604] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2026-02-13T20:23:01.851657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:01.851688] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:01.851714] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:01.851773] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:01.910764] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:01.911672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:01.911764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:01.911798] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:02.034257] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:02.034417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:02.034459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:02.034489] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:02.038098] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: DOWN (p=31.07%)
[2026-02-13T20:23:02.038387] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2026-02-13T20:23:02.038520] [INFO ] [sig       ] GLTO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:02.185420] [INFO ] [LOCAL     ] Saved forecast: GLTO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GLTO.txt
[2026-02-13T20:23:02.185602] [INFO ] [sig       ] [1353/3406] Completed GLTO in 0.3s | 2.83 sym/s | Total: 8.0m | ETA: 12.1m
[2026-02-13T20:23:02.185646] [INFO ] [sig       ] [1354/3406] Forecasting GLUE...
[2026-02-13T20:23:02.185675] [INFO ] [sig       ] Generating forecast for: GLUE
[2026-02-13T20:23:02.185706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2026-02-13T20:23:02.197645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLUE'.
[2026-02-13T20:23:02.198046] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2026-02-13T20:23:02.198893] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2026-02-13T20:23:02.198947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:02.198980] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:02.199008] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:02.199066] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:02.260725] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:02.261629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:02.261733] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:02.261772] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:02.401809] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:02.401971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:02.402011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:02.402040] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:02.405735] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: UP (p=59.58%)
[2026-02-13T20:23:02.406024] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2026-02-13T20:23:02.406160] [INFO ] [sig       ] GLUE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:02.549403] [INFO ] [LOCAL     ] Saved forecast: GLUE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GLUE.txt
[2026-02-13T20:23:02.549539] [INFO ] [sig       ] [1354/3406] Completed GLUE in 0.4s | 2.83 sym/s | Total: 8.0m | ETA: 12.1m
[2026-02-13T20:23:02.549604] [INFO ] [sig       ] [1355/3406] Forecasting GMAB...
[2026-02-13T20:23:02.549637] [INFO ] [sig       ] Generating forecast for: GMAB
[2026-02-13T20:23:02.549667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2026-02-13T20:23:02.560650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2026-02-13T20:23:02.561009] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2026-02-13T20:23:02.561848] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2026-02-13T20:23:02.561903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:02.561937] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:02.561966] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:02.562025] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:02.621926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:02.622705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:02.622790] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:02.622824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:02.759587] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:02.759768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:02.759815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:02.759844] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:02.763259] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: UP (p=99.40%)
[2026-02-13T20:23:02.763541] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2026-02-13T20:23:02.763691] [INFO ] [sig       ] GMAB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:02.904371] [INFO ] [LOCAL     ] Saved forecast: GMAB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GMAB.txt
[2026-02-13T20:23:02.904551] [INFO ] [sig       ] [1355/3406] Completed GMAB in 0.4s | 2.83 sym/s | Total: 8.0m | ETA: 12.1m
[2026-02-13T20:23:02.904614] [INFO ] [sig       ] [1356/3406] Forecasting GME...
[2026-02-13T20:23:02.904646] [INFO ] [sig       ] Generating forecast for: GME
[2026-02-13T20:23:02.904676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2026-02-13T20:23:02.916299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2026-02-13T20:23:02.916676] [INFO ] [FORECASTER] Starting predict_future for GME
[2026-02-13T20:23:02.917673] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2026-02-13T20:23:02.917725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:02.917756] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:02.917783] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:02.917839] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:02.976770] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:02.977545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:02.977658] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:02.977693] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:03.101088] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:03.101242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:03.101282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:03.101311] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:03.104951] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: UP (p=82.28%)
[2026-02-13T20:23:03.105242] [INFO ] [FORECASTER] Completed predict_future for GME
[2026-02-13T20:23:03.105368] [INFO ] [sig       ] GME: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:03.248903] [INFO ] [LOCAL     ] Saved forecast: GME	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GME.txt
[2026-02-13T20:23:03.249076] [INFO ] [sig       ] [1356/3406] Completed GME in 0.3s | 2.83 sym/s | Total: 8.0m | ETA: 12.1m
[2026-02-13T20:23:03.249117] [INFO ] [sig       ] [1357/3406] Forecasting GMED...
[2026-02-13T20:23:03.249145] [INFO ] [sig       ] Generating forecast for: GMED
[2026-02-13T20:23:03.249175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2026-02-13T20:23:03.260380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2026-02-13T20:23:03.260810] [INFO ] [FORECASTER] Starting predict_future for GMED
[2026-02-13T20:23:03.261943] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2026-02-13T20:23:03.262192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:03.262224] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:03.262251] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:03.262309] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:03.324952] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:03.325860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:03.325957] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:03.325992] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:03.458524] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:03.458693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:03.458734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:03.458763] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:03.462962] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=9.68%)
[2026-02-13T20:23:03.463250] [INFO ] [FORECASTER] Completed predict_future for GMED
[2026-02-13T20:23:03.463385] [INFO ] [sig       ] GMED: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:03.608986] [INFO ] [LOCAL     ] Saved forecast: GMED	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GMED.txt
[2026-02-13T20:23:03.609126] [INFO ] [sig       ] [1357/3406] Completed GMED in 0.4s | 2.83 sym/s | Total: 8.0m | ETA: 12.1m
[2026-02-13T20:23:03.609168] [INFO ] [sig       ] [1358/3406] Forecasting GMM...
[2026-02-13T20:23:03.609199] [INFO ] [sig       ] Generating forecast for: GMM
[2026-02-13T20:23:03.609231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2026-02-13T20:23:03.620434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMM'.
[2026-02-13T20:23:03.620832] [INFO ] [FORECASTER] Starting predict_future for GMM
[2026-02-13T20:23:03.621682] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2026-02-13T20:23:03.621742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:03.621789] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:03.621822] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:03.621881] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:03.686387] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:03.687463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:03.687549] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:03.687629] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:03.797859] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:03.798019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:03.798075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:03.798106] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:03.801522] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: UP (p=80.52%)
[2026-02-13T20:23:03.801818] [INFO ] [FORECASTER] Completed predict_future for GMM
[2026-02-13T20:23:03.801946] [INFO ] [sig       ] GMM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:03.945973] [INFO ] [LOCAL     ] Saved forecast: GMM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GMM.txt
[2026-02-13T20:23:03.946131] [INFO ] [sig       ] [1358/3406] Completed GMM in 0.3s | 2.83 sym/s | Total: 8.0m | ETA: 12.0m
[2026-02-13T20:23:03.946173] [INFO ] [sig       ] [1359/3406] Forecasting GMRE...
[2026-02-13T20:23:03.946204] [INFO ] [sig       ] Generating forecast for: GMRE
[2026-02-13T20:23:03.946239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2026-02-13T20:23:03.958737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2026-02-13T20:23:03.959151] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2026-02-13T20:23:03.960048] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2026-02-13T20:23:03.960103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:03.960166] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:03.960196] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:03.960254] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:04.020880] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:04.022202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:04.022289] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:04.022325] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:04.151712] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:04.151874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:04.152103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:04.152131] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:04.155541] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: UP (p=55.51%)
[2026-02-13T20:23:04.155843] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2026-02-13T20:23:04.155972] [INFO ] [sig       ] GMRE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:04.303854] [INFO ] [LOCAL     ] Saved forecast: GMRE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GMRE.txt
[2026-02-13T20:23:04.304017] [INFO ] [sig       ] [1359/3406] Completed GMRE in 0.4s | 2.83 sym/s | Total: 8.0m | ETA: 12.0m
[2026-02-13T20:23:04.304059] [INFO ] [sig       ] [1360/3406] Forecasting GNE...
[2026-02-13T20:23:04.304088] [INFO ] [sig       ] Generating forecast for: GNE
[2026-02-13T20:23:04.304119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2026-02-13T20:23:04.315715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2026-02-13T20:23:04.316120] [INFO ] [FORECASTER] Starting predict_future for GNE
[2026-02-13T20:23:04.316960] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2026-02-13T20:23:04.317014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:04.317047] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:04.317076] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:04.317134] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:04.375995] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:04.376938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:04.377026] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:04.377060] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:04.491856] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:04.492017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:04.492057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:04.492086] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:04.495546] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: DOWN (p=14.72%)
[2026-02-13T20:23:04.495908] [INFO ] [FORECASTER] Completed predict_future for GNE
[2026-02-13T20:23:04.496041] [INFO ] [sig       ] GNE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:04.659291] [INFO ] [LOCAL     ] Saved forecast: GNE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GNE.txt
[2026-02-13T20:23:04.659491] [INFO ] [sig       ] [1360/3406] Completed GNE in 0.4s | 2.83 sym/s | Total: 8.0m | ETA: 12.0m
[2026-02-13T20:23:04.659541] [INFO ] [sig       ] [1361/3406] Forecasting GNK...
[2026-02-13T20:23:04.659601] [INFO ] [sig       ] Generating forecast for: GNK
[2026-02-13T20:23:04.659643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2026-02-13T20:23:04.673405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2026-02-13T20:23:04.673859] [INFO ] [FORECASTER] Starting predict_future for GNK
[2026-02-13T20:23:04.674838] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2026-02-13T20:23:04.674901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:04.674948] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:04.674989] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:04.675070] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:04.737833] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:04.738665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:04.738758] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:04.738800] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:04.870890] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:04.871239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:04.871279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:04.871306] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:04.875453] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=25.44%)
[2026-02-13T20:23:04.875750] [INFO ] [FORECASTER] Completed predict_future for GNK
[2026-02-13T20:23:04.875881] [INFO ] [sig       ] GNK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:05.021968] [INFO ] [LOCAL     ] Saved forecast: GNK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GNK.txt
[2026-02-13T20:23:05.022130] [INFO ] [sig       ] [1361/3406] Completed GNK in 0.4s | 2.83 sym/s | Total: 8.0m | ETA: 12.0m
[2026-02-13T20:23:05.022172] [INFO ] [sig       ] [1362/3406] Forecasting GNL...
[2026-02-13T20:23:05.022202] [INFO ] [sig       ] Generating forecast for: GNL
[2026-02-13T20:23:05.022234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2026-02-13T20:23:05.033092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2026-02-13T20:23:05.033510] [INFO ] [FORECASTER] Starting predict_future for GNL
[2026-02-13T20:23:05.034525] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2026-02-13T20:23:05.034605] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:05.034666] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:05.034697] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:05.034755] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:05.097325] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:05.098462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:05.098550] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:05.098604] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:05.228338] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:05.228500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:05.228540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:05.228638] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:05.232637] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: UP (p=78.88%)
[2026-02-13T20:23:05.232978] [INFO ] [FORECASTER] Completed predict_future for GNL
[2026-02-13T20:23:05.233115] [INFO ] [sig       ] GNL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:05.389082] [INFO ] [LOCAL     ] Saved forecast: GNL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GNL.txt
[2026-02-13T20:23:05.389286] [INFO ] [sig       ] [1362/3406] Completed GNL in 0.4s | 2.83 sym/s | Total: 8.0m | ETA: 12.0m
[2026-02-13T20:23:05.389347] [INFO ] [sig       ] [1363/3406] Forecasting GNLX...
[2026-02-13T20:23:05.389389] [INFO ] [sig       ] Generating forecast for: GNLX
[2026-02-13T20:23:05.389430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2026-02-13T20:23:05.400537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2026-02-13T20:23:05.400911] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2026-02-13T20:23:05.401705] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2026-02-13T20:23:05.401758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:05.401790] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:05.401817] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:05.401873] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:05.462719] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:05.463598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:05.463681] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:05.463715] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:05.590721] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:05.590866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:05.590909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:05.590939] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:05.594429] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=88.95%)
[2026-02-13T20:23:05.594736] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2026-02-13T20:23:05.594880] [INFO ] [sig       ] GNLX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:05.738567] [INFO ] [LOCAL     ] Saved forecast: GNLX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GNLX.txt
[2026-02-13T20:23:05.738712] [INFO ] [sig       ] [1363/3406] Completed GNLX in 0.3s | 2.83 sym/s | Total: 8.0m | ETA: 12.0m
[2026-02-13T20:23:05.738751] [INFO ] [sig       ] [1364/3406] Forecasting GNMA...
[2026-02-13T20:23:05.738784] [INFO ] [sig       ] Generating forecast for: GNMA
[2026-02-13T20:23:05.738816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2026-02-13T20:23:05.749637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2026-02-13T20:23:05.749981] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2026-02-13T20:23:05.750773] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2026-02-13T20:23:05.750837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:05.750875] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:05.750911] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:05.750968] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:05.811082] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:05.812049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:05.812138] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:05.812173] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:05.932379] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:05.932531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:05.932586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:05.932619] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:05.936034] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: DOWN (p=29.66%)
[2026-02-13T20:23:05.936309] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2026-02-13T20:23:05.936433] [INFO ] [sig       ] GNMA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:06.077260] [INFO ] [LOCAL     ] Saved forecast: GNMA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GNMA.txt
[2026-02-13T20:23:06.077394] [INFO ] [sig       ] [1364/3406] Completed GNMA in 0.3s | 2.83 sym/s | Total: 8.0m | ETA: 12.0m
[2026-02-13T20:23:06.077434] [INFO ] [sig       ] [1365/3406] Forecasting GNOM...
[2026-02-13T20:23:06.077463] [INFO ] [sig       ] Generating forecast for: GNOM
[2026-02-13T20:23:06.077493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2026-02-13T20:23:06.089210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2026-02-13T20:23:06.089591] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2026-02-13T20:23:06.090556] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2026-02-13T20:23:06.090628] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:06.090660] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:06.090686] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:06.090750] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:06.152534] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:06.153648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:06.153734] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:06.153768] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:06.279090] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:06.279251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:06.279291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:06.279320] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:06.282848] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: DOWN (p=5.86%)
[2026-02-13T20:23:06.283137] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2026-02-13T20:23:06.283268] [INFO ] [sig       ] GNOM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:06.428073] [INFO ] [LOCAL     ] Saved forecast: GNOM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GNOM.txt
[2026-02-13T20:23:06.428236] [INFO ] [sig       ] [1365/3406] Completed GNOM in 0.4s | 2.83 sym/s | Total: 8.0m | ETA: 12.0m
[2026-02-13T20:23:06.428276] [INFO ] [sig       ] [1366/3406] Forecasting GNPX...
[2026-02-13T20:23:06.428311] [INFO ] [sig       ] Generating forecast for: GNPX
[2026-02-13T20:23:06.428343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2026-02-13T20:23:06.440535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNPX'.
[2026-02-13T20:23:06.440933] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2026-02-13T20:23:06.441741] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2026-02-13T20:23:06.441793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:06.441825] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:06.441852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:06.441908] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:06.502071] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:06.503130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:06.503212] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:06.503245] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:06.619066] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:06.619223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:06.619263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:06.619294] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:06.622858] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: UP (p=94.26%)
[2026-02-13T20:23:06.623160] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2026-02-13T20:23:06.623290] [INFO ] [sig       ] GNPX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:06.765647] [INFO ] [LOCAL     ] Saved forecast: GNPX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GNPX.txt
[2026-02-13T20:23:06.765803] [INFO ] [sig       ] [1366/3406] Completed GNPX in 0.3s | 2.83 sym/s | Total: 8.0m | ETA: 12.0m
[2026-02-13T20:23:06.765844] [INFO ] [sig       ] [1367/3406] Forecasting GNRC...
[2026-02-13T20:23:06.765875] [INFO ] [sig       ] Generating forecast for: GNRC
[2026-02-13T20:23:06.765905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2026-02-13T20:23:06.777908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNRC'.
[2026-02-13T20:23:06.778261] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2026-02-13T20:23:06.779110] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2026-02-13T20:23:06.779165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:06.779198] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:06.779226] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:06.779284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:06.840603] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:06.841462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:06.841546] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:06.841598] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:06.970514] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:06.970688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:06.970734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:06.970763] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:06.974162] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=10.84%)
[2026-02-13T20:23:06.974441] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2026-02-13T20:23:06.974567] [INFO ] [sig       ] GNRC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:07.118682] [INFO ] [LOCAL     ] Saved forecast: GNRC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GNRC.txt
[2026-02-13T20:23:07.118840] [INFO ] [sig       ] [1367/3406] Completed GNRC in 0.4s | 2.83 sym/s | Total: 8.0m | ETA: 12.0m
[2026-02-13T20:23:07.118879] [INFO ] [sig       ] [1368/3406] Forecasting GNSS...
[2026-02-13T20:23:07.118909] [INFO ] [sig       ] Generating forecast for: GNSS
[2026-02-13T20:23:07.118940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2026-02-13T20:23:07.131432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2026-02-13T20:23:07.131813] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2026-02-13T20:23:07.132619] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2026-02-13T20:23:07.132672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:07.132705] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:07.132732] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:07.132799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:07.190897] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:07.191756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:07.191839] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:07.191873] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:07.317423] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:07.317609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:07.317653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:07.317682] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:07.321331] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: UP (p=88.40%)
[2026-02-13T20:23:07.321626] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2026-02-13T20:23:07.321754] [INFO ] [sig       ] GNSS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:07.463283] [INFO ] [LOCAL     ] Saved forecast: GNSS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GNSS.txt
[2026-02-13T20:23:07.463442] [INFO ] [sig       ] [1368/3406] Completed GNSS in 0.3s | 2.83 sym/s | Total: 8.0m | ETA: 12.0m
[2026-02-13T20:23:07.463481] [INFO ] [sig       ] [1369/3406] Forecasting GNTX...
[2026-02-13T20:23:07.463511] [INFO ] [sig       ] Generating forecast for: GNTX
[2026-02-13T20:23:07.463542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2026-02-13T20:23:07.474601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNTX'.
[2026-02-13T20:23:07.474934] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2026-02-13T20:23:07.475728] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2026-02-13T20:23:07.475790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:07.475828] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:07.475862] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:07.475932] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:07.534711] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:07.535808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:07.535945] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:07.535978] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:07.660757] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:07.660915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:07.660954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:07.661021] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:07.664623] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2026-02-13T20:23:07.664905] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2026-02-13T20:23:07.665034] [INFO ] [sig       ] GNTX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:07.812507] [INFO ] [LOCAL     ] Saved forecast: GNTX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GNTX.txt
[2026-02-13T20:23:07.812687] [INFO ] [sig       ] [1369/3406] Completed GNTX in 0.3s | 2.83 sym/s | Total: 8.1m | ETA: 12.0m
[2026-02-13T20:23:07.812730] [INFO ] [sig       ] [1370/3406] Forecasting GO...
[2026-02-13T20:23:07.812761] [INFO ] [sig       ] Generating forecast for: GO
[2026-02-13T20:23:07.812798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2026-02-13T20:23:07.825254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GO'.
[2026-02-13T20:23:07.825619] [INFO ] [FORECASTER] Starting predict_future for GO
[2026-02-13T20:23:07.826393] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2026-02-13T20:23:07.826446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:07.826479] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:07.826507] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:07.826564] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:07.887993] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:07.888895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:07.888991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:07.889025] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:08.017861] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:08.018019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:08.018062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:08.018092] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:08.021717] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: UP (p=97.17%)
[2026-02-13T20:23:08.022209] [INFO ] [FORECASTER] Completed predict_future for GO
[2026-02-13T20:23:08.022339] [INFO ] [sig       ] GO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:08.164918] [INFO ] [LOCAL     ] Saved forecast: GO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GO.txt
[2026-02-13T20:23:08.165081] [INFO ] [sig       ] [1370/3406] Completed GO in 0.4s | 2.83 sym/s | Total: 8.1m | ETA: 12.0m
[2026-02-13T20:23:08.165123] [INFO ] [sig       ] [1371/3406] Forecasting GOCO...
[2026-02-13T20:23:08.165154] [INFO ] [sig       ] Generating forecast for: GOCO
[2026-02-13T20:23:08.165183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2026-02-13T20:23:08.176995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOCO'.
[2026-02-13T20:23:08.177620] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2026-02-13T20:23:08.178428] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2026-02-13T20:23:08.178481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:08.178513] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:08.178539] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:08.178613] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:08.238567] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:08.239441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:08.239527] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:08.239599] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:08.366319] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:08.366478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:08.366518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:08.366549] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:08.370080] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2026-02-13T20:23:08.370366] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2026-02-13T20:23:08.370499] [INFO ] [sig       ] GOCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:08.516164] [INFO ] [LOCAL     ] Saved forecast: GOCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GOCO.txt
[2026-02-13T20:23:08.516321] [INFO ] [sig       ] [1371/3406] Completed GOCO in 0.4s | 2.83 sym/s | Total: 8.1m | ETA: 12.0m
[2026-02-13T20:23:08.516360] [INFO ] [sig       ] [1372/3406] Forecasting GOF...
[2026-02-13T20:23:08.516390] [INFO ] [sig       ] Generating forecast for: GOF
[2026-02-13T20:23:08.516419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2026-02-13T20:23:08.527969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2026-02-13T20:23:08.528332] [INFO ] [FORECASTER] Starting predict_future for GOF
[2026-02-13T20:23:08.529130] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2026-02-13T20:23:08.529181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:08.529214] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:08.529240] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:08.529296] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:08.594129] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:08.595042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:08.595124] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:08.595157] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:08.719321] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:08.719479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:08.719520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:08.719550] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:08.723419] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=89.74%)
[2026-02-13T20:23:08.723717] [INFO ] [FORECASTER] Completed predict_future for GOF
[2026-02-13T20:23:08.723858] [INFO ] [sig       ] GOF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:08.865715] [INFO ] [LOCAL     ] Saved forecast: GOF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GOF.txt
[2026-02-13T20:23:08.865911] [INFO ] [sig       ] [1372/3406] Completed GOF in 0.3s | 2.83 sym/s | Total: 8.1m | ETA: 12.0m
[2026-02-13T20:23:08.865978] [INFO ] [sig       ] [1373/3406] Forecasting GOGO...
[2026-02-13T20:23:08.866019] [INFO ] [sig       ] Generating forecast for: GOGO
[2026-02-13T20:23:08.866064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2026-02-13T20:23:08.876997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2026-02-13T20:23:08.877362] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2026-02-13T20:23:08.878248] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2026-02-13T20:23:08.878301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:08.878333] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:08.878374] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:08.878433] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:08.937418] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:08.938336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:08.938420] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:08.938455] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:09.059930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:09.060094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:09.060133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:09.060161] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:09.063647] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=72.43%)
[2026-02-13T20:23:09.063938] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2026-02-13T20:23:09.064069] [INFO ] [sig       ] GOGO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:09.206193] [INFO ] [LOCAL     ] Saved forecast: GOGO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GOGO.txt
[2026-02-13T20:23:09.206350] [INFO ] [sig       ] [1373/3406] Completed GOGO in 0.3s | 2.83 sym/s | Total: 8.1m | ETA: 12.0m
[2026-02-13T20:23:09.206389] [INFO ] [sig       ] [1374/3406] Forecasting GOLF...
[2026-02-13T20:23:09.206418] [INFO ] [sig       ] Generating forecast for: GOLF
[2026-02-13T20:23:09.206450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2026-02-13T20:23:09.217196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2026-02-13T20:23:09.217551] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2026-02-13T20:23:09.218363] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2026-02-13T20:23:09.218415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:09.218446] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:09.218473] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:09.218529] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:09.278344] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:09.279424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:09.279508] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:09.279540] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:09.402996] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:09.403159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:09.403199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:09.403227] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:09.406681] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: UP (p=56.83%)
[2026-02-13T20:23:09.406991] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2026-02-13T20:23:09.407117] [INFO ] [sig       ] GOLF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:09.546424] [INFO ] [LOCAL     ] Saved forecast: GOLF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GOLF.txt
[2026-02-13T20:23:09.546599] [INFO ] [sig       ] [1374/3406] Completed GOLF in 0.3s | 2.83 sym/s | Total: 8.1m | ETA: 12.0m
[2026-02-13T20:23:09.546641] [INFO ] [sig       ] [1375/3406] Forecasting GOOD...
[2026-02-13T20:23:09.546671] [INFO ] [sig       ] Generating forecast for: GOOD
[2026-02-13T20:23:09.546702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2026-02-13T20:23:09.558027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOD'.
[2026-02-13T20:23:09.558397] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2026-02-13T20:23:09.559229] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2026-02-13T20:23:09.559283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:09.559318] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:09.559350] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:09.559422] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:09.617669] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:09.618537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:09.618638] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:09.618673] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:09.741473] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:09.741645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:09.741686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:09.741715] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:09.745218] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: UP (p=56.01%)
[2026-02-13T20:23:09.745505] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2026-02-13T20:23:09.745653] [INFO ] [sig       ] GOOD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:09.888184] [INFO ] [LOCAL     ] Saved forecast: GOOD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GOOD.txt
[2026-02-13T20:23:09.888360] [INFO ] [sig       ] [1375/3406] Completed GOOD in 0.3s | 2.83 sym/s | Total: 8.1m | ETA: 11.9m
[2026-02-13T20:23:09.888401] [INFO ] [sig       ] [1376/3406] Forecasting GOOG...
[2026-02-13T20:23:09.888434] [INFO ] [sig       ] Generating forecast for: GOOG
[2026-02-13T20:23:09.888465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2026-02-13T20:23:09.900500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2026-02-13T20:23:09.900894] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2026-02-13T20:23:09.901683] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2026-02-13T20:23:09.901736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:09.901794] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:09.901829] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:09.901911] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:09.964962] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:09.965871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:09.965959] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:09.965993] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:10.098585] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:10.098802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:10.098850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:10.098885] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:10.102367] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: UP (p=64.79%)
[2026-02-13T20:23:10.102664] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2026-02-13T20:23:10.102791] [INFO ] [sig       ] GOOG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:10.249126] [INFO ] [LOCAL     ] Saved forecast: GOOG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GOOG.txt
[2026-02-13T20:23:10.249473] [INFO ] [sig       ] [1376/3406] Completed GOOG in 0.4s | 2.83 sym/s | Total: 8.1m | ETA: 11.9m
[2026-02-13T20:23:10.249513] [INFO ] [sig       ] [1377/3406] Forecasting GOOS...
[2026-02-13T20:23:10.249542] [INFO ] [sig       ] Generating forecast for: GOOS
[2026-02-13T20:23:10.249600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2026-02-13T20:23:10.261527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2026-02-13T20:23:10.261926] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2026-02-13T20:23:10.262740] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2026-02-13T20:23:10.262793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:10.262825] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:10.262851] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:10.262908] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:10.323091] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:10.323978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:10.324061] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:10.324094] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:10.454121] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:10.454287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:10.454333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:10.454361] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:10.458031] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2026-02-13T20:23:10.458324] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2026-02-13T20:23:10.458466] [INFO ] [sig       ] GOOS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:10.607737] [INFO ] [LOCAL     ] Saved forecast: GOOS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GOOS.txt
[2026-02-13T20:23:10.607940] [INFO ] [sig       ] [1377/3406] Completed GOOS in 0.4s | 2.83 sym/s | Total: 8.1m | ETA: 11.9m
[2026-02-13T20:23:10.608004] [INFO ] [sig       ] [1378/3406] Forecasting GOSS...
[2026-02-13T20:23:10.608051] [INFO ] [sig       ] Generating forecast for: GOSS
[2026-02-13T20:23:10.608099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2026-02-13T20:23:10.621717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2026-02-13T20:23:10.622140] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2026-02-13T20:23:10.622962] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2026-02-13T20:23:10.623017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:10.623051] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:10.623272] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:10.623329] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:10.684693] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:10.685640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:10.685737] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:10.685771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:10.814898] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:10.815056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:10.815096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:10.815124] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:10.818633] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2026-02-13T20:23:10.818946] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2026-02-13T20:23:10.819082] [INFO ] [sig       ] GOSS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:10.971486] [INFO ] [LOCAL     ] Saved forecast: GOSS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GOSS.txt
[2026-02-13T20:23:10.971709] [INFO ] [sig       ] [1378/3406] Completed GOSS in 0.4s | 2.83 sym/s | Total: 8.1m | ETA: 11.9m
[2026-02-13T20:23:10.971754] [INFO ] [sig       ] [1379/3406] Forecasting GOVI...
[2026-02-13T20:23:10.971787] [INFO ] [sig       ] Generating forecast for: GOVI
[2026-02-13T20:23:10.971818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2026-02-13T20:23:10.984030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2026-02-13T20:23:10.984615] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2026-02-13T20:23:10.985413] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2026-02-13T20:23:10.985467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:10.985500] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:10.985528] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:10.985606] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:11.045082] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:11.046002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:11.046085] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:11.046118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:11.165897] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:11.166070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:11.166110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:11.166179] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:11.170735] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: DOWN (p=11.23%)
[2026-02-13T20:23:11.171126] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2026-02-13T20:23:11.171285] [INFO ] [sig       ] GOVI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:11.317853] [INFO ] [LOCAL     ] Saved forecast: GOVI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GOVI.txt
[2026-02-13T20:23:11.318026] [INFO ] [sig       ] [1379/3406] Completed GOVI in 0.3s | 2.83 sym/s | Total: 8.1m | ETA: 11.9m
[2026-02-13T20:23:11.318066] [INFO ] [sig       ] [1380/3406] Forecasting GPC...
[2026-02-13T20:23:11.318096] [INFO ] [sig       ] Generating forecast for: GPC
[2026-02-13T20:23:11.318126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2026-02-13T20:23:11.330538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2026-02-13T20:23:11.330950] [INFO ] [FORECASTER] Starting predict_future for GPC
[2026-02-13T20:23:11.331754] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2026-02-13T20:23:11.331820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:11.331858] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:11.331893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:11.331966] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:11.393499] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:11.394621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:11.394707] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:11.394739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:11.523706] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:11.523899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:11.523941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:11.523971] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:11.527447] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2026-02-13T20:23:11.527770] [INFO ] [FORECASTER] Completed predict_future for GPC
[2026-02-13T20:23:11.527914] [INFO ] [sig       ] GPC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:11.669641] [INFO ] [LOCAL     ] Saved forecast: GPC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GPC.txt
[2026-02-13T20:23:11.669784] [INFO ] [sig       ] [1380/3406] Completed GPC in 0.4s | 2.83 sym/s | Total: 8.1m | ETA: 11.9m
[2026-02-13T20:23:11.669824] [INFO ] [sig       ] [1381/3406] Forecasting GPI...
[2026-02-13T20:23:11.669853] [INFO ] [sig       ] Generating forecast for: GPI
[2026-02-13T20:23:11.669883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2026-02-13T20:23:11.681102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPI'.
[2026-02-13T20:23:11.681475] [INFO ] [FORECASTER] Starting predict_future for GPI
[2026-02-13T20:23:11.682353] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2026-02-13T20:23:11.682412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:11.682445] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:11.682472] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:11.682537] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:11.744998] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:11.745975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:11.746075] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:11.746306] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:11.887900] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:11.888068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:11.888108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:11.888139] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:11.892053] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: DOWN (p=26.12%)
[2026-02-13T20:23:11.892401] [INFO ] [FORECASTER] Completed predict_future for GPI
[2026-02-13T20:23:11.892553] [INFO ] [sig       ] GPI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:12.036039] [INFO ] [LOCAL     ] Saved forecast: GPI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GPI.txt
[2026-02-13T20:23:12.036210] [INFO ] [sig       ] [1381/3406] Completed GPI in 0.4s | 2.83 sym/s | Total: 8.1m | ETA: 11.9m
[2026-02-13T20:23:12.036264] [INFO ] [sig       ] [1382/3406] Forecasting GPIQ...
[2026-02-13T20:23:12.036297] [INFO ] [sig       ] Generating forecast for: GPIQ
[2026-02-13T20:23:12.036331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2026-02-13T20:23:12.048735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2026-02-13T20:23:12.049165] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2026-02-13T20:23:12.050051] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2026-02-13T20:23:12.050111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:12.050141] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:12.050167] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:12.050224] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:12.109349] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:12.110234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:12.110337] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:12.110377] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:12.228529] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:12.228693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:12.228734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:12.228762] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:12.232256] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2026-02-13T20:23:12.232535] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2026-02-13T20:23:12.232683] [INFO ] [sig       ] GPIQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:12.373077] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GPIQ.txt
[2026-02-13T20:23:12.373208] [INFO ] [sig       ] [1382/3406] Completed GPIQ in 0.3s | 2.83 sym/s | Total: 8.1m | ETA: 11.9m
[2026-02-13T20:23:12.373248] [INFO ] [sig       ] [1383/3406] Forecasting GPIX...
[2026-02-13T20:23:12.373279] [INFO ] [sig       ] Generating forecast for: GPIX
[2026-02-13T20:23:12.373309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2026-02-13T20:23:12.383945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2026-02-13T20:23:12.384272] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2026-02-13T20:23:12.385115] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2026-02-13T20:23:12.385167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:12.385200] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:12.385227] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:12.385284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:12.444405] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:12.445101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:12.445179] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:12.445212] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:12.564622] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:12.564780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:12.564820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:12.564848] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:12.568278] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: UP (p=61.27%)
[2026-02-13T20:23:12.568553] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2026-02-13T20:23:12.568698] [INFO ] [sig       ] GPIX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:12.707454] [INFO ] [LOCAL     ] Saved forecast: GPIX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GPIX.txt
[2026-02-13T20:23:12.707608] [INFO ] [sig       ] [1383/3406] Completed GPIX in 0.3s | 2.83 sym/s | Total: 8.1m | ETA: 11.9m
[2026-02-13T20:23:12.707660] [INFO ] [sig       ] [1384/3406] Forecasting GPJA...
[2026-02-13T20:23:12.707690] [INFO ] [sig       ] Generating forecast for: GPJA
[2026-02-13T20:23:12.707719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2026-02-13T20:23:12.718949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2026-02-13T20:23:12.719281] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2026-02-13T20:23:12.720285] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2026-02-13T20:23:12.720337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:12.720369] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:12.720395] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:12.720451] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:12.778948] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:12.779685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:12.779764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:12.779797] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:12.896440] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:12.896602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:12.896643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:12.896672] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:12.900278] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: DOWN (p=39.85%)
[2026-02-13T20:23:12.900553] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2026-02-13T20:23:12.900696] [INFO ] [sig       ] GPJA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:13.044231] [INFO ] [LOCAL     ] Saved forecast: GPJA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GPJA.txt
[2026-02-13T20:23:13.044372] [INFO ] [sig       ] [1384/3406] Completed GPJA in 0.3s | 2.83 sym/s | Total: 8.1m | ETA: 11.9m
[2026-02-13T20:23:13.044413] [INFO ] [sig       ] [1385/3406] Forecasting GPK...
[2026-02-13T20:23:13.044445] [INFO ] [sig       ] Generating forecast for: GPK
[2026-02-13T20:23:13.044476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2026-02-13T20:23:13.055664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2026-02-13T20:23:13.055989] [INFO ] [FORECASTER] Starting predict_future for GPK
[2026-02-13T20:23:13.056798] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2026-02-13T20:23:13.056849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:13.056880] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:13.056905] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:13.056961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:13.115322] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:13.116025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:13.116104] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:13.116137] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:13.236395] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:13.236548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:13.236606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:13.236636] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:13.240104] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: DOWN (p=20.24%)
[2026-02-13T20:23:13.240379] [INFO ] [FORECASTER] Completed predict_future for GPK
[2026-02-13T20:23:13.240503] [INFO ] [sig       ] GPK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:13.381266] [INFO ] [LOCAL     ] Saved forecast: GPK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GPK.txt
[2026-02-13T20:23:13.381432] [INFO ] [sig       ] [1385/3406] Completed GPK in 0.3s | 2.83 sym/s | Total: 8.1m | ETA: 11.9m
[2026-02-13T20:23:13.381473] [INFO ] [sig       ] [1386/3406] Forecasting GPN...
[2026-02-13T20:23:13.381505] [INFO ] [sig       ] Generating forecast for: GPN
[2026-02-13T20:23:13.381536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2026-02-13T20:23:13.392647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2026-02-13T20:23:13.393032] [INFO ] [FORECASTER] Starting predict_future for GPN
[2026-02-13T20:23:13.393848] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2026-02-13T20:23:13.393934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:13.393966] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:13.393994] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:13.394051] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:13.451404] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:13.452342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:13.452452] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:13.452486] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:13.576728] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:13.576880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:13.576919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:13.576948] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:13.580721] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: UP (p=72.05%)
[2026-02-13T20:23:13.581000] [INFO ] [FORECASTER] Completed predict_future for GPN
[2026-02-13T20:23:13.581127] [INFO ] [sig       ] GPN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:13.722111] [INFO ] [LOCAL     ] Saved forecast: GPN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GPN.txt
[2026-02-13T20:23:13.722254] [INFO ] [sig       ] [1386/3406] Completed GPN in 0.3s | 2.83 sym/s | Total: 8.2m | ETA: 11.9m
[2026-02-13T20:23:13.722293] [INFO ] [sig       ] [1387/3406] Forecasting GPRE...
[2026-02-13T20:23:13.722324] [INFO ] [sig       ] Generating forecast for: GPRE
[2026-02-13T20:23:13.722355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2026-02-13T20:23:13.734771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRE'.
[2026-02-13T20:23:13.735163] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2026-02-13T20:23:13.735998] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2026-02-13T20:23:13.736062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:13.736098] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:13.736124] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:13.736179] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:13.795466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:13.796362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:13.796454] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:13.796488] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:13.923585] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:13.923745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:13.923785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:13.923813] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:13.927232] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=74.35%)
[2026-02-13T20:23:13.927506] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2026-02-13T20:23:13.927669] [INFO ] [sig       ] GPRE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:14.066779] [INFO ] [LOCAL     ] Saved forecast: GPRE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GPRE.txt
[2026-02-13T20:23:14.066940] [INFO ] [sig       ] [1387/3406] Completed GPRE in 0.3s | 2.83 sym/s | Total: 8.2m | ETA: 11.9m
[2026-02-13T20:23:14.066980] [INFO ] [sig       ] [1388/3406] Forecasting GPRK...
[2026-02-13T20:23:14.067010] [INFO ] [sig       ] Generating forecast for: GPRK
[2026-02-13T20:23:14.067040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2026-02-13T20:23:14.078602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2026-02-13T20:23:14.079023] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2026-02-13T20:23:14.079860] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2026-02-13T20:23:14.079916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:14.079948] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:14.079981] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:14.080037] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:14.141214] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:14.142143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:14.142229] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:14.142264] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:14.273691] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:14.273850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:14.273888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:14.273918] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:14.277822] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: DOWN (p=49.75%)
[2026-02-13T20:23:14.278196] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2026-02-13T20:23:14.278341] [INFO ] [sig       ] GPRK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:14.426372] [INFO ] [LOCAL     ] Saved forecast: GPRK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GPRK.txt
[2026-02-13T20:23:14.426510] [INFO ] [sig       ] [1388/3406] Completed GPRK in 0.4s | 2.83 sym/s | Total: 8.2m | ETA: 11.9m
[2026-02-13T20:23:14.426557] [INFO ] [sig       ] [1389/3406] Forecasting GRAB...
[2026-02-13T20:23:14.426607] [INFO ] [sig       ] Generating forecast for: GRAB
[2026-02-13T20:23:14.426637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2026-02-13T20:23:14.439903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2026-02-13T20:23:14.440340] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2026-02-13T20:23:14.441446] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2026-02-13T20:23:14.441499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:14.441531] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:14.441556] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:14.441632] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:14.502903] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:14.503973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:14.504062] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:14.504094] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:14.624028] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:14.624186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:14.624226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:14.624254] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:14.627629] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: UP (p=97.83%)
[2026-02-13T20:23:14.627907] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2026-02-13T20:23:14.628034] [INFO ] [sig       ] GRAB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:14.770122] [INFO ] [LOCAL     ] Saved forecast: GRAB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GRAB.txt
[2026-02-13T20:23:14.770279] [INFO ] [sig       ] [1389/3406] Completed GRAB in 0.3s | 2.83 sym/s | Total: 8.2m | ETA: 11.9m
[2026-02-13T20:23:14.770337] [INFO ] [sig       ] [1390/3406] Forecasting GRAL...
[2026-02-13T20:23:14.770370] [INFO ] [sig       ] Generating forecast for: GRAL
[2026-02-13T20:23:14.770399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2026-02-13T20:23:14.782850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2026-02-13T20:23:14.783197] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2026-02-13T20:23:14.784377] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2026-02-13T20:23:14.784429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:14.784461] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:14.784488] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:14.784544] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:14.845823] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:14.846504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:14.846602] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:14.846639] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:14.977175] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:14.977351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:14.977400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:14.977438] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:14.983019] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: DOWN (p=25.24%)
[2026-02-13T20:23:14.983602] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2026-02-13T20:23:14.983767] [INFO ] [sig       ] GRAL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:15.134979] [INFO ] [LOCAL     ] Saved forecast: GRAL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GRAL.txt
[2026-02-13T20:23:15.135118] [INFO ] [sig       ] [1390/3406] Completed GRAL in 0.4s | 2.83 sym/s | Total: 8.2m | ETA: 11.9m
[2026-02-13T20:23:15.135158] [INFO ] [sig       ] [1391/3406] Forecasting GRBK...
[2026-02-13T20:23:15.135188] [INFO ] [sig       ] Generating forecast for: GRBK
[2026-02-13T20:23:15.135218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2026-02-13T20:23:15.146866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2026-02-13T20:23:15.147254] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2026-02-13T20:23:15.148344] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2026-02-13T20:23:15.148398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:15.148432] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:15.148461] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:15.148519] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:15.212958] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:15.213802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:15.213885] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:15.213919] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:15.343474] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:15.343645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:15.343686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:15.343717] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:15.347278] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: DOWN (p=17.09%)
[2026-02-13T20:23:15.347622] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2026-02-13T20:23:15.347757] [INFO ] [sig       ] GRBK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:15.490607] [INFO ] [LOCAL     ] Saved forecast: GRBK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GRBK.txt
[2026-02-13T20:23:15.490764] [INFO ] [sig       ] [1391/3406] Completed GRBK in 0.4s | 2.83 sym/s | Total: 8.2m | ETA: 11.8m
[2026-02-13T20:23:15.490804] [INFO ] [sig       ] [1392/3406] Forecasting GRC...
[2026-02-13T20:23:15.490833] [INFO ] [sig       ] Generating forecast for: GRC
[2026-02-13T20:23:15.490865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2026-02-13T20:23:15.501834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2026-02-13T20:23:15.502234] [INFO ] [FORECASTER] Starting predict_future for GRC
[2026-02-13T20:23:15.503108] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2026-02-13T20:23:15.503164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:15.503198] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:15.503232] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:15.503326] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:15.583116] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:15.584012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:15.584096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:15.584131] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:15.703869] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:15.704024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:15.704063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:15.704093] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:15.707465] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2026-02-13T20:23:15.707767] [INFO ] [FORECASTER] Completed predict_future for GRC
[2026-02-13T20:23:15.707893] [INFO ] [sig       ] GRC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:15.848607] [INFO ] [LOCAL     ] Saved forecast: GRC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GRC.txt
[2026-02-13T20:23:15.848748] [INFO ] [sig       ] [1392/3406] Completed GRC in 0.4s | 2.83 sym/s | Total: 8.2m | ETA: 11.8m
[2026-02-13T20:23:15.848807] [INFO ] [sig       ] [1393/3406] Forecasting GREE...
[2026-02-13T20:23:15.848838] [INFO ] [sig       ] Generating forecast for: GREE
[2026-02-13T20:23:15.848868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2026-02-13T20:23:15.860173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2026-02-13T20:23:15.860518] [INFO ] [FORECASTER] Starting predict_future for GREE
[2026-02-13T20:23:15.861349] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2026-02-13T20:23:15.861403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:15.861466] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:15.861497] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:15.861556] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:15.921684] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:15.922612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:15.922700] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:15.922735] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:16.047795] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:16.047952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:16.048025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:16.048059] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:16.051672] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2026-02-13T20:23:16.051961] [INFO ] [FORECASTER] Completed predict_future for GREE
[2026-02-13T20:23:16.052091] [INFO ] [sig       ] GREE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:16.191762] [INFO ] [LOCAL     ] Saved forecast: GREE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GREE.txt
[2026-02-13T20:23:16.191907] [INFO ] [sig       ] [1393/3406] Completed GREE in 0.3s | 2.83 sym/s | Total: 8.2m | ETA: 11.8m
[2026-02-13T20:23:16.191947] [INFO ] [sig       ] [1394/3406] Forecasting GRFS...
[2026-02-13T20:23:16.191976] [INFO ] [sig       ] Generating forecast for: GRFS
[2026-02-13T20:23:16.192007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2026-02-13T20:23:16.202950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2026-02-13T20:23:16.203278] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2026-02-13T20:23:16.204112] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2026-02-13T20:23:16.204167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:16.204201] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:16.204228] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:16.204287] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:16.263681] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:16.264543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:16.264647] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:16.264682] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:16.388685] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:16.388838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:16.388877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:16.388905] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:16.392422] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: UP (p=61.79%)
[2026-02-13T20:23:16.392735] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2026-02-13T20:23:16.392870] [INFO ] [sig       ] GRFS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:16.536231] [INFO ] [LOCAL     ] Saved forecast: GRFS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GRFS.txt
[2026-02-13T20:23:16.536390] [INFO ] [sig       ] [1394/3406] Completed GRFS in 0.3s | 2.83 sym/s | Total: 8.2m | ETA: 11.8m
[2026-02-13T20:23:16.536453] [INFO ] [sig       ] [1395/3406] Forecasting GRID...
[2026-02-13T20:23:16.536488] [INFO ] [sig       ] Generating forecast for: GRID
[2026-02-13T20:23:16.536521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2026-02-13T20:23:16.548145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2026-02-13T20:23:16.548482] [INFO ] [FORECASTER] Starting predict_future for GRID
[2026-02-13T20:23:16.549361] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2026-02-13T20:23:16.549415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:16.549449] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:16.549477] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:16.549536] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:16.610031] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:16.610968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:16.611052] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:16.611087] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:16.733722] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:16.733879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:16.733919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:16.733948] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:16.737561] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: UP (p=92.40%)
[2026-02-13T20:23:16.737877] [INFO ] [FORECASTER] Completed predict_future for GRID
[2026-02-13T20:23:16.738010] [INFO ] [sig       ] GRID: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:16.884515] [INFO ] [LOCAL     ] Saved forecast: GRID	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GRID.txt
[2026-02-13T20:23:16.884699] [INFO ] [sig       ] [1395/3406] Completed GRID in 0.3s | 2.83 sym/s | Total: 8.2m | ETA: 11.8m
[2026-02-13T20:23:16.884749] [INFO ] [sig       ] [1396/3406] Forecasting GRMN...
[2026-02-13T20:23:16.884805] [INFO ] [sig       ] Generating forecast for: GRMN
[2026-02-13T20:23:16.884860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2026-02-13T20:23:16.896212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2026-02-13T20:23:16.896561] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2026-02-13T20:23:16.897411] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2026-02-13T20:23:16.897464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:16.897498] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:16.897526] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:16.897624] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:16.957253] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:16.958300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:16.958392] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:16.958427] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:17.088080] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:17.088239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:17.088280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:17.088347] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:17.092261] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=0.77%)
[2026-02-13T20:23:17.092549] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2026-02-13T20:23:17.092704] [INFO ] [sig       ] GRMN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:17.241280] [INFO ] [LOCAL     ] Saved forecast: GRMN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GRMN.txt
[2026-02-13T20:23:17.241444] [INFO ] [sig       ] [1396/3406] Completed GRMN in 0.4s | 2.83 sym/s | Total: 8.2m | ETA: 11.8m
[2026-02-13T20:23:17.241483] [INFO ] [sig       ] [1397/3406] Forecasting GRND...
[2026-02-13T20:23:17.241513] [INFO ] [sig       ] Generating forecast for: GRND
[2026-02-13T20:23:17.241544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2026-02-13T20:23:17.254326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2026-02-13T20:23:17.254735] [INFO ] [FORECASTER] Starting predict_future for GRND
[2026-02-13T20:23:17.255534] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2026-02-13T20:23:17.255609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:17.255659] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:17.255688] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:17.255745] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:17.317651] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:17.318609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:17.318694] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:17.318727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:17.448826] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:17.448988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:17.449028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:17.449057] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:17.453173] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: DOWN (p=12.62%)
[2026-02-13T20:23:17.453683] [INFO ] [FORECASTER] Completed predict_future for GRND
[2026-02-13T20:23:17.453823] [INFO ] [sig       ] GRND: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:17.596216] [INFO ] [LOCAL     ] Saved forecast: GRND	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GRND.txt
[2026-02-13T20:23:17.596361] [INFO ] [sig       ] [1397/3406] Completed GRND in 0.4s | 2.83 sym/s | Total: 8.2m | ETA: 11.8m
[2026-02-13T20:23:17.596413] [INFO ] [sig       ] [1398/3406] Forecasting GRPN...
[2026-02-13T20:23:17.596445] [INFO ] [sig       ] Generating forecast for: GRPN
[2026-02-13T20:23:17.596475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2026-02-13T20:23:17.608508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2026-02-13T20:23:17.608916] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2026-02-13T20:23:17.610133] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2026-02-13T20:23:17.610187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:17.610220] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:17.610247] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:17.610304] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:17.671981] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:17.673177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:17.673271] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:17.673307] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:17.799025] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:17.799193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:17.799235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:17.799266] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:17.803192] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2026-02-13T20:23:17.803513] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2026-02-13T20:23:17.803671] [INFO ] [sig       ] GRPN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:17.953307] [INFO ] [LOCAL     ] Saved forecast: GRPN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GRPN.txt
[2026-02-13T20:23:17.953475] [INFO ] [sig       ] [1398/3406] Completed GRPN in 0.4s | 2.83 sym/s | Total: 8.2m | ETA: 11.8m
[2026-02-13T20:23:17.953520] [INFO ] [sig       ] [1399/3406] Forecasting GRVY...
[2026-02-13T20:23:17.953552] [INFO ] [sig       ] Generating forecast for: GRVY
[2026-02-13T20:23:17.953606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2026-02-13T20:23:17.964475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRVY'.
[2026-02-13T20:23:17.964894] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2026-02-13T20:23:17.965715] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2026-02-13T20:23:17.965768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:17.965800] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:17.965827] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:17.965884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:18.024566] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:18.025476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:18.025563] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:18.025617] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:18.141123] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:18.141287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:18.141328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:18.141357] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:18.145594] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=19.54%)
[2026-02-13T20:23:18.145911] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2026-02-13T20:23:18.146062] [INFO ] [sig       ] GRVY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:18.293791] [INFO ] [LOCAL     ] Saved forecast: GRVY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GRVY.txt
[2026-02-13T20:23:18.293955] [INFO ] [sig       ] [1399/3406] Completed GRVY in 0.3s | 2.83 sym/s | Total: 8.2m | ETA: 11.8m
[2026-02-13T20:23:18.293995] [INFO ] [sig       ] [1400/3406] Forecasting GRWG...
[2026-02-13T20:23:18.294024] [INFO ] [sig       ] Generating forecast for: GRWG
[2026-02-13T20:23:18.294056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2026-02-13T20:23:18.306186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2026-02-13T20:23:18.306599] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2026-02-13T20:23:18.307447] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2026-02-13T20:23:18.307503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:18.307537] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:18.307563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:18.307666] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:18.367260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:18.368338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:18.368445] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:18.368479] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:18.490073] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:18.490235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:18.490276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:18.490306] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:18.493960] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2026-02-13T20:23:18.494332] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2026-02-13T20:23:18.494477] [INFO ] [sig       ] GRWG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:18.638369] [INFO ] [LOCAL     ] Saved forecast: GRWG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GRWG.txt
[2026-02-13T20:23:18.638528] [INFO ] [sig       ] [1400/3406] Completed GRWG in 0.3s | 2.83 sym/s | Total: 8.2m | ETA: 11.8m
[2026-02-13T20:23:18.638597] [INFO ] [sig       ] [1401/3406] Forecasting GRX...
[2026-02-13T20:23:18.638630] [INFO ] [sig       ] Generating forecast for: GRX
[2026-02-13T20:23:18.638662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2026-02-13T20:23:18.649692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2026-02-13T20:23:18.650097] [INFO ] [FORECASTER] Starting predict_future for GRX
[2026-02-13T20:23:18.650965] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2026-02-13T20:23:18.651020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:18.651053] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:18.651081] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:18.651138] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:18.712037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:18.712974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:18.713063] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:18.713103] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:18.827743] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:18.827920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:18.827969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:18.828001] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:18.831795] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2026-02-13T20:23:18.832127] [INFO ] [FORECASTER] Completed predict_future for GRX
[2026-02-13T20:23:18.832265] [INFO ] [sig       ] GRX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:18.981271] [INFO ] [LOCAL     ] Saved forecast: GRX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GRX.txt
[2026-02-13T20:23:18.981420] [INFO ] [sig       ] [1401/3406] Completed GRX in 0.3s | 2.83 sym/s | Total: 8.2m | ETA: 11.8m
[2026-02-13T20:23:18.981458] [INFO ] [sig       ] [1402/3406] Forecasting GS...
[2026-02-13T20:23:18.981487] [INFO ] [sig       ] Generating forecast for: GS
[2026-02-13T20:23:18.981517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2026-02-13T20:23:18.992997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2026-02-13T20:23:18.993345] [INFO ] [FORECASTER] Starting predict_future for GS
[2026-02-13T20:23:18.994186] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2026-02-13T20:23:18.994240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:18.994273] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:18.994302] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:18.994378] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:19.055961] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:19.056892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:19.056976] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:19.057009] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:19.186863] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:19.187017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:19.187055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:19.187083] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:19.190500] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=34.78%)
[2026-02-13T20:23:19.190802] [INFO ] [FORECASTER] Completed predict_future for GS
[2026-02-13T20:23:19.190953] [INFO ] [sig       ] GS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:19.331228] [INFO ] [LOCAL     ] Saved forecast: GS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GS.txt
[2026-02-13T20:23:19.331375] [INFO ] [sig       ] [1402/3406] Completed GS in 0.3s | 2.83 sym/s | Total: 8.2m | ETA: 11.8m
[2026-02-13T20:23:19.331414] [INFO ] [sig       ] [1403/3406] Forecasting GSBC...
[2026-02-13T20:23:19.331445] [INFO ] [sig       ] Generating forecast for: GSBC
[2026-02-13T20:23:19.331474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2026-02-13T20:23:19.342854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBC'.
[2026-02-13T20:23:19.343244] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2026-02-13T20:23:19.344065] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2026-02-13T20:23:19.344128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:19.344165] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:19.344198] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:19.344261] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:19.400812] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:19.401503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:19.401629] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:19.401665] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:19.530673] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:19.530836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:19.530877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:19.530907] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:19.534462] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=16.91%)
[2026-02-13T20:23:19.534777] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2026-02-13T20:23:19.534913] [INFO ] [sig       ] GSBC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:19.678306] [INFO ] [LOCAL     ] Saved forecast: GSBC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GSBC.txt
[2026-02-13T20:23:19.678468] [INFO ] [sig       ] [1403/3406] Completed GSBC in 0.3s | 2.83 sym/s | Total: 8.2m | ETA: 11.8m
[2026-02-13T20:23:19.678507] [INFO ] [sig       ] [1404/3406] Forecasting GSBD...
[2026-02-13T20:23:19.678537] [INFO ] [sig       ] Generating forecast for: GSBD
[2026-02-13T20:23:19.678568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2026-02-13T20:23:19.690003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2026-02-13T20:23:19.690401] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2026-02-13T20:23:19.691323] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2026-02-13T20:23:19.691378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:19.691410] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:19.691437] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:19.691494] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:19.750048] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:19.750953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:19.751037] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:19.751070] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:19.874048] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:19.874211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:19.874251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:19.874298] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:19.877785] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: UP (p=96.13%)
[2026-02-13T20:23:19.878074] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2026-02-13T20:23:19.878209] [INFO ] [sig       ] GSBD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:20.020591] [INFO ] [LOCAL     ] Saved forecast: GSBD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GSBD.txt
[2026-02-13T20:23:20.020751] [INFO ] [sig       ] [1404/3406] Completed GSBD in 0.3s | 2.83 sym/s | Total: 8.3m | ETA: 11.8m
[2026-02-13T20:23:20.020791] [INFO ] [sig       ] [1405/3406] Forecasting GSHD...
[2026-02-13T20:23:20.020821] [INFO ] [sig       ] Generating forecast for: GSHD
[2026-02-13T20:23:20.020850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2026-02-13T20:23:20.033206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2026-02-13T20:23:20.033803] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2026-02-13T20:23:20.034808] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2026-02-13T20:23:20.034860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:20.034891] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:20.034917] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:20.034971] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:20.096624] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:20.097499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:20.097624] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:20.097663] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:20.235989] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:20.236168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:20.236210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:20.236240] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:20.239924] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2026-02-13T20:23:20.240239] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2026-02-13T20:23:20.240377] [INFO ] [sig       ] GSHD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:20.381888] [INFO ] [LOCAL     ] Saved forecast: GSHD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GSHD.txt
[2026-02-13T20:23:20.382048] [INFO ] [sig       ] [1405/3406] Completed GSHD in 0.4s | 2.83 sym/s | Total: 8.3m | ETA: 11.8m
[2026-02-13T20:23:20.382088] [INFO ] [sig       ] [1406/3406] Forecasting GSK...
[2026-02-13T20:23:20.382120] [INFO ] [sig       ] Generating forecast for: GSK
[2026-02-13T20:23:20.382150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2026-02-13T20:23:20.394447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSK'.
[2026-02-13T20:23:20.394823] [INFO ] [FORECASTER] Starting predict_future for GSK
[2026-02-13T20:23:20.395669] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2026-02-13T20:23:20.395721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:20.395753] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:20.395779] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:20.395834] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:20.456858] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:20.458013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:20.458166] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:20.458203] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:20.593901] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:20.594066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:20.594107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:20.594139] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:20.598610] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: DOWN (p=19.34%)
[2026-02-13T20:23:20.598910] [INFO ] [FORECASTER] Completed predict_future for GSK
[2026-02-13T20:23:20.599050] [INFO ] [sig       ] GSK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:20.740074] [INFO ] [LOCAL     ] Saved forecast: GSK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GSK.txt
[2026-02-13T20:23:20.740286] [INFO ] [sig       ] [1406/3406] Completed GSK in 0.4s | 2.83 sym/s | Total: 8.3m | ETA: 11.8m
[2026-02-13T20:23:20.740329] [INFO ] [sig       ] [1407/3406] Forecasting GSL...
[2026-02-13T20:23:20.740362] [INFO ] [sig       ] Generating forecast for: GSL
[2026-02-13T20:23:20.740422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2026-02-13T20:23:20.752204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2026-02-13T20:23:20.752641] [INFO ] [FORECASTER] Starting predict_future for GSL
[2026-02-13T20:23:20.753463] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2026-02-13T20:23:20.753517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:20.753551] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:20.753606] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:20.753669] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:20.812695] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:20.813667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:20.813755] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:20.813788] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:20.946667] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:20.946835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:20.946876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:20.946906] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:20.950652] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: DOWN (p=16.72%)
[2026-02-13T20:23:20.950977] [INFO ] [FORECASTER] Completed predict_future for GSL
[2026-02-13T20:23:20.951119] [INFO ] [sig       ] GSL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:21.111455] [INFO ] [LOCAL     ] Saved forecast: GSL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GSL.txt
[2026-02-13T20:23:21.111646] [INFO ] [sig       ] [1407/3406] Completed GSL in 0.4s | 2.83 sym/s | Total: 8.3m | ETA: 11.8m
[2026-02-13T20:23:21.111692] [INFO ] [sig       ] [1408/3406] Forecasting GSM...
[2026-02-13T20:23:21.111726] [INFO ] [sig       ] Generating forecast for: GSM
[2026-02-13T20:23:21.111756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2026-02-13T20:23:21.123153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2026-02-13T20:23:21.123535] [INFO ] [FORECASTER] Starting predict_future for GSM
[2026-02-13T20:23:21.124348] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2026-02-13T20:23:21.124401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:21.124434] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:21.124476] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:21.124534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:21.183834] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:21.184766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:21.184852] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:21.184886] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:21.308466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:21.308645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:21.308685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:21.308714] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:21.312292] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: UP (p=85.05%)
[2026-02-13T20:23:21.312626] [INFO ] [FORECASTER] Completed predict_future for GSM
[2026-02-13T20:23:21.312761] [INFO ] [sig       ] GSM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:21.455353] [INFO ] [LOCAL     ] Saved forecast: GSM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GSM.txt
[2026-02-13T20:23:21.455508] [INFO ] [sig       ] [1408/3406] Completed GSM in 0.3s | 2.83 sym/s | Total: 8.3m | ETA: 11.7m
[2026-02-13T20:23:21.455548] [INFO ] [sig       ] [1409/3406] Forecasting GTES...
[2026-02-13T20:23:21.455631] [INFO ] [sig       ] Generating forecast for: GTES
[2026-02-13T20:23:21.455665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2026-02-13T20:23:21.466970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTES'.
[2026-02-13T20:23:21.467346] [INFO ] [FORECASTER] Starting predict_future for GTES
[2026-02-13T20:23:21.468246] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2026-02-13T20:23:21.468307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:21.468338] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:21.468364] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:21.468420] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:21.528115] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:21.529031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:21.529128] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:21.529171] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:21.655462] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:21.655641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:21.655682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:21.655712] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:21.659248] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: DOWN (p=49.99%)
[2026-02-13T20:23:21.659544] [INFO ] [FORECASTER] Completed predict_future for GTES
[2026-02-13T20:23:21.659701] [INFO ] [sig       ] GTES: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:21.810978] [INFO ] [LOCAL     ] Saved forecast: GTES	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GTES.txt
[2026-02-13T20:23:21.811175] [INFO ] [sig       ] [1409/3406] Completed GTES in 0.4s | 2.83 sym/s | Total: 8.3m | ETA: 11.7m
[2026-02-13T20:23:21.811222] [INFO ] [sig       ] [1410/3406] Forecasting GTLB...
[2026-02-13T20:23:21.811254] [INFO ] [sig       ] Generating forecast for: GTLB
[2026-02-13T20:23:21.811286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2026-02-13T20:23:21.824436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2026-02-13T20:23:21.824817] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2026-02-13T20:23:21.825688] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2026-02-13T20:23:21.825741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:21.825809] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:21.825838] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:21.825895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:21.886827] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:21.887984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:21.888072] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:21.888107] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:22.016148] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:22.016319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:22.016361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:22.016391] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:22.020125] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: DOWN (p=41.75%)
[2026-02-13T20:23:22.020508] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2026-02-13T20:23:22.020683] [INFO ] [sig       ] GTLB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:22.168197] [INFO ] [LOCAL     ] Saved forecast: GTLB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GTLB.txt
[2026-02-13T20:23:22.168353] [INFO ] [sig       ] [1410/3406] Completed GTLB in 0.4s | 2.83 sym/s | Total: 8.3m | ETA: 11.7m
[2026-02-13T20:23:22.168393] [INFO ] [sig       ] [1411/3406] Forecasting GTLS...
[2026-02-13T20:23:22.168423] [INFO ] [sig       ] Generating forecast for: GTLS
[2026-02-13T20:23:22.168453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2026-02-13T20:23:22.180057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2026-02-13T20:23:22.180455] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2026-02-13T20:23:22.181266] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2026-02-13T20:23:22.181319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:22.181350] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:22.181376] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:22.181431] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:22.240827] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:22.241781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:22.241869] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:22.241904] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:22.370120] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:22.370284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:22.370325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:22.370353] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:22.374025] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: UP (p=89.55%)
[2026-02-13T20:23:22.374316] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2026-02-13T20:23:22.374449] [INFO ] [sig       ] GTLS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:22.518063] [INFO ] [LOCAL     ] Saved forecast: GTLS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GTLS.txt
[2026-02-13T20:23:22.518242] [INFO ] [sig       ] [1411/3406] Completed GTLS in 0.3s | 2.83 sym/s | Total: 8.3m | ETA: 11.7m
[2026-02-13T20:23:22.518290] [INFO ] [sig       ] [1412/3406] Forecasting GTN...
[2026-02-13T20:23:22.518323] [INFO ] [sig       ] Generating forecast for: GTN
[2026-02-13T20:23:22.518361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2026-02-13T20:23:22.529674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTN'.
[2026-02-13T20:23:22.530055] [INFO ] [FORECASTER] Starting predict_future for GTN
[2026-02-13T20:23:22.530875] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2026-02-13T20:23:22.530927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:22.530959] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:22.530984] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:22.531040] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:22.590250] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:22.591372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:22.591456] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:22.591488] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:22.717974] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:22.718136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:22.718175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:22.718204] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:22.721638] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=55.57%)
[2026-02-13T20:23:22.721921] [INFO ] [FORECASTER] Completed predict_future for GTN
[2026-02-13T20:23:22.722049] [INFO ] [sig       ] GTN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:22.862107] [INFO ] [LOCAL     ] Saved forecast: GTN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GTN.txt
[2026-02-13T20:23:22.862270] [INFO ] [sig       ] [1412/3406] Completed GTN in 0.3s | 2.83 sym/s | Total: 8.3m | ETA: 11.7m
[2026-02-13T20:23:22.862308] [INFO ] [sig       ] [1413/3406] Forecasting GTX...
[2026-02-13T20:23:22.862522] [INFO ] [sig       ] Generating forecast for: GTX
[2026-02-13T20:23:22.862553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2026-02-13T20:23:22.874623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTX'.
[2026-02-13T20:23:22.874988] [INFO ] [FORECASTER] Starting predict_future for GTX
[2026-02-13T20:23:22.876000] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2026-02-13T20:23:22.876052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:22.876083] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:22.876108] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:22.876163] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:22.937530] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:22.938466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:22.938554] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:22.938611] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:23.065615] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:23.065774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:23.065816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:23.065880] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:23.069618] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: DOWN (p=25.49%)
[2026-02-13T20:23:23.069900] [INFO ] [FORECASTER] Completed predict_future for GTX
[2026-02-13T20:23:23.070028] [INFO ] [sig       ] GTX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:23.212667] [INFO ] [LOCAL     ] Saved forecast: GTX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GTX.txt
[2026-02-13T20:23:23.212813] [INFO ] [sig       ] [1413/3406] Completed GTX in 0.4s | 2.83 sym/s | Total: 8.3m | ETA: 11.7m
[2026-02-13T20:23:23.212853] [INFO ] [sig       ] [1414/3406] Forecasting GTY...
[2026-02-13T20:23:23.212882] [INFO ] [sig       ] Generating forecast for: GTY
[2026-02-13T20:23:23.212914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2026-02-13T20:23:23.224765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2026-02-13T20:23:23.225148] [INFO ] [FORECASTER] Starting predict_future for GTY
[2026-02-13T20:23:23.225977] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2026-02-13T20:23:23.226030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:23.226061] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:23.226087] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:23.226143] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:23.282775] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:23.283667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:23.283748] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:23.283780] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:23.404496] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:23.404875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:23.404914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:23.404943] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:23.409047] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=15.35%)
[2026-02-13T20:23:23.409363] [INFO ] [FORECASTER] Completed predict_future for GTY
[2026-02-13T20:23:23.409686] [INFO ] [sig       ] GTY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:23.551435] [INFO ] [LOCAL     ] Saved forecast: GTY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GTY.txt
[2026-02-13T20:23:23.551616] [INFO ] [sig       ] [1414/3406] Completed GTY in 0.3s | 2.83 sym/s | Total: 8.3m | ETA: 11.7m
[2026-02-13T20:23:23.551659] [INFO ] [sig       ] [1415/3406] Forecasting GUG...
[2026-02-13T20:23:23.551690] [INFO ] [sig       ] Generating forecast for: GUG
[2026-02-13T20:23:23.551721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2026-02-13T20:23:23.563182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2026-02-13T20:23:23.563600] [INFO ] [FORECASTER] Starting predict_future for GUG
[2026-02-13T20:23:23.564444] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2026-02-13T20:23:23.564497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:23.564528] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:23.564554] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:23.564640] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:23.628465] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:23.629420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:23.629508] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:23.629542] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:23.754506] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:23.754687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:23.754728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:23.754757] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:23.758258] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=66.91%)
[2026-02-13T20:23:23.758570] [INFO ] [FORECASTER] Completed predict_future for GUG
[2026-02-13T20:23:23.758726] [INFO ] [sig       ] GUG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:23.902474] [INFO ] [LOCAL     ] Saved forecast: GUG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GUG.txt
[2026-02-13T20:23:23.902653] [INFO ] [sig       ] [1415/3406] Completed GUG in 0.4s | 2.83 sym/s | Total: 8.3m | ETA: 11.7m
[2026-02-13T20:23:23.902694] [INFO ] [sig       ] [1416/3406] Forecasting GVA...
[2026-02-13T20:23:23.902724] [INFO ] [sig       ] Generating forecast for: GVA
[2026-02-13T20:23:23.902756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2026-02-13T20:23:23.914953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2026-02-13T20:23:23.915318] [INFO ] [FORECASTER] Starting predict_future for GVA
[2026-02-13T20:23:23.916125] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2026-02-13T20:23:23.916177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:23.916209] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:23.916236] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:23.916292] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:23.974121] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:23.975033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:23.975121] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:23.975155] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:24.094259] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:24.094417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:24.094455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:24.094485] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:24.097945] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2026-02-13T20:23:24.098220] [INFO ] [FORECASTER] Completed predict_future for GVA
[2026-02-13T20:23:24.098349] [INFO ] [sig       ] GVA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:24.242224] [INFO ] [LOCAL     ] Saved forecast: GVA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GVA.txt
[2026-02-13T20:23:24.242374] [INFO ] [sig       ] [1416/3406] Completed GVA in 0.3s | 2.83 sym/s | Total: 8.3m | ETA: 11.7m
[2026-02-13T20:23:24.242413] [INFO ] [sig       ] [1417/3406] Forecasting GWH...
[2026-02-13T20:23:24.242441] [INFO ] [sig       ] Generating forecast for: GWH
[2026-02-13T20:23:24.242471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2026-02-13T20:23:24.254944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2026-02-13T20:23:24.255280] [INFO ] [FORECASTER] Starting predict_future for GWH
[2026-02-13T20:23:24.256280] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2026-02-13T20:23:24.256332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:24.256363] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:24.256389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:24.256445] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:24.313211] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:24.314112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:24.314195] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:24.314227] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:24.435084] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:24.435265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:24.435307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:24.435336] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:24.438883] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: DOWN (p=10.64%)
[2026-02-13T20:23:24.439193] [INFO ] [FORECASTER] Completed predict_future for GWH
[2026-02-13T20:23:24.439356] [INFO ] [sig       ] GWH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:24.578302] [INFO ] [LOCAL     ] Saved forecast: GWH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GWH.txt
[2026-02-13T20:23:24.578455] [INFO ] [sig       ] [1417/3406] Completed GWH in 0.3s | 2.83 sym/s | Total: 8.3m | ETA: 11.7m
[2026-02-13T20:23:24.578496] [INFO ] [sig       ] [1418/3406] Forecasting GWRE...
[2026-02-13T20:23:24.578526] [INFO ] [sig       ] Generating forecast for: GWRE
[2026-02-13T20:23:24.578556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2026-02-13T20:23:24.589688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRE'.
[2026-02-13T20:23:24.590019] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2026-02-13T20:23:24.590848] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2026-02-13T20:23:24.590900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:24.590930] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:24.590955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:24.591011] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:24.651137] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:24.652015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:24.652100] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:24.652131] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:24.774171] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:24.774331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:24.774369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:24.774399] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:24.777859] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=51.16%)
[2026-02-13T20:23:24.778137] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2026-02-13T20:23:24.778269] [INFO ] [sig       ] GWRE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:24.916269] [INFO ] [LOCAL     ] Saved forecast: GWRE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GWRE.txt
[2026-02-13T20:23:24.916414] [INFO ] [sig       ] [1418/3406] Completed GWRE in 0.3s | 2.83 sym/s | Total: 8.3m | ETA: 11.7m
[2026-02-13T20:23:24.916454] [INFO ] [sig       ] [1419/3406] Forecasting GWRS...
[2026-02-13T20:23:24.916494] [INFO ] [sig       ] Generating forecast for: GWRS
[2026-02-13T20:23:24.916549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2026-02-13T20:23:24.927957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWRS'.
[2026-02-13T20:23:24.928300] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2026-02-13T20:23:24.929104] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2026-02-13T20:23:24.929158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:24.929189] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:24.929216] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:24.929273] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:24.985305] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:24.986177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:24.986261] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:24.986294] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:25.099734] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:25.099900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:25.099941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:25.099968] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:25.103356] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2026-02-13T20:23:25.103685] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2026-02-13T20:23:25.103844] [INFO ] [sig       ] GWRS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:25.243013] [INFO ] [LOCAL     ] Saved forecast: GWRS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GWRS.txt
[2026-02-13T20:23:25.243162] [INFO ] [sig       ] [1419/3406] Completed GWRS in 0.3s | 2.83 sym/s | Total: 8.3m | ETA: 11.7m
[2026-02-13T20:23:25.243201] [INFO ] [sig       ] [1420/3406] Forecasting GXAI...
[2026-02-13T20:23:25.243231] [INFO ] [sig       ] Generating forecast for: GXAI
[2026-02-13T20:23:25.243262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2026-02-13T20:23:25.255535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2026-02-13T20:23:25.256114] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2026-02-13T20:23:25.257211] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2026-02-13T20:23:25.257266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:25.257298] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:25.257327] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:25.257384] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:25.314367] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:25.315273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:25.315419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:25.315456] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:25.435920] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:25.436085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:25.436126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:25.436154] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:25.439643] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2026-02-13T20:23:25.439949] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2026-02-13T20:23:25.440081] [INFO ] [sig       ] GXAI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:25.580210] [INFO ] [LOCAL     ] Saved forecast: GXAI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/GXAI.txt
[2026-02-13T20:23:25.580370] [INFO ] [sig       ] [1420/3406] Completed GXAI in 0.3s | 2.84 sym/s | Total: 8.3m | ETA: 11.7m
[2026-02-13T20:23:25.580410] [INFO ] [sig       ] [1421/3406] Forecasting GYRE...
[2026-02-13T20:23:25.580441] [INFO ] [sig       ] Generating forecast for: GYRE
[2026-02-13T20:23:25.580471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2026-02-13T20:23:25.591661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2026-02-13T20:23:25.592033] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2026-02-13T20:23:25.592838] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2026-02-13T20:23:25.592923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:25.592957] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:25.592983] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:25.593040] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:25.651738] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:25.652659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:25.652744] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:25.652776] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:25.776331] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:25.776496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:25.776535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:25.776565] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:25.780671] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2026-02-13T20:23:25.780957] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2026-02-13T20:23:25.781084] [INFO ] [sig       ] GYRE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:25.923553] [INFO ] [LOCAL     ] Saved forecast: GYRE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/GYRE.txt
[2026-02-13T20:23:25.923732] [INFO ] [sig       ] [1421/3406] Completed GYRE in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 11.7m
[2026-02-13T20:23:25.923773] [INFO ] [sig       ] [1422/3406] Forecasting H...
[2026-02-13T20:23:25.923803] [INFO ] [sig       ] Generating forecast for: H
[2026-02-13T20:23:25.923835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2026-02-13T20:23:25.936785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2026-02-13T20:23:25.937164] [INFO ] [FORECASTER] Starting predict_future for H
[2026-02-13T20:23:25.938002] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2026-02-13T20:23:25.938055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:25.938087] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:25.938114] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:25.938171] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:26.000012] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:26.000963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:26.001053] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:26.001087] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:26.133790] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:26.133984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:26.134027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:26.134055] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:26.137797] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=11.08%)
[2026-02-13T20:23:26.138110] [INFO ] [FORECASTER] Completed predict_future for H
[2026-02-13T20:23:26.138248] [INFO ] [sig       ] H: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:26.284979] [INFO ] [LOCAL     ] Saved forecast: H	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/H.txt
[2026-02-13T20:23:26.285139] [INFO ] [sig       ] [1422/3406] Completed H in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 11.7m
[2026-02-13T20:23:26.285179] [INFO ] [sig       ] [1423/3406] Forecasting HAE...
[2026-02-13T20:23:26.285213] [INFO ] [sig       ] Generating forecast for: HAE
[2026-02-13T20:23:26.285248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2026-02-13T20:23:26.296706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAE'.
[2026-02-13T20:23:26.297051] [INFO ] [FORECASTER] Starting predict_future for HAE
[2026-02-13T20:23:26.297899] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2026-02-13T20:23:26.297953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:26.297985] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:26.298011] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:26.298067] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:26.357534] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:26.358478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:26.358566] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:26.358620] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:26.490900] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:26.491096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:26.491139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:26.491171] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:26.495017] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2026-02-13T20:23:26.495392] [INFO ] [FORECASTER] Completed predict_future for HAE
[2026-02-13T20:23:26.495547] [INFO ] [sig       ] HAE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:26.642296] [INFO ] [LOCAL     ] Saved forecast: HAE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HAE.txt
[2026-02-13T20:23:26.642483] [INFO ] [sig       ] [1423/3406] Completed HAE in 0.4s | 2.84 sym/s | Total: 8.4m | ETA: 11.7m
[2026-02-13T20:23:26.642525] [INFO ] [sig       ] [1424/3406] Forecasting HAFC...
[2026-02-13T20:23:26.642555] [INFO ] [sig       ] Generating forecast for: HAFC
[2026-02-13T20:23:26.642606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2026-02-13T20:23:26.653233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2026-02-13T20:23:26.653649] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2026-02-13T20:23:26.654539] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2026-02-13T20:23:26.654612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:26.654647] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:26.654674] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:26.654732] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:26.717120] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:26.718055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:26.718140] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:26.718173] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:26.842389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:26.842595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:26.842649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:26.842685] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:26.846412] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=82.69%)
[2026-02-13T20:23:26.846733] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2026-02-13T20:23:26.846868] [INFO ] [sig       ] HAFC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:26.986696] [INFO ] [LOCAL     ] Saved forecast: HAFC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HAFC.txt
[2026-02-13T20:23:26.986833] [INFO ] [sig       ] [1424/3406] Completed HAFC in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 11.7m
[2026-02-13T20:23:26.986878] [INFO ] [sig       ] [1425/3406] Forecasting HAL...
[2026-02-13T20:23:26.986908] [INFO ] [sig       ] Generating forecast for: HAL
[2026-02-13T20:23:26.986938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2026-02-13T20:23:26.998208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2026-02-13T20:23:26.998556] [INFO ] [FORECASTER] Starting predict_future for HAL
[2026-02-13T20:23:26.999371] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2026-02-13T20:23:26.999429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:26.999460] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:26.999486] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:26.999541] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:27.059037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:27.059715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:27.059798] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:27.059831] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:27.183897] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:27.184051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:27.184089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:27.184117] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:27.187511] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2026-02-13T20:23:27.187828] [INFO ] [FORECASTER] Completed predict_future for HAL
[2026-02-13T20:23:27.187958] [INFO ] [sig       ] HAL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:27.328274] [INFO ] [LOCAL     ] Saved forecast: HAL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HAL.txt
[2026-02-13T20:23:27.328417] [INFO ] [sig       ] [1425/3406] Completed HAL in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 11.6m
[2026-02-13T20:23:27.328457] [INFO ] [sig       ] [1426/3406] Forecasting HALO...
[2026-02-13T20:23:27.328487] [INFO ] [sig       ] Generating forecast for: HALO
[2026-02-13T20:23:27.328516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2026-02-13T20:23:27.340640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2026-02-13T20:23:27.341075] [INFO ] [FORECASTER] Starting predict_future for HALO
[2026-02-13T20:23:27.342025] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2026-02-13T20:23:27.342080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:27.342113] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:27.342139] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:27.342196] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:27.403051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:27.403970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:27.404056] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:27.404090] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:27.527428] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:27.527615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:27.527659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:27.527687] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:27.531130] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: DOWN (p=18.41%)
[2026-02-13T20:23:27.531408] [INFO ] [FORECASTER] Completed predict_future for HALO
[2026-02-13T20:23:27.531553] [INFO ] [sig       ] HALO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:27.674309] [INFO ] [LOCAL     ] Saved forecast: HALO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HALO.txt
[2026-02-13T20:23:27.674479] [INFO ] [sig       ] [1426/3406] Completed HALO in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 11.6m
[2026-02-13T20:23:27.674520] [INFO ] [sig       ] [1427/3406] Forecasting HAS...
[2026-02-13T20:23:27.674551] [INFO ] [sig       ] Generating forecast for: HAS
[2026-02-13T20:23:27.674598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2026-02-13T20:23:27.685674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2026-02-13T20:23:27.686076] [INFO ] [FORECASTER] Starting predict_future for HAS
[2026-02-13T20:23:27.686922] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2026-02-13T20:23:27.686974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:27.687035] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:27.687064] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:27.687120] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:27.745474] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:27.746377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:27.746478] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:27.746512] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:27.869229] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:27.869394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:27.869440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:27.869469] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:27.873025] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: UP (p=75.68%)
[2026-02-13T20:23:27.873305] [INFO ] [FORECASTER] Completed predict_future for HAS
[2026-02-13T20:23:27.873643] [INFO ] [sig       ] HAS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:28.022563] [INFO ] [LOCAL     ] Saved forecast: HAS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HAS.txt
[2026-02-13T20:23:28.022729] [INFO ] [sig       ] [1427/3406] Completed HAS in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 11.6m
[2026-02-13T20:23:28.022772] [INFO ] [sig       ] [1428/3406] Forecasting HASI...
[2026-02-13T20:23:28.022802] [INFO ] [sig       ] Generating forecast for: HASI
[2026-02-13T20:23:28.022834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2026-02-13T20:23:28.033932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HASI'.
[2026-02-13T20:23:28.034310] [INFO ] [FORECASTER] Starting predict_future for HASI
[2026-02-13T20:23:28.035181] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2026-02-13T20:23:28.035234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:28.035271] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:28.035313] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:28.035374] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:28.093626] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:28.094286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:28.094367] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:28.094398] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:28.212190] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:28.212350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:28.212406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:28.212435] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:28.215886] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: UP (p=69.93%)
[2026-02-13T20:23:28.216164] [INFO ] [FORECASTER] Completed predict_future for HASI
[2026-02-13T20:23:28.216289] [INFO ] [sig       ] HASI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:28.357012] [INFO ] [LOCAL     ] Saved forecast: HASI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HASI.txt
[2026-02-13T20:23:28.357182] [INFO ] [sig       ] [1428/3406] Completed HASI in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 11.6m
[2026-02-13T20:23:28.357224] [INFO ] [sig       ] [1429/3406] Forecasting HBAN...
[2026-02-13T20:23:28.357253] [INFO ] [sig       ] Generating forecast for: HBAN
[2026-02-13T20:23:28.357282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2026-02-13T20:23:28.370656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2026-02-13T20:23:28.371040] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2026-02-13T20:23:28.372039] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2026-02-13T20:23:28.372090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:28.372121] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:28.372147] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:28.372203] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:28.428421] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:28.429326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:28.429412] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:28.429445] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:28.554855] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:28.555021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:28.555060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:28.555088] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:28.558958] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2026-02-13T20:23:28.559250] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2026-02-13T20:23:28.559384] [INFO ] [sig       ] HBAN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:28.704895] [INFO ] [LOCAL     ] Saved forecast: HBAN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HBAN.txt
[2026-02-13T20:23:28.705056] [INFO ] [sig       ] [1429/3406] Completed HBAN in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 11.6m
[2026-02-13T20:23:28.705097] [INFO ] [sig       ] [1430/3406] Forecasting HBANL...
[2026-02-13T20:23:28.705126] [INFO ] [sig       ] Generating forecast for: HBANL
[2026-02-13T20:23:28.705156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2026-02-13T20:23:28.716223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2026-02-13T20:23:28.716830] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2026-02-13T20:23:28.717685] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2026-02-13T20:23:28.717748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:28.717795] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:28.717833] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:28.717911] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:28.776376] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:28.777313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:28.777398] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:28.777431] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:28.895943] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:28.896305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:28.896344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:28.896411] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:28.900200] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: UP (p=58.25%)
[2026-02-13T20:23:28.900684] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2026-02-13T20:23:28.900814] [INFO ] [sig       ] HBANL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:29.052752] [INFO ] [LOCAL     ] Saved forecast: HBANL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HBANL.txt
[2026-02-13T20:23:29.052915] [INFO ] [sig       ] [1430/3406] Completed HBANL in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 11.6m
[2026-02-13T20:23:29.052957] [INFO ] [sig       ] [1431/3406] Forecasting HBANP...
[2026-02-13T20:23:29.052990] [INFO ] [sig       ] Generating forecast for: HBANP
[2026-02-13T20:23:29.053022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2026-02-13T20:23:29.066471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2026-02-13T20:23:29.067056] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2026-02-13T20:23:29.068401] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2026-02-13T20:23:29.068459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:29.068491] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:29.068729] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:29.068788] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:29.129728] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:29.130644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:29.130728] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:29.130761] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:29.249138] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:29.249305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:29.249352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:29.249389] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:29.252866] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: DOWN (p=15.12%)
[2026-02-13T20:23:29.253161] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2026-02-13T20:23:29.253297] [INFO ] [sig       ] HBANP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:29.393443] [INFO ] [LOCAL     ] Saved forecast: HBANP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HBANP.txt
[2026-02-13T20:23:29.393622] [INFO ] [sig       ] [1431/3406] Completed HBANP in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 11.6m
[2026-02-13T20:23:29.393665] [INFO ] [sig       ] [1432/3406] Forecasting HBB...
[2026-02-13T20:23:29.393694] [INFO ] [sig       ] Generating forecast for: HBB
[2026-02-13T20:23:29.393725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2026-02-13T20:23:29.404832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBB'.
[2026-02-13T20:23:29.405216] [INFO ] [FORECASTER] Starting predict_future for HBB
[2026-02-13T20:23:29.406040] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2026-02-13T20:23:29.406092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:29.406139] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:29.406167] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:29.406225] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:29.462936] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:29.463848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:29.463931] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:29.463963] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:29.579856] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:29.580021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:29.580061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:29.580092] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:29.583526] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: DOWN (p=7.05%)
[2026-02-13T20:23:29.583868] [INFO ] [FORECASTER] Completed predict_future for HBB
[2026-02-13T20:23:29.583999] [INFO ] [sig       ] HBB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:29.723058] [INFO ] [LOCAL     ] Saved forecast: HBB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HBB.txt
[2026-02-13T20:23:29.723215] [INFO ] [sig       ] [1432/3406] Completed HBB in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 11.6m
[2026-02-13T20:23:29.723253] [INFO ] [sig       ] [1433/3406] Forecasting HBCP...
[2026-02-13T20:23:29.723284] [INFO ] [sig       ] Generating forecast for: HBCP
[2026-02-13T20:23:29.723316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2026-02-13T20:23:29.734132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2026-02-13T20:23:29.734530] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2026-02-13T20:23:29.735326] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2026-02-13T20:23:29.735377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:29.735408] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:29.735433] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:29.735488] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:29.792165] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:29.793036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:29.793121] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:29.793153] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:29.910072] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:29.910235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:29.910275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:29.910310] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:29.913775] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2026-02-13T20:23:29.914052] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2026-02-13T20:23:29.914176] [INFO ] [sig       ] HBCP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:30.055633] [INFO ] [LOCAL     ] Saved forecast: HBCP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HBCP.txt
[2026-02-13T20:23:30.055995] [INFO ] [sig       ] [1433/3406] Completed HBCP in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 11.6m
[2026-02-13T20:23:30.056037] [INFO ] [sig       ] [1434/3406] Forecasting HBM...
[2026-02-13T20:23:30.056066] [INFO ] [sig       ] Generating forecast for: HBM
[2026-02-13T20:23:30.056096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2026-02-13T20:23:30.068115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2026-02-13T20:23:30.068524] [INFO ] [FORECASTER] Starting predict_future for HBM
[2026-02-13T20:23:30.069326] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2026-02-13T20:23:30.069389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:30.069427] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:30.069460] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:30.069522] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:30.126290] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:30.127190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:30.127274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:30.127306] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:30.248115] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:30.248275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:30.248325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:30.248363] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:30.251955] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=31.33%)
[2026-02-13T20:23:30.252292] [INFO ] [FORECASTER] Completed predict_future for HBM
[2026-02-13T20:23:30.252437] [INFO ] [sig       ] HBM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:30.400984] [INFO ] [LOCAL     ] Saved forecast: HBM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HBM.txt
[2026-02-13T20:23:30.401145] [INFO ] [sig       ] [1434/3406] Completed HBM in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 11.6m
[2026-02-13T20:23:30.401189] [INFO ] [sig       ] [1435/3406] Forecasting HBNC...
[2026-02-13T20:23:30.401222] [INFO ] [sig       ] Generating forecast for: HBNC
[2026-02-13T20:23:30.401253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2026-02-13T20:23:30.413447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2026-02-13T20:23:30.413885] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2026-02-13T20:23:30.414737] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2026-02-13T20:23:30.414792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:30.414825] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:30.414852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:30.414909] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:30.475567] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:30.476654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:30.476744] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:30.476778] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:30.594846] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:30.595006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:30.595046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:30.595075] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:30.598592] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: DOWN (p=42.29%)
[2026-02-13T20:23:30.598881] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2026-02-13T20:23:30.599008] [INFO ] [sig       ] HBNC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:30.739494] [INFO ] [LOCAL     ] Saved forecast: HBNC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HBNC.txt
[2026-02-13T20:23:30.739678] [INFO ] [sig       ] [1435/3406] Completed HBNC in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 11.6m
[2026-02-13T20:23:30.739921] [INFO ] [sig       ] [1436/3406] Forecasting HCA...
[2026-02-13T20:23:30.739968] [INFO ] [sig       ] Generating forecast for: HCA
[2026-02-13T20:23:30.740001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2026-02-13T20:23:30.751795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2026-02-13T20:23:30.752196] [INFO ] [FORECASTER] Starting predict_future for HCA
[2026-02-13T20:23:30.752990] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2026-02-13T20:23:30.753043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:30.753073] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:30.753100] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:30.753156] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:30.809193] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:30.810097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:30.810182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:30.810215] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:30.928797] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:30.928953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:30.928992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:30.929021] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:30.932417] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2026-02-13T20:23:30.932725] [INFO ] [FORECASTER] Completed predict_future for HCA
[2026-02-13T20:23:30.932863] [INFO ] [sig       ] HCA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:31.072970] [INFO ] [LOCAL     ] Saved forecast: HCA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HCA.txt
[2026-02-13T20:23:31.073116] [INFO ] [sig       ] [1436/3406] Completed HCA in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 11.6m
[2026-02-13T20:23:31.073156] [INFO ] [sig       ] [1437/3406] Forecasting HCC...
[2026-02-13T20:23:31.073186] [INFO ] [sig       ] Generating forecast for: HCC
[2026-02-13T20:23:31.073217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2026-02-13T20:23:31.084018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCC'.
[2026-02-13T20:23:31.084368] [INFO ] [FORECASTER] Starting predict_future for HCC
[2026-02-13T20:23:31.085163] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2026-02-13T20:23:31.085215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:31.085246] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:31.085274] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:31.085330] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:31.142556] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:31.143422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:31.143556] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:31.143621] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:31.266563] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:31.266719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:31.266758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:31.266786] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:31.270156] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: DOWN (p=25.77%)
[2026-02-13T20:23:31.270430] [INFO ] [FORECASTER] Completed predict_future for HCC
[2026-02-13T20:23:31.270555] [INFO ] [sig       ] HCC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:31.408062] [INFO ] [LOCAL     ] Saved forecast: HCC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HCC.txt
[2026-02-13T20:23:31.408211] [INFO ] [sig       ] [1437/3406] Completed HCC in 0.3s | 2.84 sym/s | Total: 8.4m | ETA: 11.6m
[2026-02-13T20:23:31.408251] [INFO ] [sig       ] [1438/3406] Forecasting HCI...
[2026-02-13T20:23:31.408282] [INFO ] [sig       ] Generating forecast for: HCI
[2026-02-13T20:23:31.408312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2026-02-13T20:23:31.419763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2026-02-13T20:23:31.420101] [INFO ] [FORECASTER] Starting predict_future for HCI
[2026-02-13T20:23:31.420903] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2026-02-13T20:23:31.420955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:31.420986] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:31.421012] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:31.421067] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:31.477668] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:31.478396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:31.478491] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:31.478529] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:31.604362] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:31.604532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:31.604591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:31.604624] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:31.608125] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: UP (p=95.87%)
[2026-02-13T20:23:31.608438] [INFO ] [FORECASTER] Completed predict_future for HCI
[2026-02-13T20:23:31.608610] [INFO ] [sig       ] HCI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:31.762760] [INFO ] [LOCAL     ] Saved forecast: HCI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HCI.txt
[2026-02-13T20:23:31.762989] [INFO ] [sig       ] [1438/3406] Completed HCI in 0.4s | 2.84 sym/s | Total: 8.5m | ETA: 11.6m
[2026-02-13T20:23:31.763049] [INFO ] [sig       ] [1439/3406] Forecasting HCM...
[2026-02-13T20:23:31.763093] [INFO ] [sig       ] Generating forecast for: HCM
[2026-02-13T20:23:31.763135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2026-02-13T20:23:31.783781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2026-02-13T20:23:31.784286] [INFO ] [FORECASTER] Starting predict_future for HCM
[2026-02-13T20:23:31.785550] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2026-02-13T20:23:31.785644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:31.785699] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:31.785744] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:31.785828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:31.876398] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:31.877440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:31.877547] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:31.877625] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:32.047549] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:32.047827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:32.047893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:32.047959] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:32.052481] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2026-02-13T20:23:32.052978] [INFO ] [FORECASTER] Completed predict_future for HCM
[2026-02-13T20:23:32.053183] [INFO ] [sig       ] HCM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:32.283801] [INFO ] [LOCAL     ] Saved forecast: HCM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HCM.txt
[2026-02-13T20:23:32.284072] [INFO ] [sig       ] [1439/3406] Completed HCM in 0.5s | 2.84 sym/s | Total: 8.5m | ETA: 11.6m
[2026-02-13T20:23:32.284147] [INFO ] [sig       ] [1440/3406] Forecasting HCSG...
[2026-02-13T20:23:32.284200] [INFO ] [sig       ] Generating forecast for: HCSG
[2026-02-13T20:23:32.284270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2026-02-13T20:23:32.305753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2026-02-13T20:23:32.306339] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2026-02-13T20:23:32.307891] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2026-02-13T20:23:32.307969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:32.308024] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:32.308073] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:32.308177] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:32.403924] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:32.405276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:32.405431] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:32.405490] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:32.583159] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:32.583377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:32.583441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:32.583478] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:32.588510] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: DOWN (p=17.44%)
[2026-02-13T20:23:32.589065] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2026-02-13T20:23:32.589280] [INFO ] [sig       ] HCSG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:32.886676] [INFO ] [LOCAL     ] Saved forecast: HCSG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HCSG.txt
[2026-02-13T20:23:32.886873] [INFO ] [sig       ] [1440/3406] Completed HCSG in 0.6s | 2.83 sym/s | Total: 8.5m | ETA: 11.6m
[2026-02-13T20:23:32.886916] [INFO ] [sig       ] [1441/3406] Forecasting HD...
[2026-02-13T20:23:32.886949] [INFO ] [sig       ] Generating forecast for: HD
[2026-02-13T20:23:32.886980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2026-02-13T20:23:32.899857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HD'.
[2026-02-13T20:23:32.900303] [INFO ] [FORECASTER] Starting predict_future for HD
[2026-02-13T20:23:32.901214] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2026-02-13T20:23:32.901269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:32.901303] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:32.901330] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:32.901386] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:32.964400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:32.965382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:32.965474] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:32.965525] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:33.118865] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:33.119038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:33.119081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:33.119112] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:33.122719] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2026-02-13T20:23:33.123061] [INFO ] [FORECASTER] Completed predict_future for HD
[2026-02-13T20:23:33.123211] [INFO ] [sig       ] HD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:33.279698] [INFO ] [LOCAL     ] Saved forecast: HD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HD.txt
[2026-02-13T20:23:33.279875] [INFO ] [sig       ] [1441/3406] Completed HD in 0.4s | 2.83 sym/s | Total: 8.5m | ETA: 11.6m
[2026-02-13T20:23:33.279932] [INFO ] [sig       ] [1442/3406] Forecasting HDB...
[2026-02-13T20:23:33.279979] [INFO ] [sig       ] Generating forecast for: HDB
[2026-02-13T20:23:33.280019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2026-02-13T20:23:33.296860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDB'.
[2026-02-13T20:23:33.297360] [INFO ] [FORECASTER] Starting predict_future for HDB
[2026-02-13T20:23:33.298468] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2026-02-13T20:23:33.298527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:33.298562] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:33.298633] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:33.298703] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:33.357902] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:33.358878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:33.358970] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:33.359004] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:33.488147] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:33.488309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:33.488349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:33.488381] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:33.492623] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: DOWN (p=6.36%)
[2026-02-13T20:23:33.492905] [INFO ] [FORECASTER] Completed predict_future for HDB
[2026-02-13T20:23:33.493041] [INFO ] [sig       ] HDB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:33.636760] [INFO ] [LOCAL     ] Saved forecast: HDB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HDB.txt
[2026-02-13T20:23:33.636904] [INFO ] [sig       ] [1442/3406] Completed HDB in 0.4s | 2.83 sym/s | Total: 8.5m | ETA: 11.6m
[2026-02-13T20:23:33.636943] [INFO ] [sig       ] [1443/3406] Forecasting HDSN...
[2026-02-13T20:23:33.636973] [INFO ] [sig       ] Generating forecast for: HDSN
[2026-02-13T20:23:33.637003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2026-02-13T20:23:33.648435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HDSN'.
[2026-02-13T20:23:33.648995] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2026-02-13T20:23:33.649964] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2026-02-13T20:23:33.650017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:33.650048] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:33.650075] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:33.650145] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:33.710425] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:33.711201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:33.711283] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:33.711315] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:33.835076] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:33.835232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:33.835271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:33.835299] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:33.838728] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: DOWN (p=41.62%)
[2026-02-13T20:23:33.839001] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2026-02-13T20:23:33.839125] [INFO ] [sig       ] HDSN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:33.982370] [INFO ] [LOCAL     ] Saved forecast: HDSN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HDSN.txt
[2026-02-13T20:23:33.982512] [INFO ] [sig       ] [1443/3406] Completed HDSN in 0.3s | 2.83 sym/s | Total: 8.5m | ETA: 11.5m
[2026-02-13T20:23:33.982552] [INFO ] [sig       ] [1444/3406] Forecasting HE...
[2026-02-13T20:23:33.982600] [INFO ] [sig       ] Generating forecast for: HE
[2026-02-13T20:23:33.982632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2026-02-13T20:23:33.993961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2026-02-13T20:23:33.994315] [INFO ] [FORECASTER] Starting predict_future for HE
[2026-02-13T20:23:33.995138] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2026-02-13T20:23:33.995191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:33.995254] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:33.995284] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:33.995342] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:34.054769] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:34.055556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:34.055657] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:34.055692] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:34.177940] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:34.178101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:34.178141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:34.178172] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:34.181723] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: UP (p=86.45%)
[2026-02-13T20:23:34.182010] [INFO ] [FORECASTER] Completed predict_future for HE
[2026-02-13T20:23:34.182142] [INFO ] [sig       ] HE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:34.323523] [INFO ] [LOCAL     ] Saved forecast: HE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HE.txt
[2026-02-13T20:23:34.323832] [INFO ] [sig       ] [1444/3406] Completed HE in 0.3s | 2.83 sym/s | Total: 8.5m | ETA: 11.5m
[2026-02-13T20:23:34.323874] [INFO ] [sig       ] [1445/3406] Forecasting HEI...
[2026-02-13T20:23:34.323905] [INFO ] [sig       ] Generating forecast for: HEI
[2026-02-13T20:23:34.323935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2026-02-13T20:23:34.334953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEI'.
[2026-02-13T20:23:34.335298] [INFO ] [FORECASTER] Starting predict_future for HEI
[2026-02-13T20:23:34.336164] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2026-02-13T20:23:34.336230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:34.336264] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:34.336291] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:34.336348] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:34.394811] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:34.395626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:34.395710] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:34.395743] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:34.521218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:34.521375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:34.521416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:34.521446] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:34.525102] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2026-02-13T20:23:34.525395] [INFO ] [FORECASTER] Completed predict_future for HEI
[2026-02-13T20:23:34.525529] [INFO ] [sig       ] HEI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:34.668527] [INFO ] [LOCAL     ] Saved forecast: HEI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HEI.txt
[2026-02-13T20:23:34.668691] [INFO ] [sig       ] [1445/3406] Completed HEI in 0.3s | 2.83 sym/s | Total: 8.5m | ETA: 11.5m
[2026-02-13T20:23:34.668732] [INFO ] [sig       ] [1446/3406] Forecasting HELE...
[2026-02-13T20:23:34.668763] [INFO ] [sig       ] Generating forecast for: HELE
[2026-02-13T20:23:34.668792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2026-02-13T20:23:34.680338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2026-02-13T20:23:34.680704] [INFO ] [FORECASTER] Starting predict_future for HELE
[2026-02-13T20:23:34.681720] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2026-02-13T20:23:34.681778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:34.681810] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:34.681836] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:34.681892] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:34.742018] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:34.742779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:34.743062] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:34.743095] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:34.870096] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:34.870258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:34.870298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:34.870327] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:34.874215] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=51.85%)
[2026-02-13T20:23:34.874520] [INFO ] [FORECASTER] Completed predict_future for HELE
[2026-02-13T20:23:34.874872] [INFO ] [sig       ] HELE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:35.029692] [INFO ] [LOCAL     ] Saved forecast: HELE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HELE.txt
[2026-02-13T20:23:35.029868] [INFO ] [sig       ] [1446/3406] Completed HELE in 0.4s | 2.83 sym/s | Total: 8.5m | ETA: 11.5m
[2026-02-13T20:23:35.029910] [INFO ] [sig       ] [1447/3406] Forecasting HEPS...
[2026-02-13T20:23:35.029940] [INFO ] [sig       ] Generating forecast for: HEPS
[2026-02-13T20:23:35.029969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2026-02-13T20:23:35.042269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEPS'.
[2026-02-13T20:23:35.042719] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2026-02-13T20:23:35.043596] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2026-02-13T20:23:35.043651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:35.043683] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:35.043710] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:35.043768] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:35.105403] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:35.106370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:35.106463] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:35.106499] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:35.229492] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:35.229667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:35.229709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:35.229772] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:35.233290] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=93.37%)
[2026-02-13T20:23:35.233598] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2026-02-13T20:23:35.233733] [INFO ] [sig       ] HEPS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:35.376366] [INFO ] [LOCAL     ] Saved forecast: HEPS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HEPS.txt
[2026-02-13T20:23:35.376563] [INFO ] [sig       ] [1447/3406] Completed HEPS in 0.3s | 2.83 sym/s | Total: 8.5m | ETA: 11.5m
[2026-02-13T20:23:35.376646] [INFO ] [sig       ] [1448/3406] Forecasting HEQ...
[2026-02-13T20:23:35.376678] [INFO ] [sig       ] Generating forecast for: HEQ
[2026-02-13T20:23:35.376708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2026-02-13T20:23:35.388066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2026-02-13T20:23:35.388494] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2026-02-13T20:23:35.389373] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2026-02-13T20:23:35.389428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:35.389462] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:35.389491] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:35.389549] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:35.452529] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:35.453410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:35.453501] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:35.453535] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:35.572829] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:35.572982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:35.573024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:35.573054] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:35.577086] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: UP (p=74.88%)
[2026-02-13T20:23:35.577377] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2026-02-13T20:23:35.577509] [INFO ] [sig       ] HEQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:35.722449] [INFO ] [LOCAL     ] Saved forecast: HEQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HEQ.txt
[2026-02-13T20:23:35.722627] [INFO ] [sig       ] [1448/3406] Completed HEQ in 0.3s | 2.83 sym/s | Total: 8.5m | ETA: 11.5m
[2026-02-13T20:23:35.722669] [INFO ] [sig       ] [1449/3406] Forecasting HERO...
[2026-02-13T20:23:35.722887] [INFO ] [sig       ] Generating forecast for: HERO
[2026-02-13T20:23:35.722918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2026-02-13T20:23:35.734957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2026-02-13T20:23:35.735342] [INFO ] [FORECASTER] Starting predict_future for HERO
[2026-02-13T20:23:35.736216] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2026-02-13T20:23:35.736271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:35.736303] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:35.736330] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:35.736387] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:35.797610] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:35.798632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:35.798716] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:35.798750] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:35.923505] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:35.923696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:35.923736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:35.923765] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:35.927279] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: UP (p=92.70%)
[2026-02-13T20:23:35.927605] [INFO ] [FORECASTER] Completed predict_future for HERO
[2026-02-13T20:23:35.927745] [INFO ] [sig       ] HERO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:36.069518] [INFO ] [LOCAL     ] Saved forecast: HERO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HERO.txt
[2026-02-13T20:23:36.069676] [INFO ] [sig       ] [1449/3406] Completed HERO in 0.3s | 2.83 sym/s | Total: 8.5m | ETA: 11.5m
[2026-02-13T20:23:36.069720] [INFO ] [sig       ] [1450/3406] Forecasting HESM...
[2026-02-13T20:23:36.069750] [INFO ] [sig       ] Generating forecast for: HESM
[2026-02-13T20:23:36.069781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2026-02-13T20:23:36.081165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HESM'.
[2026-02-13T20:23:36.081557] [INFO ] [FORECASTER] Starting predict_future for HESM
[2026-02-13T20:23:36.082391] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2026-02-13T20:23:36.082445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:36.082477] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:36.082504] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:36.082560] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:36.141066] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:36.142050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:36.142133] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:36.142168] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:36.276491] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:36.276672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:36.276711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:36.276913] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:36.280686] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=20.70%)
[2026-02-13T20:23:36.281015] [INFO ] [FORECASTER] Completed predict_future for HESM
[2026-02-13T20:23:36.281150] [INFO ] [sig       ] HESM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:36.429861] [INFO ] [LOCAL     ] Saved forecast: HESM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HESM.txt
[2026-02-13T20:23:36.430031] [INFO ] [sig       ] [1450/3406] Completed HESM in 0.4s | 2.83 sym/s | Total: 8.5m | ETA: 11.5m
[2026-02-13T20:23:36.430072] [INFO ] [sig       ] [1451/3406] Forecasting HFFG...
[2026-02-13T20:23:36.430100] [INFO ] [sig       ] Generating forecast for: HFFG
[2026-02-13T20:23:36.430129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2026-02-13T20:23:36.441339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFFG'.
[2026-02-13T20:23:36.441944] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2026-02-13T20:23:36.443002] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2026-02-13T20:23:36.443058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:36.443092] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:36.443120] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:36.443178] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:36.509362] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:36.510524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:36.510633] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:36.510674] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:36.637439] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:36.637632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:36.637676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:36.637707] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:36.641218] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=74.52%)
[2026-02-13T20:23:36.641511] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2026-02-13T20:23:36.641681] [INFO ] [sig       ] HFFG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:36.793872] [INFO ] [LOCAL     ] Saved forecast: HFFG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HFFG.txt
[2026-02-13T20:23:36.794034] [INFO ] [sig       ] [1451/3406] Completed HFFG in 0.4s | 2.83 sym/s | Total: 8.5m | ETA: 11.5m
[2026-02-13T20:23:36.794073] [INFO ] [sig       ] [1452/3406] Forecasting HFRO...
[2026-02-13T20:23:36.794103] [INFO ] [sig       ] Generating forecast for: HFRO
[2026-02-13T20:23:36.794133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2026-02-13T20:23:36.805015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2026-02-13T20:23:36.805387] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2026-02-13T20:23:36.806207] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2026-02-13T20:23:36.806259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:36.806290] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:36.806317] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:36.806372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:36.866128] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:36.867237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:36.867325] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:36.867359] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:36.999083] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:36.999314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:36.999361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:36.999395] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:37.003184] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=89.33%)
[2026-02-13T20:23:37.003479] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2026-02-13T20:23:37.003632] [INFO ] [sig       ] HFRO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:37.149079] [INFO ] [LOCAL     ] Saved forecast: HFRO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HFRO.txt
[2026-02-13T20:23:37.149235] [INFO ] [sig       ] [1452/3406] Completed HFRO in 0.4s | 2.83 sym/s | Total: 8.5m | ETA: 11.5m
[2026-02-13T20:23:37.149275] [INFO ] [sig       ] [1453/3406] Forecasting HFWA...
[2026-02-13T20:23:37.149304] [INFO ] [sig       ] Generating forecast for: HFWA
[2026-02-13T20:23:37.149336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2026-02-13T20:23:37.160403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2026-02-13T20:23:37.160739] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2026-02-13T20:23:37.161533] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2026-02-13T20:23:37.161609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:37.161643] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:37.161669] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:37.161725] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:37.221973] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:37.222705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:37.222789] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:37.222824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:37.347290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:37.347438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:37.347483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:37.347520] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:37.351019] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=19.94%)
[2026-02-13T20:23:37.351300] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2026-02-13T20:23:37.351427] [INFO ] [sig       ] HFWA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:37.495008] [INFO ] [LOCAL     ] Saved forecast: HFWA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HFWA.txt
[2026-02-13T20:23:37.495165] [INFO ] [sig       ] [1453/3406] Completed HFWA in 0.3s | 2.83 sym/s | Total: 8.5m | ETA: 11.5m
[2026-02-13T20:23:37.495205] [INFO ] [sig       ] [1454/3406] Forecasting HG...
[2026-02-13T20:23:37.495236] [INFO ] [sig       ] Generating forecast for: HG
[2026-02-13T20:23:37.495266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2026-02-13T20:23:37.507178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2026-02-13T20:23:37.507614] [INFO ] [FORECASTER] Starting predict_future for HG
[2026-02-13T20:23:37.508399] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2026-02-13T20:23:37.508451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:37.508488] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:37.508522] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:37.508614] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:37.565918] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:37.566887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:37.567006] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:37.567038] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:37.695270] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:37.695425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:37.695464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:37.695492] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:37.699246] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=18.33%)
[2026-02-13T20:23:37.699557] [INFO ] [FORECASTER] Completed predict_future for HG
[2026-02-13T20:23:37.699728] [INFO ] [sig       ] HG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:37.840015] [INFO ] [LOCAL     ] Saved forecast: HG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HG.txt
[2026-02-13T20:23:37.840158] [INFO ] [sig       ] [1454/3406] Completed HG in 0.3s | 2.83 sym/s | Total: 8.6m | ETA: 11.5m
[2026-02-13T20:23:37.840198] [INFO ] [sig       ] [1455/3406] Forecasting HGBL...
[2026-02-13T20:23:37.840227] [INFO ] [sig       ] Generating forecast for: HGBL
[2026-02-13T20:23:37.840257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2026-02-13T20:23:37.852052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGBL'.
[2026-02-13T20:23:37.852434] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2026-02-13T20:23:37.853292] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2026-02-13T20:23:37.853347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:37.853380] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:37.853408] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:37.853470] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:37.912157] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:37.912904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:37.912984] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:37.913017] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:38.029282] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:38.029447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:38.029488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:38.029523] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:38.033686] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=48.87%)
[2026-02-13T20:23:38.034160] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2026-02-13T20:23:38.034292] [INFO ] [sig       ] HGBL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:38.174998] [INFO ] [LOCAL     ] Saved forecast: HGBL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HGBL.txt
[2026-02-13T20:23:38.175142] [INFO ] [sig       ] [1455/3406] Completed HGBL in 0.3s | 2.83 sym/s | Total: 8.6m | ETA: 11.5m
[2026-02-13T20:23:38.175182] [INFO ] [sig       ] [1456/3406] Forecasting HGLB...
[2026-02-13T20:23:38.175211] [INFO ] [sig       ] Generating forecast for: HGLB
[2026-02-13T20:23:38.175240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2026-02-13T20:23:38.188047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2026-02-13T20:23:38.188393] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2026-02-13T20:23:38.189184] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2026-02-13T20:23:38.189239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:38.189307] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:38.189336] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:38.189393] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:38.250316] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:38.251190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:38.251274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:38.251307] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:38.372077] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:38.372241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:38.372280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:38.372308] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:38.376004] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=37.41%)
[2026-02-13T20:23:38.376323] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2026-02-13T20:23:38.376465] [INFO ] [sig       ] HGLB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:38.521561] [INFO ] [LOCAL     ] Saved forecast: HGLB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HGLB.txt
[2026-02-13T20:23:38.521737] [INFO ] [sig       ] [1456/3406] Completed HGLB in 0.3s | 2.83 sym/s | Total: 8.6m | ETA: 11.5m
[2026-02-13T20:23:38.521779] [INFO ] [sig       ] [1457/3406] Forecasting HGTY...
[2026-02-13T20:23:38.521809] [INFO ] [sig       ] Generating forecast for: HGTY
[2026-02-13T20:23:38.521840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2026-02-13T20:23:38.532836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2026-02-13T20:23:38.533216] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2026-02-13T20:23:38.534024] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2026-02-13T20:23:38.534079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:38.534112] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:38.534140] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:38.534197] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:38.594423] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:38.595537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:38.595677] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:38.595714] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:38.720038] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:38.720203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:38.720245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:38.720277] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:38.723846] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2026-02-13T20:23:38.724163] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2026-02-13T20:23:38.724301] [INFO ] [sig       ] HGTY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:38.873836] [INFO ] [LOCAL     ] Saved forecast: HGTY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HGTY.txt
[2026-02-13T20:23:38.874052] [INFO ] [sig       ] [1457/3406] Completed HGTY in 0.4s | 2.83 sym/s | Total: 8.6m | ETA: 11.5m
[2026-02-13T20:23:38.874095] [INFO ] [sig       ] [1458/3406] Forecasting HHH...
[2026-02-13T20:23:38.874127] [INFO ] [sig       ] Generating forecast for: HHH
[2026-02-13T20:23:38.874159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2026-02-13T20:23:38.888723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HHH'.
[2026-02-13T20:23:38.889175] [INFO ] [FORECASTER] Starting predict_future for HHH
[2026-02-13T20:23:38.890135] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2026-02-13T20:23:38.890190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:38.890224] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:38.890261] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:38.890341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:38.954001] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:38.955000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:38.955128] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:38.955162] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:39.086867] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:39.087021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:39.087062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:39.087091] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:39.091266] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=16.50%)
[2026-02-13T20:23:39.091542] [INFO ] [FORECASTER] Completed predict_future for HHH
[2026-02-13T20:23:39.091697] [INFO ] [sig       ] HHH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:39.235564] [INFO ] [LOCAL     ] Saved forecast: HHH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HHH.txt
[2026-02-13T20:23:39.235729] [INFO ] [sig       ] [1458/3406] Completed HHH in 0.4s | 2.83 sym/s | Total: 8.6m | ETA: 11.5m
[2026-02-13T20:23:39.235772] [INFO ] [sig       ] [1459/3406] Forecasting HIFS...
[2026-02-13T20:23:39.235803] [INFO ] [sig       ] Generating forecast for: HIFS
[2026-02-13T20:23:39.235834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2026-02-13T20:23:39.248134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2026-02-13T20:23:39.248522] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2026-02-13T20:23:39.249558] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2026-02-13T20:23:39.249631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:39.249663] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:39.249690] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:39.249747] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:39.310736] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:39.311609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:39.311704] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:39.311737] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:39.431585] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:39.431750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:39.431789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:39.431817] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:39.435211] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2026-02-13T20:23:39.435511] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2026-02-13T20:23:39.435662] [INFO ] [sig       ] HIFS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:39.584194] [INFO ] [LOCAL     ] Saved forecast: HIFS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HIFS.txt
[2026-02-13T20:23:39.584351] [INFO ] [sig       ] [1459/3406] Completed HIFS in 0.3s | 2.83 sym/s | Total: 8.6m | ETA: 11.5m
[2026-02-13T20:23:39.584397] [INFO ] [sig       ] [1460/3406] Forecasting HIG...
[2026-02-13T20:23:39.584428] [INFO ] [sig       ] Generating forecast for: HIG
[2026-02-13T20:23:39.584458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2026-02-13T20:23:39.596178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2026-02-13T20:23:39.596554] [INFO ] [FORECASTER] Starting predict_future for HIG
[2026-02-13T20:23:39.597388] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2026-02-13T20:23:39.597439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:39.597471] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:39.597497] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:39.597553] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:39.655309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:39.656157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:39.656239] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:39.656272] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:39.778238] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:39.778395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:39.778435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:39.778466] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:39.782259] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: DOWN (p=10.07%)
[2026-02-13T20:23:39.782553] [INFO ] [FORECASTER] Completed predict_future for HIG
[2026-02-13T20:23:39.782706] [INFO ] [sig       ] HIG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:39.934651] [INFO ] [LOCAL     ] Saved forecast: HIG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HIG.txt
[2026-02-13T20:23:39.934835] [INFO ] [sig       ] [1460/3406] Completed HIG in 0.4s | 2.83 sym/s | Total: 8.6m | ETA: 11.4m
[2026-02-13T20:23:39.934876] [INFO ] [sig       ] [1461/3406] Forecasting HII...
[2026-02-13T20:23:39.934905] [INFO ] [sig       ] Generating forecast for: HII
[2026-02-13T20:23:39.934934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2026-02-13T20:23:39.946418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2026-02-13T20:23:39.946778] [INFO ] [FORECASTER] Starting predict_future for HII
[2026-02-13T20:23:39.947857] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2026-02-13T20:23:39.947908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:39.947968] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:39.947996] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:39.948053] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:40.006884] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:40.007747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:40.007852] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:40.007885] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:40.138849] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:40.139004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:40.139045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:40.139073] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:40.142491] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: UP (p=99.81%)
[2026-02-13T20:23:40.142795] [INFO ] [FORECASTER] Completed predict_future for HII
[2026-02-13T20:23:40.142942] [INFO ] [sig       ] HII: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:40.292407] [INFO ] [LOCAL     ] Saved forecast: HII	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HII.txt
[2026-02-13T20:23:40.292567] [INFO ] [sig       ] [1461/3406] Completed HII in 0.4s | 2.83 sym/s | Total: 8.6m | ETA: 11.4m
[2026-02-13T20:23:40.292629] [INFO ] [sig       ] [1462/3406] Forecasting HIMS...
[2026-02-13T20:23:40.292659] [INFO ] [sig       ] Generating forecast for: HIMS
[2026-02-13T20:23:40.292689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2026-02-13T20:23:40.304866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMS'.
[2026-02-13T20:23:40.305359] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2026-02-13T20:23:40.306500] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2026-02-13T20:23:40.306559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:40.306626] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:40.306656] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:40.306716] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:40.390500] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:40.391742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:40.391854] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:40.391909] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:40.531430] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:40.531616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:40.531657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:40.531685] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:40.535482] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2026-02-13T20:23:40.535805] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2026-02-13T20:23:40.535941] [INFO ] [sig       ] HIMS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:40.678852] [INFO ] [LOCAL     ] Saved forecast: HIMS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HIMS.txt
[2026-02-13T20:23:40.679015] [INFO ] [sig       ] [1462/3406] Completed HIMS in 0.4s | 2.83 sym/s | Total: 8.6m | ETA: 11.4m
[2026-02-13T20:23:40.679056] [INFO ] [sig       ] [1463/3406] Forecasting HIMX...
[2026-02-13T20:23:40.679085] [INFO ] [sig       ] Generating forecast for: HIMX
[2026-02-13T20:23:40.679115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2026-02-13T20:23:40.690402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2026-02-13T20:23:40.690840] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2026-02-13T20:23:40.691679] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2026-02-13T20:23:40.691740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:40.691773] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:40.691800] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:40.691856] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:40.749993] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:40.750925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:40.751015] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:40.751049] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:40.871783] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:40.871942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:40.871983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:40.872026] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:40.875508] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: DOWN (p=2.06%)
[2026-02-13T20:23:40.875817] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2026-02-13T20:23:40.875951] [INFO ] [sig       ] HIMX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:41.017208] [INFO ] [LOCAL     ] Saved forecast: HIMX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HIMX.txt
[2026-02-13T20:23:41.017339] [INFO ] [sig       ] [1463/3406] Completed HIMX in 0.3s | 2.83 sym/s | Total: 8.6m | ETA: 11.4m
[2026-02-13T20:23:41.017379] [INFO ] [sig       ] [1464/3406] Forecasting HIO...
[2026-02-13T20:23:41.017407] [INFO ] [sig       ] Generating forecast for: HIO
[2026-02-13T20:23:41.017438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2026-02-13T20:23:41.028179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2026-02-13T20:23:41.028496] [INFO ] [FORECASTER] Starting predict_future for HIO
[2026-02-13T20:23:41.029286] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2026-02-13T20:23:41.029339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:41.029370] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:41.029395] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:41.029450] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:41.087997] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:41.088639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:41.088720] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:41.088752] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:41.209650] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:41.209806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:41.209846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:41.209911] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:41.213401] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: UP (p=84.87%)
[2026-02-13T20:23:41.213708] [INFO ] [FORECASTER] Completed predict_future for HIO
[2026-02-13T20:23:41.213840] [INFO ] [sig       ] HIO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:41.361908] [INFO ] [LOCAL     ] Saved forecast: HIO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HIO.txt
[2026-02-13T20:23:41.362077] [INFO ] [sig       ] [1464/3406] Completed HIO in 0.3s | 2.83 sym/s | Total: 8.6m | ETA: 11.4m
[2026-02-13T20:23:41.362120] [INFO ] [sig       ] [1465/3406] Forecasting HIPO...
[2026-02-13T20:23:41.362149] [INFO ] [sig       ] Generating forecast for: HIPO
[2026-02-13T20:23:41.362180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2026-02-13T20:23:41.374775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2026-02-13T20:23:41.375114] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2026-02-13T20:23:41.375923] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2026-02-13T20:23:41.375975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:41.376006] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:41.376033] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:41.376089] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:41.436139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:41.436861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:41.436955] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:41.436989] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:41.562190] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:41.562346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:41.562385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:41.562414] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:41.565913] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: UP (p=95.07%)
[2026-02-13T20:23:41.566204] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2026-02-13T20:23:41.566344] [INFO ] [sig       ] HIPO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:41.706294] [INFO ] [LOCAL     ] Saved forecast: HIPO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HIPO.txt
[2026-02-13T20:23:41.706419] [INFO ] [sig       ] [1465/3406] Completed HIPO in 0.3s | 2.83 sym/s | Total: 8.6m | ETA: 11.4m
[2026-02-13T20:23:41.706457] [INFO ] [sig       ] [1466/3406] Forecasting HITI...
[2026-02-13T20:23:41.706487] [INFO ] [sig       ] Generating forecast for: HITI
[2026-02-13T20:23:41.706514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2026-02-13T20:23:41.718466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2026-02-13T20:23:41.718861] [INFO ] [FORECASTER] Starting predict_future for HITI
[2026-02-13T20:23:41.719669] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2026-02-13T20:23:41.719732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:41.719770] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:41.719797] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:41.719854] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:41.786102] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:41.787214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:41.787322] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:41.787368] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:41.932132] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:41.932296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:41.932337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:41.932367] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:41.936277] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: UP (p=74.59%)
[2026-02-13T20:23:41.936557] [INFO ] [FORECASTER] Completed predict_future for HITI
[2026-02-13T20:23:41.936732] [INFO ] [sig       ] HITI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:42.075560] [INFO ] [LOCAL     ] Saved forecast: HITI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HITI.txt
[2026-02-13T20:23:42.075704] [INFO ] [sig       ] [1466/3406] Completed HITI in 0.4s | 2.83 sym/s | Total: 8.6m | ETA: 11.4m
[2026-02-13T20:23:42.075742] [INFO ] [sig       ] [1467/3406] Forecasting HIVE...
[2026-02-13T20:23:42.075772] [INFO ] [sig       ] Generating forecast for: HIVE
[2026-02-13T20:23:42.075802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2026-02-13T20:23:42.086830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2026-02-13T20:23:42.087145] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2026-02-13T20:23:42.087985] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2026-02-13T20:23:42.088036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:42.088093] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:42.088120] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:42.088175] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:42.145035] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:42.145916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:42.146000] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:42.146034] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:42.266267] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:42.266427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:42.266467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:42.266496] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:42.270496] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: UP (p=94.03%)
[2026-02-13T20:23:42.270829] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2026-02-13T20:23:42.270958] [INFO ] [sig       ] HIVE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:42.415109] [INFO ] [LOCAL     ] Saved forecast: HIVE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HIVE.txt
[2026-02-13T20:23:42.415248] [INFO ] [sig       ] [1467/3406] Completed HIVE in 0.3s | 2.83 sym/s | Total: 8.6m | ETA: 11.4m
[2026-02-13T20:23:42.415287] [INFO ] [sig       ] [1468/3406] Forecasting HIX...
[2026-02-13T20:23:42.415317] [INFO ] [sig       ] Generating forecast for: HIX
[2026-02-13T20:23:42.415347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2026-02-13T20:23:42.427471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2026-02-13T20:23:42.427867] [INFO ] [FORECASTER] Starting predict_future for HIX
[2026-02-13T20:23:42.428667] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2026-02-13T20:23:42.428723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:42.428755] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:42.428782] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:42.428839] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:42.489179] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:42.489995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:42.490077] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:42.490110] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:42.611979] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:42.612149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:42.612196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:42.612226] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:42.616564] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2026-02-13T20:23:42.616921] [INFO ] [FORECASTER] Completed predict_future for HIX
[2026-02-13T20:23:42.617076] [INFO ] [sig       ] HIX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:42.782541] [INFO ] [LOCAL     ] Saved forecast: HIX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HIX.txt
[2026-02-13T20:23:42.782802] [INFO ] [sig       ] [1468/3406] Completed HIX in 0.4s | 2.83 sym/s | Total: 8.6m | ETA: 11.4m
[2026-02-13T20:23:42.782853] [INFO ] [sig       ] [1469/3406] Forecasting HL...
[2026-02-13T20:23:42.782886] [INFO ] [sig       ] Generating forecast for: HL
[2026-02-13T20:23:42.782916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2026-02-13T20:23:42.796388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2026-02-13T20:23:42.796834] [INFO ] [FORECASTER] Starting predict_future for HL
[2026-02-13T20:23:42.797881] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2026-02-13T20:23:42.797936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:42.797969] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:42.797996] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:42.798053] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:42.862945] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:42.863912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:42.864010] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:42.864045] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:42.991930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:42.992090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:42.992132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:42.992163] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:42.995748] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2026-02-13T20:23:42.996236] [INFO ] [FORECASTER] Completed predict_future for HL
[2026-02-13T20:23:42.996369] [INFO ] [sig       ] HL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:43.140302] [INFO ] [LOCAL     ] Saved forecast: HL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HL.txt
[2026-02-13T20:23:43.140445] [INFO ] [sig       ] [1469/3406] Completed HL in 0.4s | 2.83 sym/s | Total: 8.6m | ETA: 11.4m
[2026-02-13T20:23:43.140484] [INFO ] [sig       ] [1470/3406] Forecasting HLAL...
[2026-02-13T20:23:43.140513] [INFO ] [sig       ] Generating forecast for: HLAL
[2026-02-13T20:23:43.140542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2026-02-13T20:23:43.153334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2026-02-13T20:23:43.153717] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2026-02-13T20:23:43.154718] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2026-02-13T20:23:43.154770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:43.154989] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:43.155015] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:43.155072] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:43.214821] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:43.215526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:43.215627] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:43.215662] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:43.343967] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:43.344127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:43.344168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:43.344196] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:43.347645] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: UP (p=90.15%)
[2026-02-13T20:23:43.347935] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2026-02-13T20:23:43.348060] [INFO ] [sig       ] HLAL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:43.487508] [INFO ] [LOCAL     ] Saved forecast: HLAL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HLAL.txt
[2026-02-13T20:23:43.487676] [INFO ] [sig       ] [1470/3406] Completed HLAL in 0.3s | 2.83 sym/s | Total: 8.6m | ETA: 11.4m
[2026-02-13T20:23:43.487720] [INFO ] [sig       ] [1471/3406] Forecasting HLF...
[2026-02-13T20:23:43.487749] [INFO ] [sig       ] Generating forecast for: HLF
[2026-02-13T20:23:43.487786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2026-02-13T20:23:43.505799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLF'.
[2026-02-13T20:23:43.506552] [INFO ] [FORECASTER] Starting predict_future for HLF
[2026-02-13T20:23:43.507968] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2026-02-13T20:23:43.508042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:43.508090] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:43.508130] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:43.508220] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:43.580298] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:43.581860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:43.582231] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:43.582340] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:43.780661] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:43.780976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:43.781029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:43.781060] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:43.785339] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: UP (p=69.47%)
[2026-02-13T20:23:43.785693] [INFO ] [FORECASTER] Completed predict_future for HLF
[2026-02-13T20:23:43.785882] [INFO ] [sig       ] HLF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:43.938884] [INFO ] [LOCAL     ] Saved forecast: HLF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HLF.txt
[2026-02-13T20:23:43.939230] [INFO ] [sig       ] [1471/3406] Completed HLF in 0.5s | 2.83 sym/s | Total: 8.7m | ETA: 11.4m
[2026-02-13T20:23:43.939271] [INFO ] [sig       ] [1472/3406] Forecasting HLI...
[2026-02-13T20:23:43.939300] [INFO ] [sig       ] Generating forecast for: HLI
[2026-02-13T20:23:43.939330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2026-02-13T20:23:43.953288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLI'.
[2026-02-13T20:23:43.953670] [INFO ] [FORECASTER] Starting predict_future for HLI
[2026-02-13T20:23:43.954676] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2026-02-13T20:23:43.954729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:43.954761] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:43.954787] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:43.954844] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:44.011822] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:44.012675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:44.012762] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:44.012795] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:44.132512] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:44.132707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:44.132759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:44.132794] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:44.136261] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=17.54%)
[2026-02-13T20:23:44.136553] [INFO ] [FORECASTER] Completed predict_future for HLI
[2026-02-13T20:23:44.136715] [INFO ] [sig       ] HLI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:44.290208] [INFO ] [LOCAL     ] Saved forecast: HLI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HLI.txt
[2026-02-13T20:23:44.290385] [INFO ] [sig       ] [1472/3406] Completed HLI in 0.4s | 2.83 sym/s | Total: 8.7m | ETA: 11.4m
[2026-02-13T20:23:44.290429] [INFO ] [sig       ] [1473/3406] Forecasting HLIO...
[2026-02-13T20:23:44.290458] [INFO ] [sig       ] Generating forecast for: HLIO
[2026-02-13T20:23:44.290488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2026-02-13T20:23:44.302800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2026-02-13T20:23:44.303208] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2026-02-13T20:23:44.304114] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2026-02-13T20:23:44.304168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:44.304199] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:44.304225] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:44.304282] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:44.370054] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:44.370970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:44.371060] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:44.371094] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:44.507870] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:44.508249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:44.508290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:44.508318] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:44.512029] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2026-02-13T20:23:44.512405] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2026-02-13T20:23:44.512556] [INFO ] [sig       ] HLIO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:44.660197] [INFO ] [LOCAL     ] Saved forecast: HLIO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HLIO.txt
[2026-02-13T20:23:44.660363] [INFO ] [sig       ] [1473/3406] Completed HLIO in 0.4s | 2.83 sym/s | Total: 8.7m | ETA: 11.4m
[2026-02-13T20:23:44.660405] [INFO ] [sig       ] [1474/3406] Forecasting HLLY...
[2026-02-13T20:23:44.660434] [INFO ] [sig       ] Generating forecast for: HLLY
[2026-02-13T20:23:44.660464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2026-02-13T20:23:44.672891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2026-02-13T20:23:44.673315] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2026-02-13T20:23:44.674155] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2026-02-13T20:23:44.674208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:44.674239] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:44.674266] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:44.674322] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:44.731136] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:44.732080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:44.732169] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:44.732202] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:44.860699] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:44.860871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:44.860912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:44.860940] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:44.865206] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: DOWN (p=28.38%)
[2026-02-13T20:23:44.865521] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2026-02-13T20:23:44.865679] [INFO ] [sig       ] HLLY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:45.012938] [INFO ] [LOCAL     ] Saved forecast: HLLY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HLLY.txt
[2026-02-13T20:23:45.013135] [INFO ] [sig       ] [1474/3406] Completed HLLY in 0.4s | 2.83 sym/s | Total: 8.7m | ETA: 11.4m
[2026-02-13T20:23:45.013178] [INFO ] [sig       ] [1475/3406] Forecasting HLMN...
[2026-02-13T20:23:45.013208] [INFO ] [sig       ] Generating forecast for: HLMN
[2026-02-13T20:23:45.013239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2026-02-13T20:23:45.024328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2026-02-13T20:23:45.024751] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2026-02-13T20:23:45.025549] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2026-02-13T20:23:45.025629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:45.025664] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:45.025692] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:45.025748] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:45.086144] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:45.087078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:45.087171] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:45.087205] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:45.207899] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:45.208083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:45.208125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:45.208154] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:45.211793] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2026-02-13T20:23:45.212093] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2026-02-13T20:23:45.212227] [INFO ] [sig       ] HLMN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:45.358226] [INFO ] [LOCAL     ] Saved forecast: HLMN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HLMN.txt
[2026-02-13T20:23:45.358412] [INFO ] [sig       ] [1475/3406] Completed HLMN in 0.3s | 2.83 sym/s | Total: 8.7m | ETA: 11.4m
[2026-02-13T20:23:45.358453] [INFO ] [sig       ] [1476/3406] Forecasting HLN...
[2026-02-13T20:23:45.358483] [INFO ] [sig       ] Generating forecast for: HLN
[2026-02-13T20:23:45.358514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2026-02-13T20:23:45.371053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2026-02-13T20:23:45.371466] [INFO ] [FORECASTER] Starting predict_future for HLN
[2026-02-13T20:23:45.372376] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2026-02-13T20:23:45.372441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:45.372476] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:45.372503] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:45.372560] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:45.432417] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:45.433392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:45.433481] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:45.433515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:45.556126] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:45.556297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:45.556337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:45.556365] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:45.560212] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2026-02-13T20:23:45.560620] [INFO ] [FORECASTER] Completed predict_future for HLN
[2026-02-13T20:23:45.560768] [INFO ] [sig       ] HLN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:45.702285] [INFO ] [LOCAL     ] Saved forecast: HLN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HLN.txt
[2026-02-13T20:23:45.702444] [INFO ] [sig       ] [1476/3406] Completed HLN in 0.3s | 2.83 sym/s | Total: 8.7m | ETA: 11.4m
[2026-02-13T20:23:45.702484] [INFO ] [sig       ] [1477/3406] Forecasting HLNE...
[2026-02-13T20:23:45.702513] [INFO ] [sig       ] Generating forecast for: HLNE
[2026-02-13T20:23:45.702542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2026-02-13T20:23:45.714356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLNE'.
[2026-02-13T20:23:45.714757] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2026-02-13T20:23:45.715546] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2026-02-13T20:23:45.715617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:45.715651] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:45.715677] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:45.715737] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:45.788059] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:45.788999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:45.789094] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:45.789127] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:45.904917] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:45.905082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:45.905123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:45.905154] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:45.908632] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: UP (p=62.07%)
[2026-02-13T20:23:45.908964] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2026-02-13T20:23:45.909101] [INFO ] [sig       ] HLNE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:46.058382] [INFO ] [LOCAL     ] Saved forecast: HLNE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HLNE.txt
[2026-02-13T20:23:46.058549] [INFO ] [sig       ] [1477/3406] Completed HLNE in 0.4s | 2.83 sym/s | Total: 8.7m | ETA: 11.3m
[2026-02-13T20:23:46.058612] [INFO ] [sig       ] [1478/3406] Forecasting HLX...
[2026-02-13T20:23:46.058643] [INFO ] [sig       ] Generating forecast for: HLX
[2026-02-13T20:23:46.058677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2026-02-13T20:23:46.070246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2026-02-13T20:23:46.070673] [INFO ] [FORECASTER] Starting predict_future for HLX
[2026-02-13T20:23:46.071536] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2026-02-13T20:23:46.071618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:46.071687] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:46.071718] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:46.071809] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:46.131407] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:46.132348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:46.132437] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:46.132471] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:46.256142] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:46.256307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:46.256346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:46.256375] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:46.259921] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: DOWN (p=40.49%)
[2026-02-13T20:23:46.260224] [INFO ] [FORECASTER] Completed predict_future for HLX
[2026-02-13T20:23:46.260362] [INFO ] [sig       ] HLX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:46.399449] [INFO ] [LOCAL     ] Saved forecast: HLX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HLX.txt
[2026-02-13T20:23:46.399601] [INFO ] [sig       ] [1478/3406] Completed HLX in 0.3s | 2.83 sym/s | Total: 8.7m | ETA: 11.3m
[2026-02-13T20:23:46.399645] [INFO ] [sig       ] [1479/3406] Forecasting HMC...
[2026-02-13T20:23:46.399674] [INFO ] [sig       ] Generating forecast for: HMC
[2026-02-13T20:23:46.399704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2026-02-13T20:23:46.410666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2026-02-13T20:23:46.411043] [INFO ] [FORECASTER] Starting predict_future for HMC
[2026-02-13T20:23:46.411937] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2026-02-13T20:23:46.411991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:46.412022] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:46.412049] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:46.412104] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:46.470302] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:46.471088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:46.471171] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:46.471203] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:46.596953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:46.597112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:46.597153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:46.597182] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:46.600805] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2026-02-13T20:23:46.601128] [INFO ] [FORECASTER] Completed predict_future for HMC
[2026-02-13T20:23:46.601262] [INFO ] [sig       ] HMC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:46.741047] [INFO ] [LOCAL     ] Saved forecast: HMC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HMC.txt
[2026-02-13T20:23:46.741209] [INFO ] [sig       ] [1479/3406] Completed HMC in 0.3s | 2.83 sym/s | Total: 8.7m | ETA: 11.3m
[2026-02-13T20:23:46.741252] [INFO ] [sig       ] [1480/3406] Forecasting HMN...
[2026-02-13T20:23:46.741290] [INFO ] [sig       ] Generating forecast for: HMN
[2026-02-13T20:23:46.741358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2026-02-13T20:23:46.752854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMN'.
[2026-02-13T20:23:46.753229] [INFO ] [FORECASTER] Starting predict_future for HMN
[2026-02-13T20:23:46.754064] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2026-02-13T20:23:46.754131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:46.754165] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:46.754192] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:46.754249] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:46.827042] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:46.828205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:46.828306] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:46.828340] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:46.974740] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:46.974913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:46.974955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:46.974985] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:46.979288] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=21.23%)
[2026-02-13T20:23:46.979654] [INFO ] [FORECASTER] Completed predict_future for HMN
[2026-02-13T20:23:46.979801] [INFO ] [sig       ] HMN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:47.125405] [INFO ] [LOCAL     ] Saved forecast: HMN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HMN.txt
[2026-02-13T20:23:47.125559] [INFO ] [sig       ] [1480/3406] Completed HMN in 0.4s | 2.83 sym/s | Total: 8.7m | ETA: 11.3m
[2026-02-13T20:23:47.125618] [INFO ] [sig       ] [1481/3406] Forecasting HMY...
[2026-02-13T20:23:47.125649] [INFO ] [sig       ] Generating forecast for: HMY
[2026-02-13T20:23:47.125680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2026-02-13T20:23:47.137689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2026-02-13T20:23:47.138061] [INFO ] [FORECASTER] Starting predict_future for HMY
[2026-02-13T20:23:47.138871] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2026-02-13T20:23:47.138924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:47.138955] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:47.138980] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:47.139051] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:47.197720] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:47.198788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:47.198887] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:47.198919] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:47.322952] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:47.323112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:47.323151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:47.323179] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:47.326855] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=51.19%)
[2026-02-13T20:23:47.327149] [INFO ] [FORECASTER] Completed predict_future for HMY
[2026-02-13T20:23:47.327313] [INFO ] [sig       ] HMY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:47.471282] [INFO ] [LOCAL     ] Saved forecast: HMY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HMY.txt
[2026-02-13T20:23:47.471458] [INFO ] [sig       ] [1481/3406] Completed HMY in 0.3s | 2.83 sym/s | Total: 8.7m | ETA: 11.3m
[2026-02-13T20:23:47.471509] [INFO ] [sig       ] [1482/3406] Forecasting HNDL...
[2026-02-13T20:23:47.471550] [INFO ] [sig       ] Generating forecast for: HNDL
[2026-02-13T20:23:47.471613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2026-02-13T20:23:47.483518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNDL'.
[2026-02-13T20:23:47.483914] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2026-02-13T20:23:47.484731] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2026-02-13T20:23:47.484783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:47.484815] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:47.484843] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:47.484900] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:47.549548] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:47.550372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:47.550455] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:47.550488] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:47.680792] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:47.680956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:47.680998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:47.681027] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:47.684917] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=0.06%)
[2026-02-13T20:23:47.685218] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2026-02-13T20:23:47.685357] [INFO ] [sig       ] HNDL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:47.830311] [INFO ] [LOCAL     ] Saved forecast: HNDL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HNDL.txt
[2026-02-13T20:23:47.830481] [INFO ] [sig       ] [1482/3406] Completed HNDL in 0.4s | 2.83 sym/s | Total: 8.7m | ETA: 11.3m
[2026-02-13T20:23:47.830522] [INFO ] [sig       ] [1483/3406] Forecasting HNI...
[2026-02-13T20:23:47.830551] [INFO ] [sig       ] Generating forecast for: HNI
[2026-02-13T20:23:47.830606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2026-02-13T20:23:47.846519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2026-02-13T20:23:47.847040] [INFO ] [FORECASTER] Starting predict_future for HNI
[2026-02-13T20:23:47.848301] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2026-02-13T20:23:47.848374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:47.848426] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:47.848472] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:47.848565] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:47.920654] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:47.921566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:47.921671] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:47.921706] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:48.045876] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:48.046033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:48.046075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:48.046105] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:48.049664] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=21.19%)
[2026-02-13T20:23:48.049985] [INFO ] [FORECASTER] Completed predict_future for HNI
[2026-02-13T20:23:48.050120] [INFO ] [sig       ] HNI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:48.204566] [INFO ] [LOCAL     ] Saved forecast: HNI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HNI.txt
[2026-02-13T20:23:48.204762] [INFO ] [sig       ] [1483/3406] Completed HNI in 0.4s | 2.83 sym/s | Total: 8.7m | ETA: 11.3m
[2026-02-13T20:23:48.204818] [INFO ] [sig       ] [1484/3406] Forecasting HNRG...
[2026-02-13T20:23:48.204854] [INFO ] [sig       ] Generating forecast for: HNRG
[2026-02-13T20:23:48.204892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2026-02-13T20:23:48.217730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2026-02-13T20:23:48.218158] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2026-02-13T20:23:48.219010] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2026-02-13T20:23:48.219063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:48.219096] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:48.219123] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:48.219181] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:48.276149] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:48.276880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:48.276961] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:48.276995] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:48.397967] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:48.398125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:48.398164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:48.398191] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:48.401632] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: UP (p=94.56%)
[2026-02-13T20:23:48.401914] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2026-02-13T20:23:48.402043] [INFO ] [sig       ] HNRG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:48.552082] [INFO ] [LOCAL     ] Saved forecast: HNRG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HNRG.txt
[2026-02-13T20:23:48.552261] [INFO ] [sig       ] [1484/3406] Completed HNRG in 0.3s | 2.83 sym/s | Total: 8.7m | ETA: 11.3m
[2026-02-13T20:23:48.552305] [INFO ] [sig       ] [1485/3406] Forecasting HOG...
[2026-02-13T20:23:48.552334] [INFO ] [sig       ] Generating forecast for: HOG
[2026-02-13T20:23:48.552364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2026-02-13T20:23:48.563423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOG'.
[2026-02-13T20:23:48.563832] [INFO ] [FORECASTER] Starting predict_future for HOG
[2026-02-13T20:23:48.564727] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2026-02-13T20:23:48.564783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:48.564815] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:48.564843] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:48.564901] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:48.623173] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:48.624107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:48.624194] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:48.624229] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:48.758097] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:48.758285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:48.758327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:48.758355] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:48.762005] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: UP (p=77.82%)
[2026-02-13T20:23:48.762376] [INFO ] [FORECASTER] Completed predict_future for HOG
[2026-02-13T20:23:48.762565] [INFO ] [sig       ] HOG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:48.907177] [INFO ] [LOCAL     ] Saved forecast: HOG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HOG.txt
[2026-02-13T20:23:48.907350] [INFO ] [sig       ] [1485/3406] Completed HOG in 0.4s | 2.83 sym/s | Total: 8.7m | ETA: 11.3m
[2026-02-13T20:23:48.907390] [INFO ] [sig       ] [1486/3406] Forecasting HOLO...
[2026-02-13T20:23:48.907419] [INFO ] [sig       ] Generating forecast for: HOLO
[2026-02-13T20:23:48.907451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2026-02-13T20:23:48.919048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2026-02-13T20:23:48.919481] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2026-02-13T20:23:48.920396] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2026-02-13T20:23:48.920450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:48.920481] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:48.920508] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:48.920565] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:48.978434] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:48.979367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:48.979451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:48.979484] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:49.102367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:49.102540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:49.102602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:49.102634] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:49.106395] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=28.74%)
[2026-02-13T20:23:49.106866] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2026-02-13T20:23:49.107037] [INFO ] [sig       ] HOLO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:49.252017] [INFO ] [LOCAL     ] Saved forecast: HOLO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HOLO.txt
[2026-02-13T20:23:49.252180] [INFO ] [sig       ] [1486/3406] Completed HOLO in 0.3s | 2.83 sym/s | Total: 8.7m | ETA: 11.3m
[2026-02-13T20:23:49.252219] [INFO ] [sig       ] [1487/3406] Forecasting HOLX...
[2026-02-13T20:23:49.252250] [INFO ] [sig       ] Generating forecast for: HOLX
[2026-02-13T20:23:49.252279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2026-02-13T20:23:49.263436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2026-02-13T20:23:49.263843] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2026-02-13T20:23:49.264651] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2026-02-13T20:23:49.264702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:49.264734] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:49.264760] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:49.264816] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:49.323332] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:49.324222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:49.324307] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:49.324340] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:49.450405] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:49.450567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:49.450645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:49.450675] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:49.454146] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: UP (p=87.62%)
[2026-02-13T20:23:49.454428] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2026-02-13T20:23:49.454557] [INFO ] [sig       ] HOLX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:49.596934] [INFO ] [LOCAL     ] Saved forecast: HOLX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HOLX.txt
[2026-02-13T20:23:49.597104] [INFO ] [sig       ] [1487/3406] Completed HOLX in 0.3s | 2.83 sym/s | Total: 8.7m | ETA: 11.3m
[2026-02-13T20:23:49.597144] [INFO ] [sig       ] [1488/3406] Forecasting HOMB...
[2026-02-13T20:23:49.597174] [INFO ] [sig       ] Generating forecast for: HOMB
[2026-02-13T20:23:49.597203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2026-02-13T20:23:49.609020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOMB'.
[2026-02-13T20:23:49.609433] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2026-02-13T20:23:49.610320] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2026-02-13T20:23:49.610375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:49.610407] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:49.610436] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:49.610494] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:49.666755] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:49.667719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:49.667852] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:49.667913] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:49.791810] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:49.791971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:49.792011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:49.792041] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:49.795541] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: DOWN (p=16.01%)
[2026-02-13T20:23:49.795848] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2026-02-13T20:23:49.795982] [INFO ] [sig       ] HOMB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:49.943620] [INFO ] [LOCAL     ] Saved forecast: HOMB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HOMB.txt
[2026-02-13T20:23:49.943795] [INFO ] [sig       ] [1488/3406] Completed HOMB in 0.3s | 2.83 sym/s | Total: 8.8m | ETA: 11.3m
[2026-02-13T20:23:49.943836] [INFO ] [sig       ] [1489/3406] Forecasting HON...
[2026-02-13T20:23:49.943868] [INFO ] [sig       ] Generating forecast for: HON
[2026-02-13T20:23:49.943904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2026-02-13T20:23:49.955964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2026-02-13T20:23:49.956340] [INFO ] [FORECASTER] Starting predict_future for HON
[2026-02-13T20:23:49.957145] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2026-02-13T20:23:49.957198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:49.957230] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:49.957257] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:49.957314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:50.015016] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:50.015944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:50.016031] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:50.016065] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:50.145489] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:50.145670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:50.145712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:50.145740] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:50.150263] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: DOWN (p=46.59%)
[2026-02-13T20:23:50.150548] [INFO ] [FORECASTER] Completed predict_future for HON
[2026-02-13T20:23:50.150697] [INFO ] [sig       ] HON: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:50.289760] [INFO ] [LOCAL     ] Saved forecast: HON	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HON.txt
[2026-02-13T20:23:50.289915] [INFO ] [sig       ] [1489/3406] Completed HON in 0.3s | 2.83 sym/s | Total: 8.8m | ETA: 11.3m
[2026-02-13T20:23:50.289962] [INFO ] [sig       ] [1490/3406] Forecasting HOOD...
[2026-02-13T20:23:50.289999] [INFO ] [sig       ] Generating forecast for: HOOD
[2026-02-13T20:23:50.290034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2026-02-13T20:23:50.302314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2026-02-13T20:23:50.302699] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2026-02-13T20:23:50.303508] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2026-02-13T20:23:50.303560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:50.303643] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:50.303676] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:50.303735] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:50.361054] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:50.361840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:50.361925] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:50.361957] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:50.488079] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:50.488248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:50.488479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:50.488508] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:50.492295] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: UP (p=89.48%)
[2026-02-13T20:23:50.492603] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2026-02-13T20:23:50.492742] [INFO ] [sig       ] HOOD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:50.634623] [INFO ] [LOCAL     ] Saved forecast: HOOD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HOOD.txt
[2026-02-13T20:23:50.634765] [INFO ] [sig       ] [1490/3406] Completed HOOD in 0.3s | 2.83 sym/s | Total: 8.8m | ETA: 11.3m
[2026-02-13T20:23:50.634804] [INFO ] [sig       ] [1491/3406] Forecasting HOPE...
[2026-02-13T20:23:50.634833] [INFO ] [sig       ] Generating forecast for: HOPE
[2026-02-13T20:23:50.634864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2026-02-13T20:23:50.646817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2026-02-13T20:23:50.647222] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2026-02-13T20:23:50.648160] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2026-02-13T20:23:50.648215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:50.648262] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:50.648291] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:50.648349] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:50.715234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:50.716092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:50.716180] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:50.716214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:50.837655] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:50.837813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:50.837860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:50.837896] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:50.841273] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: UP (p=58.30%)
[2026-02-13T20:23:50.841551] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2026-02-13T20:23:50.841701] [INFO ] [sig       ] HOPE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:50.984265] [INFO ] [LOCAL     ] Saved forecast: HOPE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HOPE.txt
[2026-02-13T20:23:50.984429] [INFO ] [sig       ] [1491/3406] Completed HOPE in 0.3s | 2.83 sym/s | Total: 8.8m | ETA: 11.3m
[2026-02-13T20:23:50.984470] [INFO ] [sig       ] [1492/3406] Forecasting HP...
[2026-02-13T20:23:50.984499] [INFO ] [sig       ] Generating forecast for: HP
[2026-02-13T20:23:50.984530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2026-02-13T20:23:50.995746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2026-02-13T20:23:50.996139] [INFO ] [FORECASTER] Starting predict_future for HP
[2026-02-13T20:23:50.997040] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2026-02-13T20:23:50.997096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:50.997130] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:50.997157] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:50.997215] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:51.056205] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:51.056946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:51.057030] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:51.057064] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:51.180464] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:51.180632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:51.180674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:51.180702] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:51.184088] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2026-02-13T20:23:51.184369] [INFO ] [FORECASTER] Completed predict_future for HP
[2026-02-13T20:23:51.184498] [INFO ] [sig       ] HP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:51.327464] [INFO ] [LOCAL     ] Saved forecast: HP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HP.txt
[2026-02-13T20:23:51.327640] [INFO ] [sig       ] [1492/3406] Completed HP in 0.3s | 2.83 sym/s | Total: 8.8m | ETA: 11.3m
[2026-02-13T20:23:51.327686] [INFO ] [sig       ] [1493/3406] Forecasting HPE...
[2026-02-13T20:23:51.327717] [INFO ] [sig       ] Generating forecast for: HPE
[2026-02-13T20:23:51.327749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2026-02-13T20:23:51.339704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2026-02-13T20:23:51.340116] [INFO ] [FORECASTER] Starting predict_future for HPE
[2026-02-13T20:23:51.340981] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2026-02-13T20:23:51.341036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:51.341069] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:51.341096] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:51.341152] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:51.400184] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:51.400911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:51.400993] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:51.401028] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:51.521930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:51.522080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:51.522119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:51.522148] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:51.525530] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: UP (p=90.45%)
[2026-02-13T20:23:51.525826] [INFO ] [FORECASTER] Completed predict_future for HPE
[2026-02-13T20:23:51.525953] [INFO ] [sig       ] HPE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:51.665347] [INFO ] [LOCAL     ] Saved forecast: HPE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HPE.txt
[2026-02-13T20:23:51.665470] [INFO ] [sig       ] [1493/3406] Completed HPE in 0.3s | 2.83 sym/s | Total: 8.8m | ETA: 11.3m
[2026-02-13T20:23:51.665508] [INFO ] [sig       ] [1494/3406] Forecasting HPF...
[2026-02-13T20:23:51.665539] [INFO ] [sig       ] Generating forecast for: HPF
[2026-02-13T20:23:51.665568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2026-02-13T20:23:51.676438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2026-02-13T20:23:51.676787] [INFO ] [FORECASTER] Starting predict_future for HPF
[2026-02-13T20:23:51.677656] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2026-02-13T20:23:51.677711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:51.677745] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:51.677772] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:51.677831] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:51.737698] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:51.738626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:51.738709] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:51.738741] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:51.858729] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:51.858894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:51.858943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:51.858981] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:51.862591] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: DOWN (p=7.31%)
[2026-02-13T20:23:51.862918] [INFO ] [FORECASTER] Completed predict_future for HPF
[2026-02-13T20:23:51.863070] [INFO ] [sig       ] HPF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:52.008146] [INFO ] [LOCAL     ] Saved forecast: HPF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HPF.txt
[2026-02-13T20:23:52.008286] [INFO ] [sig       ] [1494/3406] Completed HPF in 0.3s | 2.83 sym/s | Total: 8.8m | ETA: 11.2m
[2026-02-13T20:23:52.008324] [INFO ] [sig       ] [1495/3406] Forecasting HPI...
[2026-02-13T20:23:52.008361] [INFO ] [sig       ] Generating forecast for: HPI
[2026-02-13T20:23:52.008392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2026-02-13T20:23:52.020450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2026-02-13T20:23:52.020863] [INFO ] [FORECASTER] Starting predict_future for HPI
[2026-02-13T20:23:52.021758] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2026-02-13T20:23:52.021813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:52.021875] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:52.021906] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:52.021968] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:52.083225] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:52.084034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:52.084118] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:52.084153] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:52.208119] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:52.208276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:52.208318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:52.208361] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:52.212011] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=53.57%)
[2026-02-13T20:23:52.212302] [INFO ] [FORECASTER] Completed predict_future for HPI
[2026-02-13T20:23:52.212436] [INFO ] [sig       ] HPI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:52.355478] [INFO ] [LOCAL     ] Saved forecast: HPI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HPI.txt
[2026-02-13T20:23:52.355630] [INFO ] [sig       ] [1495/3406] Completed HPI in 0.3s | 2.83 sym/s | Total: 8.8m | ETA: 11.2m
[2026-02-13T20:23:52.355672] [INFO ] [sig       ] [1496/3406] Forecasting HPK...
[2026-02-13T20:23:52.355702] [INFO ] [sig       ] Generating forecast for: HPK
[2026-02-13T20:23:52.355733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2026-02-13T20:23:52.367056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2026-02-13T20:23:52.367409] [INFO ] [FORECASTER] Starting predict_future for HPK
[2026-02-13T20:23:52.368340] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2026-02-13T20:23:52.368394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:52.368426] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:52.368453] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:52.368509] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:52.432266] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:52.433193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:52.433283] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:52.433322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:52.561401] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:52.561559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:52.561620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:52.561650] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:52.565235] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=31.48%)
[2026-02-13T20:23:52.565522] [INFO ] [FORECASTER] Completed predict_future for HPK
[2026-02-13T20:23:52.565673] [INFO ] [sig       ] HPK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:52.709172] [INFO ] [LOCAL     ] Saved forecast: HPK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HPK.txt
[2026-02-13T20:23:52.709309] [INFO ] [sig       ] [1496/3406] Completed HPK in 0.4s | 2.83 sym/s | Total: 8.8m | ETA: 11.2m
[2026-02-13T20:23:52.709347] [INFO ] [sig       ] [1497/3406] Forecasting HPP...
[2026-02-13T20:23:52.709377] [INFO ] [sig       ] Generating forecast for: HPP
[2026-02-13T20:23:52.709407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2026-02-13T20:23:52.720700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2026-02-13T20:23:52.721050] [INFO ] [FORECASTER] Starting predict_future for HPP
[2026-02-13T20:23:52.721893] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2026-02-13T20:23:52.721946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:52.721978] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:52.722004] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:52.722062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:52.784139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:52.784945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:52.785032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:52.785066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:52.910986] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:52.911150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:52.911192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:52.911221] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:52.914813] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=49.08%)
[2026-02-13T20:23:52.915101] [INFO ] [FORECASTER] Completed predict_future for HPP
[2026-02-13T20:23:52.915233] [INFO ] [sig       ] HPP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:53.063142] [INFO ] [LOCAL     ] Saved forecast: HPP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HPP.txt
[2026-02-13T20:23:53.063292] [INFO ] [sig       ] [1497/3406] Completed HPP in 0.4s | 2.83 sym/s | Total: 8.8m | ETA: 11.2m
[2026-02-13T20:23:53.063333] [INFO ] [sig       ] [1498/3406] Forecasting HPQ...
[2026-02-13T20:23:53.063363] [INFO ] [sig       ] Generating forecast for: HPQ
[2026-02-13T20:23:53.063395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2026-02-13T20:23:53.076024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2026-02-13T20:23:53.076393] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2026-02-13T20:23:53.077392] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2026-02-13T20:23:53.077445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:53.077476] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:53.077502] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:53.077558] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:53.137801] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:53.138567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:53.138674] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:53.138710] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:53.265150] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:53.265528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:53.265603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:53.265665] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:53.270163] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: UP (p=55.35%)
[2026-02-13T20:23:53.270727] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2026-02-13T20:23:53.270875] [INFO ] [sig       ] HPQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:53.434661] [INFO ] [LOCAL     ] Saved forecast: HPQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HPQ.txt
[2026-02-13T20:23:53.434816] [INFO ] [sig       ] [1498/3406] Completed HPQ in 0.4s | 2.83 sym/s | Total: 8.8m | ETA: 11.2m
[2026-02-13T20:23:53.434862] [INFO ] [sig       ] [1499/3406] Forecasting HPS...
[2026-02-13T20:23:53.434900] [INFO ] [sig       ] Generating forecast for: HPS
[2026-02-13T20:23:53.434942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2026-02-13T20:23:53.446632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2026-02-13T20:23:53.446970] [INFO ] [FORECASTER] Starting predict_future for HPS
[2026-02-13T20:23:53.447817] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2026-02-13T20:23:53.447870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:53.447903] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:53.447930] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:53.447986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:53.508709] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:53.509621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:53.509705] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:53.509739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:53.635269] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:53.635428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:53.635471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:53.635501] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:53.639077] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=77.86%)
[2026-02-13T20:23:53.639361] [INFO ] [FORECASTER] Completed predict_future for HPS
[2026-02-13T20:23:53.639493] [INFO ] [sig       ] HPS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:53.786335] [INFO ] [LOCAL     ] Saved forecast: HPS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HPS.txt
[2026-02-13T20:23:53.786472] [INFO ] [sig       ] [1499/3406] Completed HPS in 0.4s | 2.83 sym/s | Total: 8.8m | ETA: 11.2m
[2026-02-13T20:23:53.786510] [INFO ] [sig       ] [1500/3406] Forecasting HQI...
[2026-02-13T20:23:53.786540] [INFO ] [sig       ] Generating forecast for: HQI
[2026-02-13T20:23:53.786592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2026-02-13T20:23:53.797731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2026-02-13T20:23:53.798109] [INFO ] [FORECASTER] Starting predict_future for HQI
[2026-02-13T20:23:53.799311] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2026-02-13T20:23:53.799363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:53.799394] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:53.799419] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:53.799474] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:53.858680] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:53.859547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:53.859651] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:53.859687] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:53.970917] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:53.971083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:53.971126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:53.971155] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:53.974697] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: UP (p=97.44%)
[2026-02-13T20:23:53.974987] [INFO ] [FORECASTER] Completed predict_future for HQI
[2026-02-13T20:23:53.975119] [INFO ] [sig       ] HQI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:54.118281] [INFO ] [LOCAL     ] Saved forecast: HQI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HQI.txt
[2026-02-13T20:23:54.118419] [INFO ] [sig       ] [1500/3406] Completed HQI in 0.3s | 2.83 sym/s | Total: 8.8m | ETA: 11.2m
[2026-02-13T20:23:54.118457] [INFO ] [sig       ] [1501/3406] Forecasting HQL...
[2026-02-13T20:23:54.118485] [INFO ] [sig       ] Generating forecast for: HQL
[2026-02-13T20:23:54.118514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2026-02-13T20:23:54.131206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2026-02-13T20:23:54.131600] [INFO ] [FORECASTER] Starting predict_future for HQL
[2026-02-13T20:23:54.132398] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2026-02-13T20:23:54.132450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:54.132482] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:54.132508] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:54.132564] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:54.192264] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:54.193058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:54.193143] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:54.193177] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:54.318195] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:54.318354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:54.318395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:54.318424] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:54.322068] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=74.86%)
[2026-02-13T20:23:54.322357] [INFO ] [FORECASTER] Completed predict_future for HQL
[2026-02-13T20:23:54.322490] [INFO ] [sig       ] HQL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:54.467456] [INFO ] [LOCAL     ] Saved forecast: HQL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HQL.txt
[2026-02-13T20:23:54.467631] [INFO ] [sig       ] [1501/3406] Completed HQL in 0.3s | 2.83 sym/s | Total: 8.8m | ETA: 11.2m
[2026-02-13T20:23:54.467679] [INFO ] [sig       ] [1502/3406] Forecasting HQY...
[2026-02-13T20:23:54.467708] [INFO ] [sig       ] Generating forecast for: HQY
[2026-02-13T20:23:54.467738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2026-02-13T20:23:54.479460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2026-02-13T20:23:54.479861] [INFO ] [FORECASTER] Starting predict_future for HQY
[2026-02-13T20:23:54.480699] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2026-02-13T20:23:54.480754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:54.480787] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:54.480816] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:54.480873] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:54.541515] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:54.542173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:54.542253] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:54.542286] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:54.667042] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:54.667385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:54.667427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:54.667458] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:54.671021] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: DOWN (p=9.94%)
[2026-02-13T20:23:54.671505] [INFO ] [FORECASTER] Completed predict_future for HQY
[2026-02-13T20:23:54.671655] [INFO ] [sig       ] HQY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:54.812732] [INFO ] [LOCAL     ] Saved forecast: HQY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HQY.txt
[2026-02-13T20:23:54.812870] [INFO ] [sig       ] [1502/3406] Completed HQY in 0.3s | 2.83 sym/s | Total: 8.8m | ETA: 11.2m
[2026-02-13T20:23:54.812917] [INFO ] [sig       ] [1503/3406] Forecasting HRB...
[2026-02-13T20:23:54.812953] [INFO ] [sig       ] Generating forecast for: HRB
[2026-02-13T20:23:54.812989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2026-02-13T20:23:54.824735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2026-02-13T20:23:54.825122] [INFO ] [FORECASTER] Starting predict_future for HRB
[2026-02-13T20:23:54.825954] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2026-02-13T20:23:54.826021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:54.826061] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:54.826091] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:54.826150] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:54.885232] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:54.885960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:54.886042] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:54.886076] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:55.015730] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:55.015907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:55.015953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:55.015983] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:55.019639] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=52.41%)
[2026-02-13T20:23:55.019939] [INFO ] [FORECASTER] Completed predict_future for HRB
[2026-02-13T20:23:55.020090] [INFO ] [sig       ] HRB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:55.162882] [INFO ] [LOCAL     ] Saved forecast: HRB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HRB.txt
[2026-02-13T20:23:55.163045] [INFO ] [sig       ] [1503/3406] Completed HRB in 0.4s | 2.83 sym/s | Total: 8.8m | ETA: 11.2m
[2026-02-13T20:23:55.163094] [INFO ] [sig       ] [1504/3406] Forecasting HRL...
[2026-02-13T20:23:55.163126] [INFO ] [sig       ] Generating forecast for: HRL
[2026-02-13T20:23:55.163167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2026-02-13T20:23:55.175103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2026-02-13T20:23:55.175451] [INFO ] [FORECASTER] Starting predict_future for HRL
[2026-02-13T20:23:55.176290] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2026-02-13T20:23:55.176359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:55.176401] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:55.176430] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:55.176510] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:55.247529] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:55.248781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:55.248898] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:55.248935] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:55.375168] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:55.375523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:55.375564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:55.375614] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:55.380525] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: DOWN (p=27.46%)
[2026-02-13T20:23:55.380957] [INFO ] [FORECASTER] Completed predict_future for HRL
[2026-02-13T20:23:55.381109] [INFO ] [sig       ] HRL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:55.525508] [INFO ] [LOCAL     ] Saved forecast: HRL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HRL.txt
[2026-02-13T20:23:55.525664] [INFO ] [sig       ] [1504/3406] Completed HRL in 0.4s | 2.83 sym/s | Total: 8.8m | ETA: 11.2m
[2026-02-13T20:23:55.525704] [INFO ] [sig       ] [1505/3406] Forecasting HRMY...
[2026-02-13T20:23:55.525735] [INFO ] [sig       ] Generating forecast for: HRMY
[2026-02-13T20:23:55.525764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2026-02-13T20:23:55.537492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2026-02-13T20:23:55.537965] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2026-02-13T20:23:55.538986] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2026-02-13T20:23:55.539040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:55.539071] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:55.539098] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:55.539155] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:55.599885] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:55.600813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:55.600912] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:55.600945] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:55.723349] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:55.723523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:55.723566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:55.723620] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:55.727410] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2026-02-13T20:23:55.727829] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2026-02-13T20:23:55.727994] [INFO ] [sig       ] HRMY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:55.890545] [INFO ] [LOCAL     ] Saved forecast: HRMY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HRMY.txt
[2026-02-13T20:23:55.890729] [INFO ] [sig       ] [1505/3406] Completed HRMY in 0.4s | 2.83 sym/s | Total: 8.9m | ETA: 11.2m
[2026-02-13T20:23:55.890777] [INFO ] [sig       ] [1506/3406] Forecasting HRTG...
[2026-02-13T20:23:55.890809] [INFO ] [sig       ] Generating forecast for: HRTG
[2026-02-13T20:23:55.890840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2026-02-13T20:23:55.903476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2026-02-13T20:23:55.903896] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2026-02-13T20:23:55.904702] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2026-02-13T20:23:55.904755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:55.904787] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:55.904814] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:55.904870] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:55.963371] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:55.964329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:55.964418] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:55.964451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:56.092109] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:56.092277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:56.092318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:56.092347] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:56.095953] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: DOWN (p=13.89%)
[2026-02-13T20:23:56.096301] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2026-02-13T20:23:56.096445] [INFO ] [sig       ] HRTG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:56.238898] [INFO ] [LOCAL     ] Saved forecast: HRTG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HRTG.txt
[2026-02-13T20:23:56.239065] [INFO ] [sig       ] [1506/3406] Completed HRTG in 0.3s | 2.83 sym/s | Total: 8.9m | ETA: 11.2m
[2026-02-13T20:23:56.239115] [INFO ] [sig       ] [1507/3406] Forecasting HRTX...
[2026-02-13T20:23:56.239148] [INFO ] [sig       ] Generating forecast for: HRTX
[2026-02-13T20:23:56.239181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2026-02-13T20:23:56.252476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2026-02-13T20:23:56.252911] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2026-02-13T20:23:56.253733] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2026-02-13T20:23:56.253787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:56.253818] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:56.253845] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:56.253906] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:56.314273] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:56.315381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:56.315468] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:56.315500] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:56.449412] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:56.449593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:56.449636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:56.449664] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:56.453149] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: DOWN (p=14.16%)
[2026-02-13T20:23:56.453487] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2026-02-13T20:23:56.453650] [INFO ] [sig       ] HRTX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:56.603567] [INFO ] [LOCAL     ] Saved forecast: HRTX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HRTX.txt
[2026-02-13T20:23:56.603771] [INFO ] [sig       ] [1507/3406] Completed HRTX in 0.4s | 2.83 sym/s | Total: 8.9m | ETA: 11.2m
[2026-02-13T20:23:56.603831] [INFO ] [sig       ] [1508/3406] Forecasting HRZN...
[2026-02-13T20:23:56.603865] [INFO ] [sig       ] Generating forecast for: HRZN
[2026-02-13T20:23:56.603897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2026-02-13T20:23:56.616446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRZN'.
[2026-02-13T20:23:56.616845] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2026-02-13T20:23:56.617722] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2026-02-13T20:23:56.617776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:56.617809] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:56.617835] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:56.617893] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:56.677052] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:56.678002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:56.678104] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:56.678137] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:56.798304] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:56.798475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:56.798521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:56.798555] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:56.802235] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: DOWN (p=15.35%)
[2026-02-13T20:23:56.802616] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2026-02-13T20:23:56.802765] [INFO ] [sig       ] HRZN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:56.955472] [INFO ] [LOCAL     ] Saved forecast: HRZN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HRZN.txt
[2026-02-13T20:23:56.955731] [INFO ] [sig       ] [1508/3406] Completed HRZN in 0.4s | 2.83 sym/s | Total: 8.9m | ETA: 11.2m
[2026-02-13T20:23:56.955873] [INFO ] [sig       ] [1509/3406] Forecasting HSAI...
[2026-02-13T20:23:56.955906] [INFO ] [sig       ] Generating forecast for: HSAI
[2026-02-13T20:23:56.955935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2026-02-13T20:23:56.974119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2026-02-13T20:23:56.974532] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2026-02-13T20:23:56.975838] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2026-02-13T20:23:56.975891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:56.975922] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:56.975949] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:56.976009] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:57.032894] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:57.033805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:57.033972] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:57.034009] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:57.157428] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:57.157622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:57.157667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:57.157695] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:57.161606] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=76.95%)
[2026-02-13T20:23:57.161918] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2026-02-13T20:23:57.162070] [INFO ] [sig       ] HSAI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:57.307376] [INFO ] [LOCAL     ] Saved forecast: HSAI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HSAI.txt
[2026-02-13T20:23:57.307542] [INFO ] [sig       ] [1509/3406] Completed HSAI in 0.4s | 2.83 sym/s | Total: 8.9m | ETA: 11.2m
[2026-02-13T20:23:57.307630] [INFO ] [sig       ] [1510/3406] Forecasting HSBC...
[2026-02-13T20:23:57.307668] [INFO ] [sig       ] Generating forecast for: HSBC
[2026-02-13T20:23:57.307698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2026-02-13T20:23:57.319901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2026-02-13T20:23:57.320306] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2026-02-13T20:23:57.321144] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2026-02-13T20:23:57.321197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:57.321229] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:57.321256] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:57.321487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:57.378227] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:57.379111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:57.379193] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:57.379225] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:57.511413] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:57.511589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:57.511631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:57.511659] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:57.515114] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: DOWN (p=9.39%)
[2026-02-13T20:23:57.515399] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2026-02-13T20:23:57.515529] [INFO ] [sig       ] HSBC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:57.664433] [INFO ] [LOCAL     ] Saved forecast: HSBC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HSBC.txt
[2026-02-13T20:23:57.664593] [INFO ] [sig       ] [1510/3406] Completed HSBC in 0.4s | 2.83 sym/s | Total: 8.9m | ETA: 11.2m
[2026-02-13T20:23:57.664637] [INFO ] [sig       ] [1511/3406] Forecasting HSCS...
[2026-02-13T20:23:57.664666] [INFO ] [sig       ] Generating forecast for: HSCS
[2026-02-13T20:23:57.664696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2026-02-13T20:23:57.676551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSCS'.
[2026-02-13T20:23:57.676914] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2026-02-13T20:23:57.677747] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2026-02-13T20:23:57.677800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:57.677832] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:57.677859] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:57.677916] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:57.742094] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:57.743188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:57.743274] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:57.743308] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:57.861059] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:57.861218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:57.861289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:57.861322] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:57.865401] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: DOWN (p=13.37%)
[2026-02-13T20:23:57.865706] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2026-02-13T20:23:57.865838] [INFO ] [sig       ] HSCS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:58.010510] [INFO ] [LOCAL     ] Saved forecast: HSCS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HSCS.txt
[2026-02-13T20:23:58.010668] [INFO ] [sig       ] [1511/3406] Completed HSCS in 0.3s | 2.83 sym/s | Total: 8.9m | ETA: 11.1m
[2026-02-13T20:23:58.010708] [INFO ] [sig       ] [1512/3406] Forecasting HSHP...
[2026-02-13T20:23:58.010738] [INFO ] [sig       ] Generating forecast for: HSHP
[2026-02-13T20:23:58.010768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2026-02-13T20:23:58.021868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2026-02-13T20:23:58.022226] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2026-02-13T20:23:58.023035] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2026-02-13T20:23:58.023087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:58.023119] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:58.023171] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:58.023229] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:58.081361] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:58.082184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:58.082268] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:58.082301] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:58.213327] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:58.213480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:58.213520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:58.213548] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:58.217389] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: DOWN (p=14.56%)
[2026-02-13T20:23:58.217703] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2026-02-13T20:23:58.217846] [INFO ] [sig       ] HSHP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:58.362510] [INFO ] [LOCAL     ] Saved forecast: HSHP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HSHP.txt
[2026-02-13T20:23:58.362676] [INFO ] [sig       ] [1512/3406] Completed HSHP in 0.4s | 2.83 sym/s | Total: 8.9m | ETA: 11.1m
[2026-02-13T20:23:58.362719] [INFO ] [sig       ] [1513/3406] Forecasting HSIC...
[2026-02-13T20:23:58.362748] [INFO ] [sig       ] Generating forecast for: HSIC
[2026-02-13T20:23:58.362778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2026-02-13T20:23:58.374669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2026-02-13T20:23:58.375020] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2026-02-13T20:23:58.375823] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2026-02-13T20:23:58.375874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:58.375906] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:58.375932] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:58.375991] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:58.434767] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:58.435596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:58.435694] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:58.435727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:58.562475] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:58.562649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:58.562689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:58.562718] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:58.566732] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: UP (p=50.09%)
[2026-02-13T20:23:58.567032] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2026-02-13T20:23:58.567159] [INFO ] [sig       ] HSIC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:58.712987] [INFO ] [LOCAL     ] Saved forecast: HSIC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HSIC.txt
[2026-02-13T20:23:58.713136] [INFO ] [sig       ] [1513/3406] Completed HSIC in 0.4s | 2.83 sym/s | Total: 8.9m | ETA: 11.1m
[2026-02-13T20:23:58.713176] [INFO ] [sig       ] [1514/3406] Forecasting HSTM...
[2026-02-13T20:23:58.713205] [INFO ] [sig       ] Generating forecast for: HSTM
[2026-02-13T20:23:58.713235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2026-02-13T20:23:58.724372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2026-02-13T20:23:58.724747] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2026-02-13T20:23:58.725561] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2026-02-13T20:23:58.725637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:58.725669] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:58.725697] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:58.725754] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:58.785067] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:58.785879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:58.785961] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:58.785994] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:58.914491] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:58.914661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:58.914705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:58.914734] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:58.918888] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=1.67%)
[2026-02-13T20:23:58.919188] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2026-02-13T20:23:58.919321] [INFO ] [sig       ] HSTM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:59.065840] [INFO ] [LOCAL     ] Saved forecast: HSTM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HSTM.txt
[2026-02-13T20:23:59.065979] [INFO ] [sig       ] [1514/3406] Completed HSTM in 0.4s | 2.83 sym/s | Total: 8.9m | ETA: 11.1m
[2026-02-13T20:23:59.066018] [INFO ] [sig       ] [1515/3406] Forecasting HSY...
[2026-02-13T20:23:59.066047] [INFO ] [sig       ] Generating forecast for: HSY
[2026-02-13T20:23:59.066077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2026-02-13T20:23:59.077408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSY'.
[2026-02-13T20:23:59.077790] [INFO ] [FORECASTER] Starting predict_future for HSY
[2026-02-13T20:23:59.078592] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2026-02-13T20:23:59.078646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:59.078693] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:59.078722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:59.078781] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:59.137787] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:59.138690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:59.138773] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:59.138807] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:59.257104] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:59.257263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:59.257303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:59.257332] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:59.260841] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=26.16%)
[2026-02-13T20:23:59.261126] [INFO ] [FORECASTER] Completed predict_future for HSY
[2026-02-13T20:23:59.261252] [INFO ] [sig       ] HSY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:23:59.406809] [INFO ] [LOCAL     ] Saved forecast: HSY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HSY.txt
[2026-02-13T20:23:59.406965] [INFO ] [sig       ] [1515/3406] Completed HSY in 0.3s | 2.83 sym/s | Total: 8.9m | ETA: 11.1m
[2026-02-13T20:23:59.407005] [INFO ] [sig       ] [1516/3406] Forecasting HTBK...
[2026-02-13T20:23:59.407034] [INFO ] [sig       ] Generating forecast for: HTBK
[2026-02-13T20:23:59.407064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2026-02-13T20:23:59.419322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2026-02-13T20:23:59.419713] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2026-02-13T20:23:59.420520] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2026-02-13T20:23:59.420591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:59.420624] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:59.420650] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:59.420706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:59.478332] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:59.479232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:59.479317] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:59.479350] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:59.602971] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:59.603143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:59.603187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:59.603215] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:59.606825] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: UP (p=97.27%)
[2026-02-13T20:23:59.607151] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2026-02-13T20:23:59.607289] [INFO ] [sig       ] HTBK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:23:59.757278] [INFO ] [LOCAL     ] Saved forecast: HTBK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HTBK.txt
[2026-02-13T20:23:59.757439] [INFO ] [sig       ] [1516/3406] Completed HTBK in 0.4s | 2.83 sym/s | Total: 8.9m | ETA: 11.1m
[2026-02-13T20:23:59.757483] [INFO ] [sig       ] [1517/3406] Forecasting HTD...
[2026-02-13T20:23:59.757512] [INFO ] [sig       ] Generating forecast for: HTD
[2026-02-13T20:23:59.757542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2026-02-13T20:23:59.769741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2026-02-13T20:23:59.770244] [INFO ] [FORECASTER] Starting predict_future for HTD
[2026-02-13T20:23:59.771189] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2026-02-13T20:23:59.771244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:23:59.771276] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:23:59.771302] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:23:59.771359] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:23:59.843117] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:23:59.844089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:23:59.844223] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:23:59.844268] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:23:59.987856] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:23:59.988016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:23:59.988057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:23:59.988086] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:23:59.991903] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: DOWN (p=4.99%)
[2026-02-13T20:23:59.992277] [INFO ] [FORECASTER] Completed predict_future for HTD
[2026-02-13T20:23:59.992440] [INFO ] [sig       ] HTD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:00.175640] [INFO ] [LOCAL     ] Saved forecast: HTD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HTD.txt
[2026-02-13T20:24:00.175806] [INFO ] [sig       ] [1517/3406] Completed HTD in 0.4s | 2.83 sym/s | Total: 8.9m | ETA: 11.1m
[2026-02-13T20:24:00.175849] [INFO ] [sig       ] [1518/3406] Forecasting HTGC...
[2026-02-13T20:24:00.175879] [INFO ] [sig       ] Generating forecast for: HTGC
[2026-02-13T20:24:00.175910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2026-02-13T20:24:00.188025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2026-02-13T20:24:00.188445] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2026-02-13T20:24:00.189325] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2026-02-13T20:24:00.189379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:00.189410] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:00.189435] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:00.189491] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:00.245804] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:00.246717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:00.246808] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:00.246841] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:00.369232] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:00.369611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:00.369654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:00.369683] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:00.373947] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: UP (p=53.18%)
[2026-02-13T20:24:00.374280] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2026-02-13T20:24:00.374421] [INFO ] [sig       ] HTGC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:00.539935] [INFO ] [LOCAL     ] Saved forecast: HTGC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HTGC.txt
[2026-02-13T20:24:00.540092] [INFO ] [sig       ] [1518/3406] Completed HTGC in 0.4s | 2.83 sym/s | Total: 8.9m | ETA: 11.1m
[2026-02-13T20:24:00.540148] [INFO ] [sig       ] [1519/3406] Forecasting HTH...
[2026-02-13T20:24:00.540181] [INFO ] [sig       ] Generating forecast for: HTH
[2026-02-13T20:24:00.540213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2026-02-13T20:24:00.553884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2026-02-13T20:24:00.554273] [INFO ] [FORECASTER] Starting predict_future for HTH
[2026-02-13T20:24:00.555109] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2026-02-13T20:24:00.555163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:00.555196] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:00.555223] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:00.555280] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:00.619486] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:00.620417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:00.620505] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:00.620541] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:00.754124] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:00.754298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:00.754340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:00.754370] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:00.758022] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: UP (p=83.32%)
[2026-02-13T20:24:00.758427] [INFO ] [FORECASTER] Completed predict_future for HTH
[2026-02-13T20:24:00.758599] [INFO ] [sig       ] HTH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:00.925079] [INFO ] [LOCAL     ] Saved forecast: HTH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HTH.txt
[2026-02-13T20:24:00.925260] [INFO ] [sig       ] [1519/3406] Completed HTH in 0.4s | 2.83 sym/s | Total: 8.9m | ETA: 11.1m
[2026-02-13T20:24:00.925307] [INFO ] [sig       ] [1520/3406] Forecasting HTLD...
[2026-02-13T20:24:00.925338] [INFO ] [sig       ] Generating forecast for: HTLD
[2026-02-13T20:24:00.925369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2026-02-13T20:24:00.937414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2026-02-13T20:24:00.937891] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2026-02-13T20:24:00.939040] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2026-02-13T20:24:00.939100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:00.939144] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:00.939177] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:00.939250] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:01.003525] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:01.004603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:01.004712] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:01.004758] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:01.139738] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:01.139918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:01.139967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:01.139998] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:01.144551] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=5.85%)
[2026-02-13T20:24:01.144899] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2026-02-13T20:24:01.145089] [INFO ] [sig       ] HTLD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:01.306115] [INFO ] [LOCAL     ] Saved forecast: HTLD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HTLD.txt
[2026-02-13T20:24:01.307075] [INFO ] [sig       ] [1520/3406] Completed HTLD in 0.4s | 2.83 sym/s | Total: 8.9m | ETA: 11.1m
[2026-02-13T20:24:01.307124] [INFO ] [sig       ] [1521/3406] Forecasting HTOO...
[2026-02-13T20:24:01.307156] [INFO ] [sig       ] Generating forecast for: HTOO
[2026-02-13T20:24:01.307186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2026-02-13T20:24:01.319314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2026-02-13T20:24:01.319764] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2026-02-13T20:24:01.320624] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2026-02-13T20:24:01.320684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:01.320717] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:01.320745] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:01.320803] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:01.382913] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:01.383840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:01.383935] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:01.383969] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:01.510617] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:01.510784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:01.510824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:01.510853] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:01.515003] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=15.68%)
[2026-02-13T20:24:01.515339] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2026-02-13T20:24:01.515488] [INFO ] [sig       ] HTOO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:01.675445] [INFO ] [LOCAL     ] Saved forecast: HTOO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HTOO.txt
[2026-02-13T20:24:01.675633] [INFO ] [sig       ] [1521/3406] Completed HTOO in 0.4s | 2.83 sym/s | Total: 8.9m | ETA: 11.1m
[2026-02-13T20:24:01.675678] [INFO ] [sig       ] [1522/3406] Forecasting HTZ...
[2026-02-13T20:24:01.675712] [INFO ] [sig       ] Generating forecast for: HTZ
[2026-02-13T20:24:01.675755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2026-02-13T20:24:01.689182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2026-02-13T20:24:01.689868] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2026-02-13T20:24:01.690939] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2026-02-13T20:24:01.690999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:01.691032] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:01.691061] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:01.691121] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:01.756701] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:01.757652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:01.757773] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:01.757820] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:01.883327] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:01.883713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:01.883764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:01.883820] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:01.888068] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2026-02-13T20:24:01.888521] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2026-02-13T20:24:01.888741] [INFO ] [sig       ] HTZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:02.056821] [INFO ] [LOCAL     ] Saved forecast: HTZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HTZ.txt
[2026-02-13T20:24:02.057014] [INFO ] [sig       ] [1522/3406] Completed HTZ in 0.4s | 2.83 sym/s | Total: 9.0m | ETA: 11.1m
[2026-02-13T20:24:02.057063] [INFO ] [sig       ] [1523/3406] Forecasting HUBB...
[2026-02-13T20:24:02.057095] [INFO ] [sig       ] Generating forecast for: HUBB
[2026-02-13T20:24:02.057127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2026-02-13T20:24:02.069430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2026-02-13T20:24:02.069891] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2026-02-13T20:24:02.070980] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2026-02-13T20:24:02.071038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:02.071071] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:02.071097] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:02.071156] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:02.143052] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:02.144139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:02.144244] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:02.144290] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:02.284367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:02.284535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:02.284597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:02.284632] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:02.288595] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=80.67%)
[2026-02-13T20:24:02.289035] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2026-02-13T20:24:02.289227] [INFO ] [sig       ] HUBB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:02.445329] [INFO ] [LOCAL     ] Saved forecast: HUBB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HUBB.txt
[2026-02-13T20:24:02.445491] [INFO ] [sig       ] [1523/3406] Completed HUBB in 0.4s | 2.83 sym/s | Total: 9.0m | ETA: 11.1m
[2026-02-13T20:24:02.445532] [INFO ] [sig       ] [1524/3406] Forecasting HUBG...
[2026-02-13T20:24:02.445565] [INFO ] [sig       ] Generating forecast for: HUBG
[2026-02-13T20:24:02.445618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2026-02-13T20:24:02.458896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2026-02-13T20:24:02.459338] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2026-02-13T20:24:02.460300] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2026-02-13T20:24:02.460367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:02.460414] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:02.460446] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:02.460503] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:02.522186] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:02.523128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:02.523238] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:02.523273] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:02.648798] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:02.648958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:02.648999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:02.649028] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:02.652722] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: DOWN (p=49.06%)
[2026-02-13T20:24:02.653044] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2026-02-13T20:24:02.653183] [INFO ] [sig       ] HUBG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:02.804894] [INFO ] [LOCAL     ] Saved forecast: HUBG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HUBG.txt
[2026-02-13T20:24:02.805064] [INFO ] [sig       ] [1524/3406] Completed HUBG in 0.4s | 2.83 sym/s | Total: 9.0m | ETA: 11.1m
[2026-02-13T20:24:02.805118] [INFO ] [sig       ] [1525/3406] Forecasting HUBS...
[2026-02-13T20:24:02.805161] [INFO ] [sig       ] Generating forecast for: HUBS
[2026-02-13T20:24:02.805203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2026-02-13T20:24:02.817483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2026-02-13T20:24:02.817927] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2026-02-13T20:24:02.818811] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2026-02-13T20:24:02.818866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:02.818905] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:02.818943] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:02.819007] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:02.883324] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:02.884268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:02.884354] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:02.884388] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:03.016955] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:03.017115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:03.017155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:03.017185] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:03.020728] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2026-02-13T20:24:03.021012] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2026-02-13T20:24:03.021141] [INFO ] [sig       ] HUBS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:03.166746] [INFO ] [LOCAL     ] Saved forecast: HUBS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HUBS.txt
[2026-02-13T20:24:03.166936] [INFO ] [sig       ] [1525/3406] Completed HUBS in 0.4s | 2.83 sym/s | Total: 9.0m | ETA: 11.1m
[2026-02-13T20:24:03.166977] [INFO ] [sig       ] [1526/3406] Forecasting HUM...
[2026-02-13T20:24:03.167009] [INFO ] [sig       ] Generating forecast for: HUM
[2026-02-13T20:24:03.167040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2026-02-13T20:24:03.179967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2026-02-13T20:24:03.180430] [INFO ] [FORECASTER] Starting predict_future for HUM
[2026-02-13T20:24:03.181306] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2026-02-13T20:24:03.181362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:03.181412] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:03.181440] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:03.181499] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:03.251957] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:03.252917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:03.253013] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:03.253046] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:03.383842] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:03.384007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:03.384049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:03.384079] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:03.387641] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: UP (p=59.28%)
[2026-02-13T20:24:03.387989] [INFO ] [FORECASTER] Completed predict_future for HUM
[2026-02-13T20:24:03.388145] [INFO ] [sig       ] HUM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:03.542119] [INFO ] [LOCAL     ] Saved forecast: HUM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HUM.txt
[2026-02-13T20:24:03.542309] [INFO ] [sig       ] [1526/3406] Completed HUM in 0.4s | 2.83 sym/s | Total: 9.0m | ETA: 11.1m
[2026-02-13T20:24:03.542357] [INFO ] [sig       ] [1527/3406] Forecasting HUN...
[2026-02-13T20:24:03.542386] [INFO ] [sig       ] Generating forecast for: HUN
[2026-02-13T20:24:03.542416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2026-02-13T20:24:03.557338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2026-02-13T20:24:03.557891] [INFO ] [FORECASTER] Starting predict_future for HUN
[2026-02-13T20:24:03.559171] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2026-02-13T20:24:03.559265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:03.559318] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:03.559361] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:03.559446] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:03.627517] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:03.628449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:03.628543] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:03.628596] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:03.752091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:03.752249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:03.752288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:03.752317] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:03.756096] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: DOWN (p=26.80%)
[2026-02-13T20:24:03.756372] [INFO ] [FORECASTER] Completed predict_future for HUN
[2026-02-13T20:24:03.756499] [INFO ] [sig       ] HUN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:03.902244] [INFO ] [LOCAL     ] Saved forecast: HUN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HUN.txt
[2026-02-13T20:24:03.902396] [INFO ] [sig       ] [1527/3406] Completed HUN in 0.4s | 2.83 sym/s | Total: 9.0m | ETA: 11.1m
[2026-02-13T20:24:03.902438] [INFO ] [sig       ] [1528/3406] Forecasting HURC...
[2026-02-13T20:24:03.902467] [INFO ] [sig       ] Generating forecast for: HURC
[2026-02-13T20:24:03.902497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2026-02-13T20:24:03.913691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2026-02-13T20:24:03.914072] [INFO ] [FORECASTER] Starting predict_future for HURC
[2026-02-13T20:24:03.914917] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2026-02-13T20:24:03.914971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:03.915006] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:03.915034] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:03.915093] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:03.973247] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:03.974127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:03.974213] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:03.974246] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:04.088875] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:04.089040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:04.089083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:04.089113] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:04.092680] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: UP (p=51.03%)
[2026-02-13T20:24:04.092969] [INFO ] [FORECASTER] Completed predict_future for HURC
[2026-02-13T20:24:04.093099] [INFO ] [sig       ] HURC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:04.236698] [INFO ] [LOCAL     ] Saved forecast: HURC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HURC.txt
[2026-02-13T20:24:04.236856] [INFO ] [sig       ] [1528/3406] Completed HURC in 0.3s | 2.83 sym/s | Total: 9.0m | ETA: 11.1m
[2026-02-13T20:24:04.236898] [INFO ] [sig       ] [1529/3406] Forecasting HURN...
[2026-02-13T20:24:04.236928] [INFO ] [sig       ] Generating forecast for: HURN
[2026-02-13T20:24:04.236958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2026-02-13T20:24:04.249024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2026-02-13T20:24:04.249417] [INFO ] [FORECASTER] Starting predict_future for HURN
[2026-02-13T20:24:04.250242] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2026-02-13T20:24:04.250297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:04.250361] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:04.250391] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:04.250450] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:04.308539] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:04.309420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:04.309505] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:04.309539] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:04.434289] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:04.434453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:04.434497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:04.434528] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:04.438222] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: UP (p=72.04%)
[2026-02-13T20:24:04.438507] [INFO ] [FORECASTER] Completed predict_future for HURN
[2026-02-13T20:24:04.438656] [INFO ] [sig       ] HURN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:04.580240] [INFO ] [LOCAL     ] Saved forecast: HURN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HURN.txt
[2026-02-13T20:24:04.580563] [INFO ] [sig       ] [1529/3406] Completed HURN in 0.3s | 2.83 sym/s | Total: 9.0m | ETA: 11.0m
[2026-02-13T20:24:04.580620] [INFO ] [sig       ] [1530/3406] Forecasting HUYA...
[2026-02-13T20:24:04.580652] [INFO ] [sig       ] Generating forecast for: HUYA
[2026-02-13T20:24:04.580689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2026-02-13T20:24:04.594652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2026-02-13T20:24:04.595138] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2026-02-13T20:24:04.596483] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2026-02-13T20:24:04.596551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:04.596625] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:04.596671] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:04.596758] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:04.665271] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:04.666192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:04.666278] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:04.666312] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:04.790184] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:04.790340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:04.790380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:04.790408] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:04.793837] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=29.82%)
[2026-02-13T20:24:04.794116] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2026-02-13T20:24:04.794248] [INFO ] [sig       ] HUYA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:04.936896] [INFO ] [LOCAL     ] Saved forecast: HUYA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HUYA.txt
[2026-02-13T20:24:04.937029] [INFO ] [sig       ] [1530/3406] Completed HUYA in 0.4s | 2.83 sym/s | Total: 9.0m | ETA: 11.0m
[2026-02-13T20:24:04.937069] [INFO ] [sig       ] [1531/3406] Forecasting HWC...
[2026-02-13T20:24:04.937098] [INFO ] [sig       ] Generating forecast for: HWC
[2026-02-13T20:24:04.937128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2026-02-13T20:24:04.948547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2026-02-13T20:24:04.948898] [INFO ] [FORECASTER] Starting predict_future for HWC
[2026-02-13T20:24:04.949746] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2026-02-13T20:24:04.949799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:04.949833] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:04.949859] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:04.949916] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:05.006975] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:05.007705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:05.007789] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:05.007821] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:05.130291] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:05.130447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:05.130486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:05.130514] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:05.133920] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: DOWN (p=15.66%)
[2026-02-13T20:24:05.134206] [INFO ] [FORECASTER] Completed predict_future for HWC
[2026-02-13T20:24:05.134332] [INFO ] [sig       ] HWC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:05.274700] [INFO ] [LOCAL     ] Saved forecast: HWC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HWC.txt
[2026-02-13T20:24:05.274830] [INFO ] [sig       ] [1531/3406] Completed HWC in 0.3s | 2.83 sym/s | Total: 9.0m | ETA: 11.0m
[2026-02-13T20:24:05.274868] [INFO ] [sig       ] [1532/3406] Forecasting HWH...
[2026-02-13T20:24:05.274899] [INFO ] [sig       ] Generating forecast for: HWH
[2026-02-13T20:24:05.274930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2026-02-13T20:24:05.287039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2026-02-13T20:24:05.287424] [INFO ] [FORECASTER] Starting predict_future for HWH
[2026-02-13T20:24:05.288297] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2026-02-13T20:24:05.288351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:05.288383] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:05.288411] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:05.288468] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:05.347784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:05.348696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:05.348781] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:05.348815] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:05.471484] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:05.471666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:05.471712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:05.471781] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:05.475818] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: DOWN (p=11.51%)
[2026-02-13T20:24:05.476114] [INFO ] [FORECASTER] Completed predict_future for HWH
[2026-02-13T20:24:05.476250] [INFO ] [sig       ] HWH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:05.619567] [INFO ] [LOCAL     ] Saved forecast: HWH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HWH.txt
[2026-02-13T20:24:05.619779] [INFO ] [sig       ] [1532/3406] Completed HWH in 0.3s | 2.83 sym/s | Total: 9.0m | ETA: 11.0m
[2026-02-13T20:24:05.619824] [INFO ] [sig       ] [1533/3406] Forecasting HWKN...
[2026-02-13T20:24:05.619853] [INFO ] [sig       ] Generating forecast for: HWKN
[2026-02-13T20:24:05.619883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2026-02-13T20:24:05.634163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2026-02-13T20:24:05.634785] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2026-02-13T20:24:05.635827] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2026-02-13T20:24:05.635882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:05.635914] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:05.635941] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:05.635997] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:05.694441] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:05.695261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:05.695347] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:05.695380] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:05.813371] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:05.813529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:05.813569] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:05.813638] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:05.817096] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=67.62%)
[2026-02-13T20:24:05.817374] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2026-02-13T20:24:05.817504] [INFO ] [sig       ] HWKN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:05.961566] [INFO ] [LOCAL     ] Saved forecast: HWKN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HWKN.txt
[2026-02-13T20:24:05.961728] [INFO ] [sig       ] [1533/3406] Completed HWKN in 0.3s | 2.83 sym/s | Total: 9.0m | ETA: 11.0m
[2026-02-13T20:24:05.961769] [INFO ] [sig       ] [1534/3406] Forecasting HWM...
[2026-02-13T20:24:05.961798] [INFO ] [sig       ] Generating forecast for: HWM
[2026-02-13T20:24:05.961828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2026-02-13T20:24:05.973272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWM'.
[2026-02-13T20:24:05.973622] [INFO ] [FORECASTER] Starting predict_future for HWM
[2026-02-13T20:24:05.974443] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2026-02-13T20:24:05.974496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:05.974528] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:05.974555] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:05.974633] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:06.034323] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:06.035031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:06.035113] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:06.035150] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:06.155903] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:06.156069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:06.156111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:06.156141] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:06.159664] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=33.09%)
[2026-02-13T20:24:06.159953] [INFO ] [FORECASTER] Completed predict_future for HWM
[2026-02-13T20:24:06.160084] [INFO ] [sig       ] HWM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:06.308427] [INFO ] [LOCAL     ] Saved forecast: HWM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HWM.txt
[2026-02-13T20:24:06.308558] [INFO ] [sig       ] [1534/3406] Completed HWM in 0.3s | 2.83 sym/s | Total: 9.0m | ETA: 11.0m
[2026-02-13T20:24:06.308618] [INFO ] [sig       ] [1535/3406] Forecasting HXL...
[2026-02-13T20:24:06.308648] [INFO ] [sig       ] Generating forecast for: HXL
[2026-02-13T20:24:06.308680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2026-02-13T20:24:06.320791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2026-02-13T20:24:06.321136] [INFO ] [FORECASTER] Starting predict_future for HXL
[2026-02-13T20:24:06.321936] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2026-02-13T20:24:06.321989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:06.322020] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:06.322046] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:06.322102] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:06.381402] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:06.382257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:06.382343] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:06.382376] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:06.510956] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:06.511122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:06.511162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:06.511189] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:06.515672] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: DOWN (p=33.80%)
[2026-02-13T20:24:06.515974] [INFO ] [FORECASTER] Completed predict_future for HXL
[2026-02-13T20:24:06.516106] [INFO ] [sig       ] HXL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:06.660371] [INFO ] [LOCAL     ] Saved forecast: HXL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HXL.txt
[2026-02-13T20:24:06.660530] [INFO ] [sig       ] [1535/3406] Completed HXL in 0.4s | 2.83 sym/s | Total: 9.0m | ETA: 11.0m
[2026-02-13T20:24:06.660590] [INFO ] [sig       ] [1536/3406] Forecasting HY...
[2026-02-13T20:24:06.660625] [INFO ] [sig       ] Generating forecast for: HY
[2026-02-13T20:24:06.660656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2026-02-13T20:24:06.671745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2026-02-13T20:24:06.672127] [INFO ] [FORECASTER] Starting predict_future for HY
[2026-02-13T20:24:06.672945] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2026-02-13T20:24:06.672998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:06.673030] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:06.673057] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:06.673113] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:06.729654] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:06.730542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:06.730645] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:06.730679] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:06.850227] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:06.850386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:06.850425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:06.850456] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:06.853903] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=22.34%)
[2026-02-13T20:24:06.854186] [INFO ] [FORECASTER] Completed predict_future for HY
[2026-02-13T20:24:06.854318] [INFO ] [sig       ] HY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:07.001651] [INFO ] [LOCAL     ] Saved forecast: HY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HY.txt
[2026-02-13T20:24:07.001808] [INFO ] [sig       ] [1536/3406] Completed HY in 0.3s | 2.83 sym/s | Total: 9.0m | ETA: 11.0m
[2026-02-13T20:24:07.001848] [INFO ] [sig       ] [1537/3406] Forecasting HYFM...
[2026-02-13T20:24:07.001879] [INFO ] [sig       ] Generating forecast for: HYFM
[2026-02-13T20:24:07.001909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2026-02-13T20:24:07.013236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYFM'.
[2026-02-13T20:24:07.013674] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2026-02-13T20:24:07.014500] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2026-02-13T20:24:07.014553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:07.014610] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:07.014640] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:07.014697] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:07.071871] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:07.072764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:07.072856] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:07.072889] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:07.195028] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:07.195222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:07.195264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:07.195294] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:07.198811] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2026-02-13T20:24:07.199104] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2026-02-13T20:24:07.199235] [INFO ] [sig       ] HYFM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:07.341146] [INFO ] [LOCAL     ] Saved forecast: HYFM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HYFM.txt
[2026-02-13T20:24:07.341332] [INFO ] [sig       ] [1537/3406] Completed HYFM in 0.3s | 2.83 sym/s | Total: 9.0m | ETA: 11.0m
[2026-02-13T20:24:07.341380] [INFO ] [sig       ] [1538/3406] Forecasting HYI...
[2026-02-13T20:24:07.341415] [INFO ] [sig       ] Generating forecast for: HYI
[2026-02-13T20:24:07.341444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2026-02-13T20:24:07.353440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2026-02-13T20:24:07.353853] [INFO ] [FORECASTER] Starting predict_future for HYI
[2026-02-13T20:24:07.354674] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2026-02-13T20:24:07.354728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:07.354760] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:07.354788] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:07.354845] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:07.416679] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:07.417604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:07.417692] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:07.417727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:07.538515] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:07.538685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:07.538726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:07.538755] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:07.542526] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2026-02-13T20:24:07.542822] [INFO ] [FORECASTER] Completed predict_future for HYI
[2026-02-13T20:24:07.542949] [INFO ] [sig       ] HYI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:07.683729] [INFO ] [LOCAL     ] Saved forecast: HYI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HYI.txt
[2026-02-13T20:24:07.683871] [INFO ] [sig       ] [1538/3406] Completed HYI in 0.3s | 2.83 sym/s | Total: 9.0m | ETA: 11.0m
[2026-02-13T20:24:07.683912] [INFO ] [sig       ] [1539/3406] Forecasting HYLS...
[2026-02-13T20:24:07.683941] [INFO ] [sig       ] Generating forecast for: HYLS
[2026-02-13T20:24:07.683974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2026-02-13T20:24:07.695693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2026-02-13T20:24:07.696100] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2026-02-13T20:24:07.697040] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2026-02-13T20:24:07.697112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:07.697147] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:07.697176] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:07.697247] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:07.755817] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:07.756651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:07.756776] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:07.756811] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:07.874528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:07.874700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:07.874740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:07.874769] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:07.878203] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: DOWN (p=45.92%)
[2026-02-13T20:24:07.878484] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2026-02-13T20:24:07.878630] [INFO ] [sig       ] HYLS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:08.019961] [INFO ] [LOCAL     ] Saved forecast: HYLS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HYLS.txt
[2026-02-13T20:24:08.020108] [INFO ] [sig       ] [1539/3406] Completed HYLS in 0.3s | 2.83 sym/s | Total: 9.1m | ETA: 11.0m
[2026-02-13T20:24:08.020149] [INFO ] [sig       ] [1540/3406] Forecasting HYMC...
[2026-02-13T20:24:08.020178] [INFO ] [sig       ] Generating forecast for: HYMC
[2026-02-13T20:24:08.020207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2026-02-13T20:24:08.032305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2026-02-13T20:24:08.032747] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2026-02-13T20:24:08.033730] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2026-02-13T20:24:08.033786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:08.033819] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:08.033846] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:08.033911] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:08.091486] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:08.092853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:08.092940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:08.092972] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:08.219487] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:08.219668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:08.219710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:08.219741] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:08.223247] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=94.59%)
[2026-02-13T20:24:08.223533] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2026-02-13T20:24:08.223685] [INFO ] [sig       ] HYMC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:08.364684] [INFO ] [LOCAL     ] Saved forecast: HYMC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HYMC.txt
[2026-02-13T20:24:08.364845] [INFO ] [sig       ] [1540/3406] Completed HYMC in 0.3s | 2.83 sym/s | Total: 9.1m | ETA: 11.0m
[2026-02-13T20:24:08.364885] [INFO ] [sig       ] [1541/3406] Forecasting HYXF...
[2026-02-13T20:24:08.364915] [INFO ] [sig       ] Generating forecast for: HYXF
[2026-02-13T20:24:08.364945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2026-02-13T20:24:08.377209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2026-02-13T20:24:08.377661] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2026-02-13T20:24:08.378507] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2026-02-13T20:24:08.378560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:08.378620] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:08.378648] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:08.378705] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:08.437459] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:08.438417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:08.438504] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:08.438537] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:08.554180] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:08.554349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:08.554395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:08.554424] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:08.557926] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: UP (p=91.42%)
[2026-02-13T20:24:08.558207] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2026-02-13T20:24:08.558360] [INFO ] [sig       ] HYXF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:08.699595] [INFO ] [LOCAL     ] Saved forecast: HYXF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HYXF.txt
[2026-02-13T20:24:08.699754] [INFO ] [sig       ] [1541/3406] Completed HYXF in 0.3s | 2.83 sym/s | Total: 9.1m | ETA: 11.0m
[2026-02-13T20:24:08.699794] [INFO ] [sig       ] [1542/3406] Forecasting HYZD...
[2026-02-13T20:24:08.699824] [INFO ] [sig       ] Generating forecast for: HYZD
[2026-02-13T20:24:08.699856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2026-02-13T20:24:08.711100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYZD'.
[2026-02-13T20:24:08.711476] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2026-02-13T20:24:08.712301] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2026-02-13T20:24:08.712364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:08.712404] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:08.712435] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:08.712491] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:08.770855] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:08.771734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:08.771815] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:08.771848] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:08.893816] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:08.893973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:08.894012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:08.894040] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:08.897436] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: UP (p=58.86%)
[2026-02-13T20:24:08.897747] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2026-02-13T20:24:08.897875] [INFO ] [sig       ] HYZD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:09.038929] [INFO ] [LOCAL     ] Saved forecast: HYZD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/HYZD.txt
[2026-02-13T20:24:09.039129] [INFO ] [sig       ] [1542/3406] Completed HYZD in 0.3s | 2.83 sym/s | Total: 9.1m | ETA: 11.0m
[2026-02-13T20:24:09.039185] [INFO ] [sig       ] [1543/3406] Forecasting HZO...
[2026-02-13T20:24:09.039217] [INFO ] [sig       ] Generating forecast for: HZO
[2026-02-13T20:24:09.039247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2026-02-13T20:24:09.049988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HZO'.
[2026-02-13T20:24:09.050351] [INFO ] [FORECASTER] Starting predict_future for HZO
[2026-02-13T20:24:09.051144] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2026-02-13T20:24:09.051197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:09.051229] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:09.051255] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:09.051321] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:09.109403] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:09.110283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:09.110364] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:09.110396] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:09.233842] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:09.234012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:09.234053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:09.234084] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:09.237681] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=8.99%)
[2026-02-13T20:24:09.238005] [INFO ] [FORECASTER] Completed predict_future for HZO
[2026-02-13T20:24:09.238144] [INFO ] [sig       ] HZO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:09.379823] [INFO ] [LOCAL     ] Saved forecast: HZO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/HZO.txt
[2026-02-13T20:24:09.379986] [INFO ] [sig       ] [1543/3406] Completed HZO in 0.3s | 2.83 sym/s | Total: 9.1m | ETA: 11.0m
[2026-02-13T20:24:09.380030] [INFO ] [sig       ] [1544/3406] Forecasting IAC...
[2026-02-13T20:24:09.380060] [INFO ] [sig       ] Generating forecast for: IAC
[2026-02-13T20:24:09.380091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2026-02-13T20:24:09.392439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2026-02-13T20:24:09.392853] [INFO ] [FORECASTER] Starting predict_future for IAC
[2026-02-13T20:24:09.393652] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2026-02-13T20:24:09.393706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:09.393738] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:09.393766] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:09.393824] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:09.452166] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:09.453067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:09.453151] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:09.453185] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:09.593825] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:09.594000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:09.594052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:09.594091] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:09.598712] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=53.31%)
[2026-02-13T20:24:09.599128] [INFO ] [FORECASTER] Completed predict_future for IAC
[2026-02-13T20:24:09.599306] [INFO ] [sig       ] IAC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:09.758954] [INFO ] [LOCAL     ] Saved forecast: IAC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IAC.txt
[2026-02-13T20:24:09.759120] [INFO ] [sig       ] [1544/3406] Completed IAC in 0.4s | 2.83 sym/s | Total: 9.1m | ETA: 11.0m
[2026-02-13T20:24:09.759161] [INFO ] [sig       ] [1545/3406] Forecasting IAE...
[2026-02-13T20:24:09.759190] [INFO ] [sig       ] Generating forecast for: IAE
[2026-02-13T20:24:09.759220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2026-02-13T20:24:09.770326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2026-02-13T20:24:09.770678] [INFO ] [FORECASTER] Starting predict_future for IAE
[2026-02-13T20:24:09.771448] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2026-02-13T20:24:09.771500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:09.771532] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:09.771559] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:09.771642] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:09.828491] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:09.829209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:09.829291] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:09.829328] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:09.945978] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:09.946134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:09.946172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:09.946203] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:09.949774] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: DOWN (p=1.31%)
[2026-02-13T20:24:09.950056] [INFO ] [FORECASTER] Completed predict_future for IAE
[2026-02-13T20:24:09.950183] [INFO ] [sig       ] IAE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:10.089247] [INFO ] [LOCAL     ] Saved forecast: IAE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IAE.txt
[2026-02-13T20:24:10.089420] [INFO ] [sig       ] [1545/3406] Completed IAE in 0.3s | 2.83 sym/s | Total: 9.1m | ETA: 10.9m
[2026-02-13T20:24:10.089460] [INFO ] [sig       ] [1546/3406] Forecasting IAG...
[2026-02-13T20:24:10.089490] [INFO ] [sig       ] Generating forecast for: IAG
[2026-02-13T20:24:10.089520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2026-02-13T20:24:10.101055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2026-02-13T20:24:10.101452] [INFO ] [FORECASTER] Starting predict_future for IAG
[2026-02-13T20:24:10.102275] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2026-02-13T20:24:10.102338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:10.102413] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:10.102443] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:10.102502] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:10.159800] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:10.160560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:10.160669] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:10.160702] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:10.288255] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:10.288429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:10.288493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:10.288523] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:10.292014] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: DOWN (p=21.40%)
[2026-02-13T20:24:10.292298] [INFO ] [FORECASTER] Completed predict_future for IAG
[2026-02-13T20:24:10.292431] [INFO ] [sig       ] IAG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:10.452830] [INFO ] [LOCAL     ] Saved forecast: IAG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IAG.txt
[2026-02-13T20:24:10.452993] [INFO ] [sig       ] [1546/3406] Completed IAG in 0.4s | 2.83 sym/s | Total: 9.1m | ETA: 10.9m
[2026-02-13T20:24:10.453034] [INFO ] [sig       ] [1547/3406] Forecasting IBB...
[2026-02-13T20:24:10.453063] [INFO ] [sig       ] Generating forecast for: IBB
[2026-02-13T20:24:10.453094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2026-02-13T20:24:10.464803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBB'.
[2026-02-13T20:24:10.465291] [INFO ] [FORECASTER] Starting predict_future for IBB
[2026-02-13T20:24:10.466223] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2026-02-13T20:24:10.466282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:10.466313] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:10.466340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:10.466397] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:10.534723] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:10.535990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:10.536095] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:10.536133] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:10.664539] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:10.664711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:10.664753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:10.664783] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:10.668208] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2026-02-13T20:24:10.668491] [INFO ] [FORECASTER] Completed predict_future for IBB
[2026-02-13T20:24:10.668639] [INFO ] [sig       ] IBB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:10.807864] [INFO ] [LOCAL     ] Saved forecast: IBB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IBB.txt
[2026-02-13T20:24:10.808000] [INFO ] [sig       ] [1547/3406] Completed IBB in 0.4s | 2.83 sym/s | Total: 9.1m | ETA: 10.9m
[2026-02-13T20:24:10.808039] [INFO ] [sig       ] [1548/3406] Forecasting IBBQ...
[2026-02-13T20:24:10.808069] [INFO ] [sig       ] Generating forecast for: IBBQ
[2026-02-13T20:24:10.808098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2026-02-13T20:24:10.819078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2026-02-13T20:24:10.819429] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2026-02-13T20:24:10.820216] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2026-02-13T20:24:10.820268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:10.820302] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:10.820331] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:10.820387] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:10.878274] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:10.879231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:10.879313] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:10.879345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:10.987267] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:10.987439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:10.987487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:10.987516] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:10.991024] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2026-02-13T20:24:10.991302] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2026-02-13T20:24:10.991431] [INFO ] [sig       ] IBBQ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:11.133734] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IBBQ.txt
[2026-02-13T20:24:11.133881] [INFO ] [sig       ] [1548/3406] Completed IBBQ in 0.3s | 2.83 sym/s | Total: 9.1m | ETA: 10.9m
[2026-02-13T20:24:11.133922] [INFO ] [sig       ] [1549/3406] Forecasting IBCP...
[2026-02-13T20:24:11.133952] [INFO ] [sig       ] Generating forecast for: IBCP
[2026-02-13T20:24:11.133982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2026-02-13T20:24:11.145198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2026-02-13T20:24:11.145595] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2026-02-13T20:24:11.146370] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2026-02-13T20:24:11.146423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:11.146455] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:11.146481] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:11.146538] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:11.203041] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:11.203917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:11.204000] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:11.204033] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:11.324516] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:11.324701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:11.324748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:11.324813] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:11.328527] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2026-02-13T20:24:11.328840] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2026-02-13T20:24:11.328979] [INFO ] [sig       ] IBCP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:11.470257] [INFO ] [LOCAL     ] Saved forecast: IBCP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IBCP.txt
[2026-02-13T20:24:11.470440] [INFO ] [sig       ] [1549/3406] Completed IBCP in 0.3s | 2.83 sym/s | Total: 9.1m | ETA: 10.9m
[2026-02-13T20:24:11.470492] [INFO ] [sig       ] [1550/3406] Forecasting IBEX...
[2026-02-13T20:24:11.470523] [INFO ] [sig       ] Generating forecast for: IBEX
[2026-02-13T20:24:11.470552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2026-02-13T20:24:11.482749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2026-02-13T20:24:11.483170] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2026-02-13T20:24:11.484238] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2026-02-13T20:24:11.484293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:11.484343] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:11.484373] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:11.484431] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:11.543245] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:11.544067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:11.544148] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:11.544181] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:11.664155] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:11.664314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:11.664361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:11.664397] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:11.667996] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2026-02-13T20:24:11.668278] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2026-02-13T20:24:11.668411] [INFO ] [sig       ] IBEX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:11.809118] [INFO ] [LOCAL     ] Saved forecast: IBEX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IBEX.txt
[2026-02-13T20:24:11.809273] [INFO ] [sig       ] [1550/3406] Completed IBEX in 0.3s | 2.83 sym/s | Total: 9.1m | ETA: 10.9m
[2026-02-13T20:24:11.809314] [INFO ] [sig       ] [1551/3406] Forecasting IBM...
[2026-02-13T20:24:11.809348] [INFO ] [sig       ] Generating forecast for: IBM
[2026-02-13T20:24:11.809380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2026-02-13T20:24:11.821935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2026-02-13T20:24:11.822301] [INFO ] [FORECASTER] Starting predict_future for IBM
[2026-02-13T20:24:11.823163] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2026-02-13T20:24:11.823218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:11.823251] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:11.823278] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:11.823338] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:11.883083] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:11.884133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:11.884220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:11.884254] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:12.012536] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:12.012713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:12.012754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:12.012784] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:12.016225] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: DOWN (p=44.23%)
[2026-02-13T20:24:12.016505] [INFO ] [FORECASTER] Completed predict_future for IBM
[2026-02-13T20:24:12.016658] [INFO ] [sig       ] IBM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:12.153981] [INFO ] [LOCAL     ] Saved forecast: IBM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IBM.txt
[2026-02-13T20:24:12.154116] [INFO ] [sig       ] [1551/3406] Completed IBM in 0.3s | 2.83 sym/s | Total: 9.1m | ETA: 10.9m
[2026-02-13T20:24:12.154155] [INFO ] [sig       ] [1552/3406] Forecasting IBN...
[2026-02-13T20:24:12.154184] [INFO ] [sig       ] Generating forecast for: IBN
[2026-02-13T20:24:12.154213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2026-02-13T20:24:12.165323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2026-02-13T20:24:12.165719] [INFO ] [FORECASTER] Starting predict_future for IBN
[2026-02-13T20:24:12.166488] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2026-02-13T20:24:12.166539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:12.166588] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:12.166619] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:12.166680] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:12.222683] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:12.223429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:12.223511] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:12.223543] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:12.343844] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:12.344000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:12.344039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:12.344067] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:12.347542] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: UP (p=99.21%)
[2026-02-13T20:24:12.347880] [INFO ] [FORECASTER] Completed predict_future for IBN
[2026-02-13T20:24:12.348014] [INFO ] [sig       ] IBN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:12.487705] [INFO ] [LOCAL     ] Saved forecast: IBN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IBN.txt
[2026-02-13T20:24:12.487847] [INFO ] [sig       ] [1552/3406] Completed IBN in 0.3s | 2.83 sym/s | Total: 9.1m | ETA: 10.9m
[2026-02-13T20:24:12.487887] [INFO ] [sig       ] [1553/3406] Forecasting IBOC...
[2026-02-13T20:24:12.487915] [INFO ] [sig       ] Generating forecast for: IBOC
[2026-02-13T20:24:12.487944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2026-02-13T20:24:12.498853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2026-02-13T20:24:12.499185] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2026-02-13T20:24:12.500017] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2026-02-13T20:24:12.500070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:12.500102] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:12.500129] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:12.500185] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:12.556809] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:12.557542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:12.557660] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:12.557693] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:12.672926] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:12.673084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:12.673125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:12.673153] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:12.676551] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2026-02-13T20:24:12.676844] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2026-02-13T20:24:12.676973] [INFO ] [sig       ] IBOC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:12.819636] [INFO ] [LOCAL     ] Saved forecast: IBOC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IBOC.txt
[2026-02-13T20:24:12.819802] [INFO ] [sig       ] [1553/3406] Completed IBOC in 0.3s | 2.83 sym/s | Total: 9.1m | ETA: 10.9m
[2026-02-13T20:24:12.819843] [INFO ] [sig       ] [1554/3406] Forecasting IBP...
[2026-02-13T20:24:12.819880] [INFO ] [sig       ] Generating forecast for: IBP
[2026-02-13T20:24:12.819911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2026-02-13T20:24:12.831350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2026-02-13T20:24:12.831736] [INFO ] [FORECASTER] Starting predict_future for IBP
[2026-02-13T20:24:12.832526] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2026-02-13T20:24:12.832600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:12.832634] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:12.832661] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:12.832718] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:12.889680] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:12.890439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:12.890520] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:12.890553] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:13.013073] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:13.013230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:13.013269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:13.013299] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:13.016778] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=11.55%)
[2026-02-13T20:24:13.017059] [INFO ] [FORECASTER] Completed predict_future for IBP
[2026-02-13T20:24:13.017185] [INFO ] [sig       ] IBP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:13.156190] [INFO ] [LOCAL     ] Saved forecast: IBP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IBP.txt
[2026-02-13T20:24:13.156341] [INFO ] [sig       ] [1554/3406] Completed IBP in 0.3s | 2.83 sym/s | Total: 9.1m | ETA: 10.9m
[2026-02-13T20:24:13.156381] [INFO ] [sig       ] [1555/3406] Forecasting IBRX...
[2026-02-13T20:24:13.156412] [INFO ] [sig       ] Generating forecast for: IBRX
[2026-02-13T20:24:13.156443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2026-02-13T20:24:13.167535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2026-02-13T20:24:13.167912] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2026-02-13T20:24:13.168744] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2026-02-13T20:24:13.168795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:13.168826] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:13.168852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:13.168908] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:13.225974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:13.226874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:13.226957] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:13.226990] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:13.356322] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:13.356498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:13.356548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:13.356596] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:13.360457] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: DOWN (p=23.63%)
[2026-02-13T20:24:13.360794] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2026-02-13T20:24:13.360941] [INFO ] [sig       ] IBRX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:13.511539] [INFO ] [LOCAL     ] Saved forecast: IBRX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IBRX.txt
[2026-02-13T20:24:13.511711] [INFO ] [sig       ] [1555/3406] Completed IBRX in 0.4s | 2.83 sym/s | Total: 9.1m | ETA: 10.9m
[2026-02-13T20:24:13.511752] [INFO ] [sig       ] [1556/3406] Forecasting IBTG...
[2026-02-13T20:24:13.511782] [INFO ] [sig       ] Generating forecast for: IBTG
[2026-02-13T20:24:13.511828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2026-02-13T20:24:13.524597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2026-02-13T20:24:13.525047] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2026-02-13T20:24:13.526183] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2026-02-13T20:24:13.526238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:13.526269] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:13.526297] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:13.526354] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:13.591525] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:13.592428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:13.592549] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:13.592624] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:13.716997] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:13.717159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:13.717199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:13.717230] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:13.721225] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: UP (p=85.83%)
[2026-02-13T20:24:13.721569] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2026-02-13T20:24:13.721735] [INFO ] [sig       ] IBTG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:13.871335] [INFO ] [LOCAL     ] Saved forecast: IBTG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IBTG.txt
[2026-02-13T20:24:13.871517] [INFO ] [sig       ] [1556/3406] Completed IBTG in 0.4s | 2.83 sym/s | Total: 9.2m | ETA: 10.9m
[2026-02-13T20:24:13.871562] [INFO ] [sig       ] [1557/3406] Forecasting IBTH...
[2026-02-13T20:24:13.871614] [INFO ] [sig       ] Generating forecast for: IBTH
[2026-02-13T20:24:13.871644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2026-02-13T20:24:13.883329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2026-02-13T20:24:13.883720] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2026-02-13T20:24:13.884558] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2026-02-13T20:24:13.884629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:13.884662] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:13.884688] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:13.884751] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:13.966326] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:13.967240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:13.967323] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:13.967356] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:14.086918] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:14.087086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:14.087125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:14.087173] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:14.091399] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=94.82%)
[2026-02-13T20:24:14.092042] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2026-02-13T20:24:14.092203] [INFO ] [sig       ] IBTH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:14.234946] [INFO ] [LOCAL     ] Saved forecast: IBTH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IBTH.txt
[2026-02-13T20:24:14.235103] [INFO ] [sig       ] [1557/3406] Completed IBTH in 0.4s | 2.83 sym/s | Total: 9.2m | ETA: 10.9m
[2026-02-13T20:24:14.235144] [INFO ] [sig       ] [1558/3406] Forecasting IBTI...
[2026-02-13T20:24:14.235173] [INFO ] [sig       ] Generating forecast for: IBTI
[2026-02-13T20:24:14.235203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2026-02-13T20:24:14.246490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2026-02-13T20:24:14.246897] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2026-02-13T20:24:14.247737] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2026-02-13T20:24:14.247790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:14.247822] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:14.247849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:14.247905] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:14.305928] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:14.306814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:14.306899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:14.306932] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:14.430707] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:14.430879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:14.430927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:14.430957] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:14.434640] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2026-02-13T20:24:14.434948] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2026-02-13T20:24:14.435077] [INFO ] [sig       ] IBTI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:14.585313] [INFO ] [LOCAL     ] Saved forecast: IBTI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IBTI.txt
[2026-02-13T20:24:14.585471] [INFO ] [sig       ] [1558/3406] Completed IBTI in 0.4s | 2.83 sym/s | Total: 9.2m | ETA: 10.9m
[2026-02-13T20:24:14.585511] [INFO ] [sig       ] [1559/3406] Forecasting IBTJ...
[2026-02-13T20:24:14.585542] [INFO ] [sig       ] Generating forecast for: IBTJ
[2026-02-13T20:24:14.585592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2026-02-13T20:24:14.598345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2026-02-13T20:24:14.598697] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2026-02-13T20:24:14.599505] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2026-02-13T20:24:14.599590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:14.599625] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:14.599652] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:14.599709] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:14.656517] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:14.657241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:14.657321] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:14.657382] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:14.780290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:14.780447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:14.780485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:14.780514] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:14.783916] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: UP (p=55.91%)
[2026-02-13T20:24:14.784190] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2026-02-13T20:24:14.784312] [INFO ] [sig       ] IBTJ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:14.923241] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IBTJ.txt
[2026-02-13T20:24:14.923439] [INFO ] [sig       ] [1559/3406] Completed IBTJ in 0.3s | 2.83 sym/s | Total: 9.2m | ETA: 10.9m
[2026-02-13T20:24:14.923482] [INFO ] [sig       ] [1560/3406] Forecasting IBTK...
[2026-02-13T20:24:14.923511] [INFO ] [sig       ] Generating forecast for: IBTK
[2026-02-13T20:24:14.923540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2026-02-13T20:24:14.934843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2026-02-13T20:24:14.935205] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2026-02-13T20:24:14.936067] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2026-02-13T20:24:14.936121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:14.936154] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:14.936181] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:14.936238] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:14.995213] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:14.996011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:14.996095] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:14.996127] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:15.116639] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:15.116796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:15.116837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:15.116867] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:15.120552] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: UP (p=81.69%)
[2026-02-13T20:24:15.121041] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2026-02-13T20:24:15.121171] [INFO ] [sig       ] IBTK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:15.262473] [INFO ] [LOCAL     ] Saved forecast: IBTK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IBTK.txt
[2026-02-13T20:24:15.262647] [INFO ] [sig       ] [1560/3406] Completed IBTK in 0.3s | 2.83 sym/s | Total: 9.2m | ETA: 10.9m
[2026-02-13T20:24:15.262689] [INFO ] [sig       ] [1561/3406] Forecasting IBTL...
[2026-02-13T20:24:15.262717] [INFO ] [sig       ] Generating forecast for: IBTL
[2026-02-13T20:24:15.262747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2026-02-13T20:24:15.273844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2026-02-13T20:24:15.274168] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2026-02-13T20:24:15.275005] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2026-02-13T20:24:15.275057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:15.275089] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:15.275129] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:15.275187] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:15.332233] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:15.332896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:15.332976] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:15.333008] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:15.451302] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:15.451452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:15.451491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:15.451518] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:15.455462] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: UP (p=84.73%)
[2026-02-13T20:24:15.455964] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2026-02-13T20:24:15.456097] [INFO ] [sig       ] IBTL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:15.600027] [INFO ] [LOCAL     ] Saved forecast: IBTL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IBTL.txt
[2026-02-13T20:24:15.600191] [INFO ] [sig       ] [1561/3406] Completed IBTL in 0.3s | 2.83 sym/s | Total: 9.2m | ETA: 10.9m
[2026-02-13T20:24:15.600238] [INFO ] [sig       ] [1562/3406] Forecasting IBTM...
[2026-02-13T20:24:15.600270] [INFO ] [sig       ] Generating forecast for: IBTM
[2026-02-13T20:24:15.600302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2026-02-13T20:24:15.612251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2026-02-13T20:24:15.612640] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2026-02-13T20:24:15.613458] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2026-02-13T20:24:15.613512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:15.613545] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:15.613596] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:15.613661] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:15.672440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:15.673133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:15.673214] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:15.673247] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:15.799038] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:15.799192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:15.799232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:15.799262] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:15.802765] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: DOWN (p=41.24%)
[2026-02-13T20:24:15.803045] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2026-02-13T20:24:15.803175] [INFO ] [sig       ] IBTM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:15.943627] [INFO ] [LOCAL     ] Saved forecast: IBTM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IBTM.txt
[2026-02-13T20:24:15.943766] [INFO ] [sig       ] [1562/3406] Completed IBTM in 0.3s | 2.83 sym/s | Total: 9.2m | ETA: 10.8m
[2026-02-13T20:24:15.943806] [INFO ] [sig       ] [1563/3406] Forecasting IBTO...
[2026-02-13T20:24:15.943835] [INFO ] [sig       ] Generating forecast for: IBTO
[2026-02-13T20:24:15.943865] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2026-02-13T20:24:15.955154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2026-02-13T20:24:15.955523] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2026-02-13T20:24:15.956353] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2026-02-13T20:24:15.956407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:15.956468] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:15.956498] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:15.956557] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:16.015759] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:16.016726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:16.016824] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:16.016872] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:16.142078] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:16.142239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:16.142279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:16.142311] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:16.145821] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: UP (p=50.05%)
[2026-02-13T20:24:16.146102] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2026-02-13T20:24:16.146228] [INFO ] [sig       ] IBTO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:16.286788] [INFO ] [LOCAL     ] Saved forecast: IBTO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IBTO.txt
[2026-02-13T20:24:16.286918] [INFO ] [sig       ] [1563/3406] Completed IBTO in 0.3s | 2.83 sym/s | Total: 9.2m | ETA: 10.8m
[2026-02-13T20:24:16.286957] [INFO ] [sig       ] [1564/3406] Forecasting ICE...
[2026-02-13T20:24:16.286988] [INFO ] [sig       ] Generating forecast for: ICE
[2026-02-13T20:24:16.287018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2026-02-13T20:24:16.298618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2026-02-13T20:24:16.298942] [INFO ] [FORECASTER] Starting predict_future for ICE
[2026-02-13T20:24:16.299743] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2026-02-13T20:24:16.299795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:16.299827] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:16.299854] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:16.299910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:16.357922] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:16.358631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:16.358714] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:16.358752] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:16.487646] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:16.487817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:16.487858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:16.487890] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:16.491824] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=14.05%)
[2026-02-13T20:24:16.492178] [INFO ] [FORECASTER] Completed predict_future for ICE
[2026-02-13T20:24:16.492326] [INFO ] [sig       ] ICE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:16.639098] [INFO ] [LOCAL     ] Saved forecast: ICE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ICE.txt
[2026-02-13T20:24:16.639248] [INFO ] [sig       ] [1564/3406] Completed ICE in 0.4s | 2.83 sym/s | Total: 9.2m | ETA: 10.8m
[2026-02-13T20:24:16.639291] [INFO ] [sig       ] [1565/3406] Forecasting ICFI...
[2026-02-13T20:24:16.639323] [INFO ] [sig       ] Generating forecast for: ICFI
[2026-02-13T20:24:16.639361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2026-02-13T20:24:16.651056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2026-02-13T20:24:16.651429] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2026-02-13T20:24:16.652253] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2026-02-13T20:24:16.652306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:16.652341] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:16.652370] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:16.652438] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:16.713449] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:16.714375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:16.714461] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:16.714498] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:16.839403] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:16.839599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:16.839650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:16.839679] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:16.843505] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: UP (p=85.36%)
[2026-02-13T20:24:16.843999] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2026-02-13T20:24:16.844130] [INFO ] [sig       ] ICFI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:16.986501] [INFO ] [LOCAL     ] Saved forecast: ICFI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ICFI.txt
[2026-02-13T20:24:16.986685] [INFO ] [sig       ] [1565/3406] Completed ICFI in 0.3s | 2.83 sym/s | Total: 9.2m | ETA: 10.8m
[2026-02-13T20:24:16.986738] [INFO ] [sig       ] [1566/3406] Forecasting ICL...
[2026-02-13T20:24:16.986769] [INFO ] [sig       ] Generating forecast for: ICL
[2026-02-13T20:24:16.986802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2026-02-13T20:24:16.998408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2026-02-13T20:24:16.998802] [INFO ] [FORECASTER] Starting predict_future for ICL
[2026-02-13T20:24:16.999649] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2026-02-13T20:24:16.999703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:16.999735] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:16.999763] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:16.999820] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:17.059298] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:17.060129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:17.060213] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:17.060247] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:17.186723] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:17.186882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:17.186922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:17.187004] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:17.190593] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=65.90%)
[2026-02-13T20:24:17.191077] [INFO ] [FORECASTER] Completed predict_future for ICL
[2026-02-13T20:24:17.191212] [INFO ] [sig       ] ICL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:17.335551] [INFO ] [LOCAL     ] Saved forecast: ICL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ICL.txt
[2026-02-13T20:24:17.335737] [INFO ] [sig       ] [1566/3406] Completed ICL in 0.3s | 2.83 sym/s | Total: 9.2m | ETA: 10.8m
[2026-02-13T20:24:17.335780] [INFO ] [sig       ] [1567/3406] Forecasting ICLN...
[2026-02-13T20:24:17.335809] [INFO ] [sig       ] Generating forecast for: ICLN
[2026-02-13T20:24:17.335840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2026-02-13T20:24:17.347041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2026-02-13T20:24:17.347427] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2026-02-13T20:24:17.348285] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2026-02-13T20:24:17.348340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:17.348374] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:17.348403] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:17.348461] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:17.406229] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:17.407009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:17.407096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:17.407129] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:17.534021] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:17.534191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:17.534239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:17.534268] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:17.537868] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: UP (p=93.90%)
[2026-02-13T20:24:17.538162] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2026-02-13T20:24:17.538296] [INFO ] [sig       ] ICLN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:17.679085] [INFO ] [LOCAL     ] Saved forecast: ICLN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ICLN.txt
[2026-02-13T20:24:17.679236] [INFO ] [sig       ] [1567/3406] Completed ICLN in 0.3s | 2.83 sym/s | Total: 9.2m | ETA: 10.8m
[2026-02-13T20:24:17.679277] [INFO ] [sig       ] [1568/3406] Forecasting ICMB...
[2026-02-13T20:24:17.679307] [INFO ] [sig       ] Generating forecast for: ICMB
[2026-02-13T20:24:17.679336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2026-02-13T20:24:17.691235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2026-02-13T20:24:17.691621] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2026-02-13T20:24:17.692618] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2026-02-13T20:24:17.692670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:17.692701] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:17.692726] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:17.692932] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:17.751944] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:17.752868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:17.752956] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:17.752991] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:17.869743] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:17.869902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:17.869942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:17.869974] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:17.873473] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: UP (p=93.50%)
[2026-02-13T20:24:17.873776] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2026-02-13T20:24:17.873906] [INFO ] [sig       ] ICMB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:18.016174] [INFO ] [LOCAL     ] Saved forecast: ICMB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ICMB.txt
[2026-02-13T20:24:18.016329] [INFO ] [sig       ] [1568/3406] Completed ICMB in 0.3s | 2.83 sym/s | Total: 9.2m | ETA: 10.8m
[2026-02-13T20:24:18.016367] [INFO ] [sig       ] [1569/3406] Forecasting ICOP...
[2026-02-13T20:24:18.016399] [INFO ] [sig       ] Generating forecast for: ICOP
[2026-02-13T20:24:18.016432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2026-02-13T20:24:18.027730] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2026-02-13T20:24:18.028138] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2026-02-13T20:24:18.029232] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2026-02-13T20:24:18.029284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:18.029315] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:18.029340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:18.029395] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:18.089474] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:18.090405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:18.090498] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:18.090533] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:18.207869] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:18.208027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:18.208067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:18.208095] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:18.211458] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=86.66%)
[2026-02-13T20:24:18.211756] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2026-02-13T20:24:18.211885] [INFO ] [sig       ] ICOP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:18.354532] [INFO ] [LOCAL     ] Saved forecast: ICOP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ICOP.txt
[2026-02-13T20:24:18.354698] [INFO ] [sig       ] [1569/3406] Completed ICOP in 0.3s | 2.83 sym/s | Total: 9.2m | ETA: 10.8m
[2026-02-13T20:24:18.354741] [INFO ] [sig       ] [1570/3406] Forecasting ICUI...
[2026-02-13T20:24:18.354770] [INFO ] [sig       ] Generating forecast for: ICUI
[2026-02-13T20:24:18.354800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2026-02-13T20:24:18.366363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2026-02-13T20:24:18.366733] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2026-02-13T20:24:18.367535] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2026-02-13T20:24:18.367651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:18.367686] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:18.367716] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:18.367772] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:18.425703] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:18.426432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:18.426519] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:18.426554] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:18.545809] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:18.545964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:18.546004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:18.546032] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:18.549451] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2026-02-13T20:24:18.549754] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2026-02-13T20:24:18.549886] [INFO ] [sig       ] ICUI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:18.693283] [INFO ] [LOCAL     ] Saved forecast: ICUI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ICUI.txt
[2026-02-13T20:24:18.693419] [INFO ] [sig       ] [1570/3406] Completed ICUI in 0.3s | 2.83 sym/s | Total: 9.2m | ETA: 10.8m
[2026-02-13T20:24:18.693461] [INFO ] [sig       ] [1571/3406] Forecasting IDA...
[2026-02-13T20:24:18.693490] [INFO ] [sig       ] Generating forecast for: IDA
[2026-02-13T20:24:18.693520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2026-02-13T20:24:18.705478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2026-02-13T20:24:18.705859] [INFO ] [FORECASTER] Starting predict_future for IDA
[2026-02-13T20:24:18.706697] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2026-02-13T20:24:18.706752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:18.706785] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:18.706814] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:18.706872] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:18.765270] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:18.766086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:18.766171] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:18.766206] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:18.889279] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:18.889442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:18.889483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:18.889516] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:18.893135] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: UP (p=72.45%)
[2026-02-13T20:24:18.893449] [INFO ] [FORECASTER] Completed predict_future for IDA
[2026-02-13T20:24:18.893638] [INFO ] [sig       ] IDA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:19.101335] [INFO ] [LOCAL     ] Saved forecast: IDA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IDA.txt
[2026-02-13T20:24:19.101487] [INFO ] [sig       ] [1571/3406] Completed IDA in 0.4s | 2.83 sym/s | Total: 9.2m | ETA: 10.8m
[2026-02-13T20:24:19.101527] [INFO ] [sig       ] [1572/3406] Forecasting IDAI...
[2026-02-13T20:24:19.101558] [INFO ] [sig       ] Generating forecast for: IDAI
[2026-02-13T20:24:19.101611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2026-02-13T20:24:19.113047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDAI'.
[2026-02-13T20:24:19.113446] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2026-02-13T20:24:19.114341] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2026-02-13T20:24:19.114398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:19.114430] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:19.114456] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:19.114535] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:19.172395] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:19.173274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:19.173359] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:19.173394] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:19.297642] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:19.297840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:19.297887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:19.297917] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:19.301596] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=39.38%)
[2026-02-13T20:24:19.301929] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2026-02-13T20:24:19.302071] [INFO ] [sig       ] IDAI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:19.442003] [INFO ] [LOCAL     ] Saved forecast: IDAI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IDAI.txt
[2026-02-13T20:24:19.442152] [INFO ] [sig       ] [1572/3406] Completed IDAI in 0.3s | 2.83 sym/s | Total: 9.2m | ETA: 10.8m
[2026-02-13T20:24:19.442190] [INFO ] [sig       ] [1573/3406] Forecasting IDCC...
[2026-02-13T20:24:19.442221] [INFO ] [sig       ] Generating forecast for: IDCC
[2026-02-13T20:24:19.442250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2026-02-13T20:24:19.453650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2026-02-13T20:24:19.454011] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2026-02-13T20:24:19.454822] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2026-02-13T20:24:19.454875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:19.454906] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:19.454933] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:19.454990] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:19.511544] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:19.512303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:19.512416] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:19.512451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:19.634538] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:19.634704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:19.634745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:19.634774] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:19.638179] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2026-02-13T20:24:19.638456] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2026-02-13T20:24:19.638601] [INFO ] [sig       ] IDCC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:19.784394] [INFO ] [LOCAL     ] Saved forecast: IDCC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IDCC.txt
[2026-02-13T20:24:19.784650] [INFO ] [sig       ] [1573/3406] Completed IDCC in 0.3s | 2.83 sym/s | Total: 9.3m | ETA: 10.8m
[2026-02-13T20:24:19.784723] [INFO ] [sig       ] [1574/3406] Forecasting IDE...
[2026-02-13T20:24:19.784777] [INFO ] [sig       ] Generating forecast for: IDE
[2026-02-13T20:24:19.784830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2026-02-13T20:24:19.801413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2026-02-13T20:24:19.801915] [INFO ] [FORECASTER] Starting predict_future for IDE
[2026-02-13T20:24:19.802789] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2026-02-13T20:24:19.802861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:19.802894] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:19.802921] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:19.802979] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:19.888088] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:19.889019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:19.889107] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:19.889141] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:20.054406] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:20.054678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:20.054748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:20.054800] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:20.060550] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=55.02%)
[2026-02-13T20:24:20.061087] [INFO ] [FORECASTER] Completed predict_future for IDE
[2026-02-13T20:24:20.061298] [INFO ] [sig       ] IDE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:20.279104] [INFO ] [LOCAL     ] Saved forecast: IDE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IDE.txt
[2026-02-13T20:24:20.279317] [INFO ] [sig       ] [1574/3406] Completed IDE in 0.5s | 2.83 sym/s | Total: 9.3m | ETA: 10.8m
[2026-02-13T20:24:20.279377] [INFO ] [sig       ] [1575/3406] Forecasting IDN...
[2026-02-13T20:24:20.279410] [INFO ] [sig       ] Generating forecast for: IDN
[2026-02-13T20:24:20.279441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2026-02-13T20:24:20.298908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2026-02-13T20:24:20.299455] [INFO ] [FORECASTER] Starting predict_future for IDN
[2026-02-13T20:24:20.300770] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2026-02-13T20:24:20.300845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:20.300892] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:20.300939] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:20.301036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:20.389128] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:20.390358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:20.390467] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:20.390502] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:20.550288] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:20.550496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:20.550568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:20.550649] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:20.555676] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: DOWN (p=45.44%)
[2026-02-13T20:24:20.556187] [INFO ] [FORECASTER] Completed predict_future for IDN
[2026-02-13T20:24:20.556390] [INFO ] [sig       ] IDN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:20.772524] [INFO ] [LOCAL     ] Saved forecast: IDN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IDN.txt
[2026-02-13T20:24:20.772717] [INFO ] [sig       ] [1575/3406] Completed IDN in 0.5s | 2.83 sym/s | Total: 9.3m | ETA: 10.8m
[2026-02-13T20:24:20.772759] [INFO ] [sig       ] [1576/3406] Forecasting IDXX...
[2026-02-13T20:24:20.772790] [INFO ] [sig       ] Generating forecast for: IDXX
[2026-02-13T20:24:20.772820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2026-02-13T20:24:20.792757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2026-02-13T20:24:20.793304] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2026-02-13T20:24:20.794524] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2026-02-13T20:24:20.794614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:20.794664] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:20.794706] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:20.794789] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:20.886955] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:20.888436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:20.888592] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:20.888648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:21.048229] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:21.048401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:21.048443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:21.048472] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:21.052413] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=43.20%)
[2026-02-13T20:24:21.052867] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2026-02-13T20:24:21.053031] [INFO ] [sig       ] IDXX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:21.203393] [INFO ] [LOCAL     ] Saved forecast: IDXX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IDXX.txt
[2026-02-13T20:24:21.203659] [INFO ] [sig       ] [1576/3406] Completed IDXX in 0.4s | 2.83 sym/s | Total: 9.3m | ETA: 10.8m
[2026-02-13T20:24:21.203723] [INFO ] [sig       ] [1577/3406] Forecasting IDYA...
[2026-02-13T20:24:21.203756] [INFO ] [sig       ] Generating forecast for: IDYA
[2026-02-13T20:24:21.203787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2026-02-13T20:24:21.215703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2026-02-13T20:24:21.216101] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2026-02-13T20:24:21.216991] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2026-02-13T20:24:21.217046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:21.217079] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:21.217107] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:21.217164] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:21.277196] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:21.278152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:21.278240] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:21.278275] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:21.434721] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:21.434892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:21.434934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:21.434964] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:21.438893] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=48.80%)
[2026-02-13T20:24:21.439229] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2026-02-13T20:24:21.439377] [INFO ] [sig       ] IDYA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:21.582539] [INFO ] [LOCAL     ] Saved forecast: IDYA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IDYA.txt
[2026-02-13T20:24:21.582721] [INFO ] [sig       ] [1577/3406] Completed IDYA in 0.4s | 2.83 sym/s | Total: 9.3m | ETA: 10.8m
[2026-02-13T20:24:21.582764] [INFO ] [sig       ] [1578/3406] Forecasting IEF...
[2026-02-13T20:24:21.582793] [INFO ] [sig       ] Generating forecast for: IEF
[2026-02-13T20:24:21.582823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2026-02-13T20:24:21.594619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2026-02-13T20:24:21.595000] [INFO ] [FORECASTER] Starting predict_future for IEF
[2026-02-13T20:24:21.595857] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2026-02-13T20:24:21.595912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:21.595945] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:21.595972] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:21.596029] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:21.653659] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:21.654566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:21.654674] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:21.654707] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:21.783796] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:21.783954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:21.783997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:21.784027] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:21.787537] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=88.77%)
[2026-02-13T20:24:21.787897] [INFO ] [FORECASTER] Completed predict_future for IEF
[2026-02-13T20:24:21.788033] [INFO ] [sig       ] IEF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:21.930134] [INFO ] [LOCAL     ] Saved forecast: IEF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IEF.txt
[2026-02-13T20:24:21.930289] [INFO ] [sig       ] [1578/3406] Completed IEF in 0.3s | 2.83 sym/s | Total: 9.3m | ETA: 10.8m
[2026-02-13T20:24:21.930328] [INFO ] [sig       ] [1579/3406] Forecasting IEI...
[2026-02-13T20:24:21.930358] [INFO ] [sig       ] Generating forecast for: IEI
[2026-02-13T20:24:21.930387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2026-02-13T20:24:21.941613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2026-02-13T20:24:21.941992] [INFO ] [FORECASTER] Starting predict_future for IEI
[2026-02-13T20:24:21.942806] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2026-02-13T20:24:21.942858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:21.942890] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:21.942915] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:21.942971] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:21.999251] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:22.000158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:22.000248] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:22.000282] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:22.120029] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:22.120187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:22.120226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:22.120256] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:22.123750] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: DOWN (p=22.98%)
[2026-02-13T20:24:22.124053] [INFO ] [FORECASTER] Completed predict_future for IEI
[2026-02-13T20:24:22.124182] [INFO ] [sig       ] IEI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:22.263341] [INFO ] [LOCAL     ] Saved forecast: IEI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IEI.txt
[2026-02-13T20:24:22.263498] [INFO ] [sig       ] [1579/3406] Completed IEI in 0.3s | 2.83 sym/s | Total: 9.3m | ETA: 10.8m
[2026-02-13T20:24:22.263539] [INFO ] [sig       ] [1580/3406] Forecasting IEP...
[2026-02-13T20:24:22.263566] [INFO ] [sig       ] Generating forecast for: IEP
[2026-02-13T20:24:22.263622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2026-02-13T20:24:22.274606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2026-02-13T20:24:22.274973] [INFO ] [FORECASTER] Starting predict_future for IEP
[2026-02-13T20:24:22.275781] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2026-02-13T20:24:22.275833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:22.275895] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:22.275924] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:22.275980] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:22.332036] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:22.332890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:22.332973] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:22.333005] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:22.450948] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:22.451106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:22.451149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:22.451178] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:22.454644] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2026-02-13T20:24:22.454950] [INFO ] [FORECASTER] Completed predict_future for IEP
[2026-02-13T20:24:22.455080] [INFO ] [sig       ] IEP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:22.595242] [INFO ] [LOCAL     ] Saved forecast: IEP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IEP.txt
[2026-02-13T20:24:22.595380] [INFO ] [sig       ] [1580/3406] Completed IEP in 0.3s | 2.83 sym/s | Total: 9.3m | ETA: 10.7m
[2026-02-13T20:24:22.595421] [INFO ] [sig       ] [1581/3406] Forecasting IESC...
[2026-02-13T20:24:22.595450] [INFO ] [sig       ] Generating forecast for: IESC
[2026-02-13T20:24:22.595480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2026-02-13T20:24:22.606286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IESC'.
[2026-02-13T20:24:22.606678] [INFO ] [FORECASTER] Starting predict_future for IESC
[2026-02-13T20:24:22.607488] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2026-02-13T20:24:22.607543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:22.607648] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:22.607691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:22.607764] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:22.664949] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:22.665888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:22.665978] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:22.666012] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:22.790162] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:22.790323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:22.790381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:22.790412] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:22.794081] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=38.64%)
[2026-02-13T20:24:22.794396] [INFO ] [FORECASTER] Completed predict_future for IESC
[2026-02-13T20:24:22.794538] [INFO ] [sig       ] IESC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:22.935756] [INFO ] [LOCAL     ] Saved forecast: IESC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IESC.txt
[2026-02-13T20:24:22.935903] [INFO ] [sig       ] [1581/3406] Completed IESC in 0.3s | 2.83 sym/s | Total: 9.3m | ETA: 10.7m
[2026-02-13T20:24:22.935944] [INFO ] [sig       ] [1582/3406] Forecasting IEX...
[2026-02-13T20:24:22.935972] [INFO ] [sig       ] Generating forecast for: IEX
[2026-02-13T20:24:22.936002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2026-02-13T20:24:22.949247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2026-02-13T20:24:22.949710] [INFO ] [FORECASTER] Starting predict_future for IEX
[2026-02-13T20:24:22.950512] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2026-02-13T20:24:22.950564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:22.950629] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:22.950657] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:22.950714] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:23.007715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:23.008605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:23.008692] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:23.008725] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:23.129427] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:23.129625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:23.129675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:23.129709] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:23.133151] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2026-02-13T20:24:23.133433] [INFO ] [FORECASTER] Completed predict_future for IEX
[2026-02-13T20:24:23.133565] [INFO ] [sig       ] IEX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:23.271844] [INFO ] [LOCAL     ] Saved forecast: IEX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IEX.txt
[2026-02-13T20:24:23.272003] [INFO ] [sig       ] [1582/3406] Completed IEX in 0.3s | 2.83 sym/s | Total: 9.3m | ETA: 10.7m
[2026-02-13T20:24:23.272045] [INFO ] [sig       ] [1583/3406] Forecasting IFN...
[2026-02-13T20:24:23.272075] [INFO ] [sig       ] Generating forecast for: IFN
[2026-02-13T20:24:23.272105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2026-02-13T20:24:23.283925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2026-02-13T20:24:23.284331] [INFO ] [FORECASTER] Starting predict_future for IFN
[2026-02-13T20:24:23.285242] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2026-02-13T20:24:23.285298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:23.285331] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:23.285358] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:23.285425] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:23.346688] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:23.347705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:23.347794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:23.347827] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:23.465336] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:23.465496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:23.465538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:23.465637] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:23.470321] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=26.53%)
[2026-02-13T20:24:23.470655] [INFO ] [FORECASTER] Completed predict_future for IFN
[2026-02-13T20:24:23.470819] [INFO ] [sig       ] IFN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:23.614371] [INFO ] [LOCAL     ] Saved forecast: IFN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IFN.txt
[2026-02-13T20:24:23.614533] [INFO ] [sig       ] [1583/3406] Completed IFN in 0.3s | 2.83 sym/s | Total: 9.3m | ETA: 10.7m
[2026-02-13T20:24:23.614608] [INFO ] [sig       ] [1584/3406] Forecasting IFS...
[2026-02-13T20:24:23.614648] [INFO ] [sig       ] Generating forecast for: IFS
[2026-02-13T20:24:23.614685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2026-02-13T20:24:23.626287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2026-02-13T20:24:23.626712] [INFO ] [FORECASTER] Starting predict_future for IFS
[2026-02-13T20:24:23.627547] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2026-02-13T20:24:23.627657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:23.627701] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:23.627729] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:23.627787] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:23.686567] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:23.687434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:23.687518] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:23.687550] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:23.808105] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:23.808363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:23.808436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:23.808489] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:23.812342] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: DOWN (p=24.35%)
[2026-02-13T20:24:23.812670] [INFO ] [FORECASTER] Completed predict_future for IFS
[2026-02-13T20:24:23.812826] [INFO ] [sig       ] IFS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:23.952289] [INFO ] [LOCAL     ] Saved forecast: IFS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IFS.txt
[2026-02-13T20:24:23.952404] [INFO ] [sig       ] [1584/3406] Completed IFS in 0.3s | 2.83 sym/s | Total: 9.3m | ETA: 10.7m
[2026-02-13T20:24:23.952442] [INFO ] [sig       ] [1585/3406] Forecasting IGA...
[2026-02-13T20:24:23.952471] [INFO ] [sig       ] Generating forecast for: IGA
[2026-02-13T20:24:23.952500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2026-02-13T20:24:23.963111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2026-02-13T20:24:23.963437] [INFO ] [FORECASTER] Starting predict_future for IGA
[2026-02-13T20:24:23.964243] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2026-02-13T20:24:23.964296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:23.964342] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:23.964369] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:23.964425] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:24.021000] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:24.021649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:24.021725] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:24.021757] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:24.141608] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:24.141768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:24.141810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:24.141839] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:24.145232] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2026-02-13T20:24:24.145517] [INFO ] [FORECASTER] Completed predict_future for IGA
[2026-02-13T20:24:24.145677] [INFO ] [sig       ] IGA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:24.287691] [INFO ] [LOCAL     ] Saved forecast: IGA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IGA.txt
[2026-02-13T20:24:24.287831] [INFO ] [sig       ] [1585/3406] Completed IGA in 0.3s | 2.83 sym/s | Total: 9.3m | ETA: 10.7m
[2026-02-13T20:24:24.287876] [INFO ] [sig       ] [1586/3406] Forecasting IGD...
[2026-02-13T20:24:24.287906] [INFO ] [sig       ] Generating forecast for: IGD
[2026-02-13T20:24:24.287936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2026-02-13T20:24:24.299299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2026-02-13T20:24:24.299670] [INFO ] [FORECASTER] Starting predict_future for IGD
[2026-02-13T20:24:24.300457] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2026-02-13T20:24:24.300510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:24.300541] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:24.300587] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:24.300651] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:24.357805] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:24.358463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:24.358543] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:24.358599] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:24.479539] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:24.479734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:24.479782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:24.479816] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:24.483339] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: DOWN (p=30.94%)
[2026-02-13T20:24:24.483652] [INFO ] [FORECASTER] Completed predict_future for IGD
[2026-02-13T20:24:24.483811] [INFO ] [sig       ] IGD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:24.627158] [INFO ] [LOCAL     ] Saved forecast: IGD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IGD.txt
[2026-02-13T20:24:24.627315] [INFO ] [sig       ] [1586/3406] Completed IGD in 0.3s | 2.83 sym/s | Total: 9.3m | ETA: 10.7m
[2026-02-13T20:24:24.627355] [INFO ] [sig       ] [1587/3406] Forecasting IGF...
[2026-02-13T20:24:24.627386] [INFO ] [sig       ] Generating forecast for: IGF
[2026-02-13T20:24:24.627415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2026-02-13T20:24:24.639005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2026-02-13T20:24:24.639406] [INFO ] [FORECASTER] Starting predict_future for IGF
[2026-02-13T20:24:24.640227] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2026-02-13T20:24:24.640280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:24.640312] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:24.640338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:24.640393] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:24.698769] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:24.699680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:24.699764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:24.699797] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:24.824211] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:24.824377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:24.824418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:24.824447] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:24.828028] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: DOWN (p=47.24%)
[2026-02-13T20:24:24.828329] [INFO ] [FORECASTER] Completed predict_future for IGF
[2026-02-13T20:24:24.828465] [INFO ] [sig       ] IGF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:24.971054] [INFO ] [LOCAL     ] Saved forecast: IGF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IGF.txt
[2026-02-13T20:24:24.971187] [INFO ] [sig       ] [1587/3406] Completed IGF in 0.3s | 2.83 sym/s | Total: 9.3m | ETA: 10.7m
[2026-02-13T20:24:24.971227] [INFO ] [sig       ] [1588/3406] Forecasting IGI...
[2026-02-13T20:24:24.971255] [INFO ] [sig       ] Generating forecast for: IGI
[2026-02-13T20:24:24.971284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2026-02-13T20:24:24.986604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2026-02-13T20:24:24.987132] [INFO ] [FORECASTER] Starting predict_future for IGI
[2026-02-13T20:24:24.988052] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2026-02-13T20:24:24.988104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:24.988141] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:24.988169] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:24.988229] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:25.045372] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:25.046212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:25.046323] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:25.046359] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:25.149488] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:25.149679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:25.149728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:25.149773] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:25.153261] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: DOWN (p=10.67%)
[2026-02-13T20:24:25.153541] [INFO ] [FORECASTER] Completed predict_future for IGI
[2026-02-13T20:24:25.153712] [INFO ] [sig       ] IGI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:25.292636] [INFO ] [LOCAL     ] Saved forecast: IGI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IGI.txt
[2026-02-13T20:24:25.292816] [INFO ] [sig       ] [1588/3406] Completed IGI in 0.3s | 2.83 sym/s | Total: 9.3m | ETA: 10.7m
[2026-02-13T20:24:25.292859] [INFO ] [sig       ] [1589/3406] Forecasting IGIB...
[2026-02-13T20:24:25.292894] [INFO ] [sig       ] Generating forecast for: IGIB
[2026-02-13T20:24:25.292925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2026-02-13T20:24:25.305268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2026-02-13T20:24:25.305707] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2026-02-13T20:24:25.306520] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2026-02-13T20:24:25.306591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:25.306626] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:25.306652] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:25.306707] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:25.365496] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:25.366424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:25.366511] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:25.366545] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:25.488998] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:25.489159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:25.489201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:25.489230] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:25.492781] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: DOWN (p=33.69%)
[2026-02-13T20:24:25.493072] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2026-02-13T20:24:25.493203] [INFO ] [sig       ] IGIB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:25.637157] [INFO ] [LOCAL     ] Saved forecast: IGIB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IGIB.txt
[2026-02-13T20:24:25.637310] [INFO ] [sig       ] [1589/3406] Completed IGIB in 0.3s | 2.83 sym/s | Total: 9.3m | ETA: 10.7m
[2026-02-13T20:24:25.637350] [INFO ] [sig       ] [1590/3406] Forecasting IGIC...
[2026-02-13T20:24:25.637379] [INFO ] [sig       ] Generating forecast for: IGIC
[2026-02-13T20:24:25.637409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2026-02-13T20:24:25.649531] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2026-02-13T20:24:25.649906] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2026-02-13T20:24:25.650706] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2026-02-13T20:24:25.650758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:25.650789] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:25.650816] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:25.650872] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:25.708483] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:25.709440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:25.709557] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:25.709615] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:25.831608] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:25.831901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:25.831948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:25.831979] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:25.835653] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2026-02-13T20:24:25.835947] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2026-02-13T20:24:25.836090] [INFO ] [sig       ] IGIC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:25.979767] [INFO ] [LOCAL     ] Saved forecast: IGIC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IGIC.txt
[2026-02-13T20:24:25.979925] [INFO ] [sig       ] [1590/3406] Completed IGIC in 0.3s | 2.83 sym/s | Total: 9.4m | ETA: 10.7m
[2026-02-13T20:24:25.979964] [INFO ] [sig       ] [1591/3406] Forecasting IGSB...
[2026-02-13T20:24:25.979994] [INFO ] [sig       ] Generating forecast for: IGSB
[2026-02-13T20:24:25.980025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2026-02-13T20:24:25.991699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2026-02-13T20:24:25.992066] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2026-02-13T20:24:25.992978] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2026-02-13T20:24:25.993034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:25.993067] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:25.993095] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:25.993152] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:26.050665] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:26.051509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:26.051618] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:26.051656] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:26.172094] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:26.172273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:26.172316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:26.172346] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:26.176101] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=97.92%)
[2026-02-13T20:24:26.176416] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2026-02-13T20:24:26.176561] [INFO ] [sig       ] IGSB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:26.332132] [INFO ] [LOCAL     ] Saved forecast: IGSB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IGSB.txt
[2026-02-13T20:24:26.332285] [INFO ] [sig       ] [1591/3406] Completed IGSB in 0.4s | 2.83 sym/s | Total: 9.4m | ETA: 10.7m
[2026-02-13T20:24:26.332327] [INFO ] [sig       ] [1592/3406] Forecasting IHD...
[2026-02-13T20:24:26.332357] [INFO ] [sig       ] Generating forecast for: IHD
[2026-02-13T20:24:26.332388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2026-02-13T20:24:26.345345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2026-02-13T20:24:26.345807] [INFO ] [FORECASTER] Starting predict_future for IHD
[2026-02-13T20:24:26.346735] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2026-02-13T20:24:26.346794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:26.346828] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:26.346854] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:26.346912] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:26.411259] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:26.412177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:26.412265] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:26.412299] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:26.545418] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:26.545601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:26.545650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:26.545704] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:26.549241] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=83.12%)
[2026-02-13T20:24:26.549541] [INFO ] [FORECASTER] Completed predict_future for IHD
[2026-02-13T20:24:26.549702] [INFO ] [sig       ] IHD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:26.699171] [INFO ] [LOCAL     ] Saved forecast: IHD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IHD.txt
[2026-02-13T20:24:26.699312] [INFO ] [sig       ] [1592/3406] Completed IHD in 0.4s | 2.83 sym/s | Total: 9.4m | ETA: 10.7m
[2026-02-13T20:24:26.699351] [INFO ] [sig       ] [1593/3406] Forecasting IHG...
[2026-02-13T20:24:26.699382] [INFO ] [sig       ] Generating forecast for: IHG
[2026-02-13T20:24:26.699412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2026-02-13T20:24:26.711267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2026-02-13T20:24:26.711625] [INFO ] [FORECASTER] Starting predict_future for IHG
[2026-02-13T20:24:26.712438] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2026-02-13T20:24:26.712491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:26.712524] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:26.712551] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:26.712625] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:26.769211] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:26.770123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:26.770206] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:26.770238] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:26.912065] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:26.912286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:26.912352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:26.912402] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:26.917674] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=43.36%)
[2026-02-13T20:24:26.918151] [INFO ] [FORECASTER] Completed predict_future for IHG
[2026-02-13T20:24:26.918354] [INFO ] [sig       ] IHG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:27.079242] [INFO ] [LOCAL     ] Saved forecast: IHG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IHG.txt
[2026-02-13T20:24:27.079451] [INFO ] [sig       ] [1593/3406] Completed IHG in 0.4s | 2.83 sym/s | Total: 9.4m | ETA: 10.7m
[2026-02-13T20:24:27.079493] [INFO ] [sig       ] [1594/3406] Forecasting IHS...
[2026-02-13T20:24:27.079525] [INFO ] [sig       ] Generating forecast for: IHS
[2026-02-13T20:24:27.079555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2026-02-13T20:24:27.092915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2026-02-13T20:24:27.093380] [INFO ] [FORECASTER] Starting predict_future for IHS
[2026-02-13T20:24:27.094492] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2026-02-13T20:24:27.094559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:27.094632] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:27.094674] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:27.094759] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:27.158436] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:27.159386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:27.159474] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:27.159526] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:27.277887] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:27.278053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:27.278093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:27.278123] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:27.281645] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=99.67%)
[2026-02-13T20:24:27.281944] [INFO ] [FORECASTER] Completed predict_future for IHS
[2026-02-13T20:24:27.282079] [INFO ] [sig       ] IHS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:27.432452] [INFO ] [LOCAL     ] Saved forecast: IHS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IHS.txt
[2026-02-13T20:24:27.432652] [INFO ] [sig       ] [1594/3406] Completed IHS in 0.4s | 2.83 sym/s | Total: 9.4m | ETA: 10.7m
[2026-02-13T20:24:27.432713] [INFO ] [sig       ] [1595/3406] Forecasting IIF...
[2026-02-13T20:24:27.432745] [INFO ] [sig       ] Generating forecast for: IIF
[2026-02-13T20:24:27.432775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2026-02-13T20:24:27.444248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2026-02-13T20:24:27.444746] [INFO ] [FORECASTER] Starting predict_future for IIF
[2026-02-13T20:24:27.445613] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2026-02-13T20:24:27.445669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:27.445701] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:27.445729] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:27.445786] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:27.511726] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:27.512741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:27.512839] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:27.512876] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:27.644425] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:27.644618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:27.644665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:27.644695] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:27.648458] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: UP (p=78.31%)
[2026-02-13T20:24:27.648859] [INFO ] [FORECASTER] Completed predict_future for IIF
[2026-02-13T20:24:27.649023] [INFO ] [sig       ] IIF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:27.794983] [INFO ] [LOCAL     ] Saved forecast: IIF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IIF.txt
[2026-02-13T20:24:27.795133] [INFO ] [sig       ] [1595/3406] Completed IIF in 0.4s | 2.83 sym/s | Total: 9.4m | ETA: 10.7m
[2026-02-13T20:24:27.795172] [INFO ] [sig       ] [1596/3406] Forecasting III...
[2026-02-13T20:24:27.795203] [INFO ] [sig       ] Generating forecast for: III
[2026-02-13T20:24:27.795233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2026-02-13T20:24:27.806141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2026-02-13T20:24:27.806496] [INFO ] [FORECASTER] Starting predict_future for III
[2026-02-13T20:24:27.807332] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2026-02-13T20:24:27.807385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:27.807419] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:27.807447] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:27.807518] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:27.865200] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:27.866006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:27.866091] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:27.866125] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:27.985507] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:27.985682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:27.985724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:27.985754] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:27.989239] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=60.07%)
[2026-02-13T20:24:27.989513] [INFO ] [FORECASTER] Completed predict_future for III
[2026-02-13T20:24:27.989662] [INFO ] [sig       ] III: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:28.129858] [INFO ] [LOCAL     ] Saved forecast: III	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/III.txt
[2026-02-13T20:24:28.130003] [INFO ] [sig       ] [1596/3406] Completed III in 0.3s | 2.83 sym/s | Total: 9.4m | ETA: 10.6m
[2026-02-13T20:24:28.130043] [INFO ] [sig       ] [1597/3406] Forecasting IIIN...
[2026-02-13T20:24:28.130071] [INFO ] [sig       ] Generating forecast for: IIIN
[2026-02-13T20:24:28.130101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2026-02-13T20:24:28.140952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2026-02-13T20:24:28.141304] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2026-02-13T20:24:28.142103] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2026-02-13T20:24:28.142155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:28.142215] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:28.142244] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:28.142301] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:28.199517] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:28.200343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:28.200426] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:28.200458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:28.324726] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:28.324938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:28.324984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:28.325014] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:28.329075] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: DOWN (p=11.18%)
[2026-02-13T20:24:28.329479] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2026-02-13T20:24:28.329648] [INFO ] [sig       ] IIIN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:28.491005] [INFO ] [LOCAL     ] Saved forecast: IIIN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IIIN.txt
[2026-02-13T20:24:28.491229] [INFO ] [sig       ] [1597/3406] Completed IIIN in 0.4s | 2.83 sym/s | Total: 9.4m | ETA: 10.6m
[2026-02-13T20:24:28.491289] [INFO ] [sig       ] [1598/3406] Forecasting IIM...
[2026-02-13T20:24:28.491329] [INFO ] [sig       ] Generating forecast for: IIM
[2026-02-13T20:24:28.491371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2026-02-13T20:24:28.506364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2026-02-13T20:24:28.506808] [INFO ] [FORECASTER] Starting predict_future for IIM
[2026-02-13T20:24:28.507858] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2026-02-13T20:24:28.507951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:28.507998] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:28.508034] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:28.508115] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:28.580725] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:28.581653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:28.581737] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:28.581771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:28.700768] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:28.700931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:28.700970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:28.701000] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:28.704391] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=20.99%)
[2026-02-13T20:24:28.704686] [INFO ] [FORECASTER] Completed predict_future for IIM
[2026-02-13T20:24:28.704812] [INFO ] [sig       ] IIM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:28.843246] [INFO ] [LOCAL     ] Saved forecast: IIM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IIM.txt
[2026-02-13T20:24:28.843388] [INFO ] [sig       ] [1598/3406] Completed IIM in 0.4s | 2.83 sym/s | Total: 9.4m | ETA: 10.6m
[2026-02-13T20:24:28.843428] [INFO ] [sig       ] [1599/3406] Forecasting ILMN...
[2026-02-13T20:24:28.843457] [INFO ] [sig       ] Generating forecast for: ILMN
[2026-02-13T20:24:28.843486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2026-02-13T20:24:28.854656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2026-02-13T20:24:28.854994] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2026-02-13T20:24:28.855813] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2026-02-13T20:24:28.855866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:28.855899] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:28.855925] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:28.855981] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:28.912860] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:28.913696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:28.913780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:28.913813] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:29.037862] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:29.038024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:29.038063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:29.038091] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:29.041563] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: UP (p=85.89%)
[2026-02-13T20:24:29.041890] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2026-02-13T20:24:29.042020] [INFO ] [sig       ] ILMN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:29.184485] [INFO ] [LOCAL     ] Saved forecast: ILMN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ILMN.txt
[2026-02-13T20:24:29.184683] [INFO ] [sig       ] [1599/3406] Completed ILMN in 0.3s | 2.83 sym/s | Total: 9.4m | ETA: 10.6m
[2026-02-13T20:24:29.184728] [INFO ] [sig       ] [1600/3406] Forecasting IMAX...
[2026-02-13T20:24:29.184758] [INFO ] [sig       ] Generating forecast for: IMAX
[2026-02-13T20:24:29.184787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2026-02-13T20:24:29.197012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2026-02-13T20:24:29.197408] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2026-02-13T20:24:29.198302] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2026-02-13T20:24:29.198355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:29.198387] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:29.198413] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:29.198469] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:29.254658] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:29.255537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:29.255640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:29.255675] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:29.371145] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:29.371305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:29.371345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:29.371406] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:29.374841] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: DOWN (p=16.68%)
[2026-02-13T20:24:29.375132] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2026-02-13T20:24:29.375260] [INFO ] [sig       ] IMAX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:29.514021] [INFO ] [LOCAL     ] Saved forecast: IMAX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IMAX.txt
[2026-02-13T20:24:29.514188] [INFO ] [sig       ] [1600/3406] Completed IMAX in 0.3s | 2.83 sym/s | Total: 9.4m | ETA: 10.6m
[2026-02-13T20:24:29.514229] [INFO ] [sig       ] [1601/3406] Forecasting IMMP...
[2026-02-13T20:24:29.514257] [INFO ] [sig       ] Generating forecast for: IMMP
[2026-02-13T20:24:29.514288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2026-02-13T20:24:29.525893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2026-02-13T20:24:29.526241] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2026-02-13T20:24:29.527059] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2026-02-13T20:24:29.527112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:29.527144] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:29.527171] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:29.527227] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:29.584332] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:29.585238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:29.585322] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:29.585364] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:29.702657] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:29.702828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:29.702876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:29.702908] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:29.706424] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: DOWN (p=42.42%)
[2026-02-13T20:24:29.706731] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2026-02-13T20:24:29.706882] [INFO ] [sig       ] IMMP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:29.846233] [INFO ] [LOCAL     ] Saved forecast: IMMP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IMMP.txt
[2026-02-13T20:24:29.846384] [INFO ] [sig       ] [1601/3406] Completed IMMP in 0.3s | 2.83 sym/s | Total: 9.4m | ETA: 10.6m
[2026-02-13T20:24:29.846425] [INFO ] [sig       ] [1602/3406] Forecasting IMMX...
[2026-02-13T20:24:29.846454] [INFO ] [sig       ] Generating forecast for: IMMX
[2026-02-13T20:24:29.846484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2026-02-13T20:24:29.858012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2026-02-13T20:24:29.858354] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2026-02-13T20:24:29.859211] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2026-02-13T20:24:29.859264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:29.859296] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:29.859322] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:29.859379] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:29.916319] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:29.917141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:29.917224] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:29.917258] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:30.039352] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:30.039563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:30.039641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:30.039672] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:30.043437] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=94.34%)
[2026-02-13T20:24:30.043760] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2026-02-13T20:24:30.043904] [INFO ] [sig       ] IMMX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:30.183112] [INFO ] [LOCAL     ] Saved forecast: IMMX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IMMX.txt
[2026-02-13T20:24:30.183252] [INFO ] [sig       ] [1602/3406] Completed IMMX in 0.3s | 2.83 sym/s | Total: 9.4m | ETA: 10.6m
[2026-02-13T20:24:30.183293] [INFO ] [sig       ] [1603/3406] Forecasting IMNM...
[2026-02-13T20:24:30.183323] [INFO ] [sig       ] Generating forecast for: IMNM
[2026-02-13T20:24:30.183353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2026-02-13T20:24:30.194735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2026-02-13T20:24:30.195070] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2026-02-13T20:24:30.195905] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2026-02-13T20:24:30.195964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:30.195997] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:30.196023] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:30.196084] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:30.252384] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:30.253124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:30.253206] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:30.253238] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:30.375565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:30.375743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:30.375783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:30.375812] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:30.379343] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=11.89%)
[2026-02-13T20:24:30.379666] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2026-02-13T20:24:30.379820] [INFO ] [sig       ] IMNM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:30.519172] [INFO ] [LOCAL     ] Saved forecast: IMNM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IMNM.txt
[2026-02-13T20:24:30.519318] [INFO ] [sig       ] [1603/3406] Completed IMNM in 0.3s | 2.83 sym/s | Total: 9.4m | ETA: 10.6m
[2026-02-13T20:24:30.519358] [INFO ] [sig       ] [1604/3406] Forecasting IMNN...
[2026-02-13T20:24:30.519387] [INFO ] [sig       ] Generating forecast for: IMNN
[2026-02-13T20:24:30.519417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2026-02-13T20:24:30.530902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2026-02-13T20:24:30.531269] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2026-02-13T20:24:30.532149] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2026-02-13T20:24:30.532204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:30.532236] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:30.532263] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:30.532321] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:30.588751] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:30.589627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:30.589709] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:30.589741] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:30.709369] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:30.709527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:30.709586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:30.709618] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:30.712989] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: DOWN (p=20.16%)
[2026-02-13T20:24:30.713268] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2026-02-13T20:24:30.713397] [INFO ] [sig       ] IMNN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:30.855913] [INFO ] [LOCAL     ] Saved forecast: IMNN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IMNN.txt
[2026-02-13T20:24:30.856100] [INFO ] [sig       ] [1604/3406] Completed IMNN in 0.3s | 2.83 sym/s | Total: 9.4m | ETA: 10.6m
[2026-02-13T20:24:30.856151] [INFO ] [sig       ] [1605/3406] Forecasting IMOS...
[2026-02-13T20:24:30.856182] [INFO ] [sig       ] Generating forecast for: IMOS
[2026-02-13T20:24:30.856213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2026-02-13T20:24:30.868000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2026-02-13T20:24:30.868403] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2026-02-13T20:24:30.869228] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2026-02-13T20:24:30.869282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:30.869314] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:30.869340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:30.869396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:30.928261] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:30.929229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:30.929318] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:30.929352] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:31.049160] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:31.049333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:31.049374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:31.049402] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:31.052823] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=62.64%)
[2026-02-13T20:24:31.053099] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2026-02-13T20:24:31.053228] [INFO ] [sig       ] IMOS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:31.195732] [INFO ] [LOCAL     ] Saved forecast: IMOS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IMOS.txt
[2026-02-13T20:24:31.195880] [INFO ] [sig       ] [1605/3406] Completed IMOS in 0.3s | 2.83 sym/s | Total: 9.4m | ETA: 10.6m
[2026-02-13T20:24:31.195918] [INFO ] [sig       ] [1606/3406] Forecasting IMPP...
[2026-02-13T20:24:31.195948] [INFO ] [sig       ] Generating forecast for: IMPP
[2026-02-13T20:24:31.195978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2026-02-13T20:24:31.207262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2026-02-13T20:24:31.207671] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2026-02-13T20:24:31.208559] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2026-02-13T20:24:31.208649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:31.208682] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:31.208709] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:31.208766] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:31.265999] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:31.266802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:31.266883] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:31.266915] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:31.390970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:31.391150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:31.391196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:31.391226] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:31.395308] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=79.95%)
[2026-02-13T20:24:31.395775] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2026-02-13T20:24:31.395979] [INFO ] [sig       ] IMPP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:31.554631] [INFO ] [LOCAL     ] Saved forecast: IMPP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IMPP.txt
[2026-02-13T20:24:31.554788] [INFO ] [sig       ] [1606/3406] Completed IMPP in 0.4s | 2.83 sym/s | Total: 9.4m | ETA: 10.6m
[2026-02-13T20:24:31.554827] [INFO ] [sig       ] [1607/3406] Forecasting IMRX...
[2026-02-13T20:24:31.554856] [INFO ] [sig       ] Generating forecast for: IMRX
[2026-02-13T20:24:31.554887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2026-02-13T20:24:31.566636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2026-02-13T20:24:31.567030] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2026-02-13T20:24:31.567917] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2026-02-13T20:24:31.567970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:31.568003] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:31.568030] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:31.568087] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:31.625770] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:31.626704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:31.626825] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:31.626876] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:31.749792] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:31.750000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:31.750042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:31.750071] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:31.753724] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: DOWN (p=19.05%)
[2026-02-13T20:24:31.754012] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2026-02-13T20:24:31.754140] [INFO ] [sig       ] IMRX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:31.894721] [INFO ] [LOCAL     ] Saved forecast: IMRX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IMRX.txt
[2026-02-13T20:24:31.894882] [INFO ] [sig       ] [1607/3406] Completed IMRX in 0.3s | 2.83 sym/s | Total: 9.5m | ETA: 10.6m
[2026-02-13T20:24:31.894922] [INFO ] [sig       ] [1608/3406] Forecasting IMTX...
[2026-02-13T20:24:31.894953] [INFO ] [sig       ] Generating forecast for: IMTX
[2026-02-13T20:24:31.894982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2026-02-13T20:24:31.905952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2026-02-13T20:24:31.906314] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2026-02-13T20:24:31.907111] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2026-02-13T20:24:31.907162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:31.907193] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:31.907219] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:31.907275] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:31.964335] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:31.965204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:31.965288] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:31.965322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:32.085354] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:32.085528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:32.085587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:32.085621] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:32.089067] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: UP (p=81.90%)
[2026-02-13T20:24:32.089354] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2026-02-13T20:24:32.089485] [INFO ] [sig       ] IMTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:32.228860] [INFO ] [LOCAL     ] Saved forecast: IMTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IMTX.txt
[2026-02-13T20:24:32.229035] [INFO ] [sig       ] [1608/3406] Completed IMTX in 0.3s | 2.83 sym/s | Total: 9.5m | ETA: 10.6m
[2026-02-13T20:24:32.229076] [INFO ] [sig       ] [1609/3406] Forecasting IMXI...
[2026-02-13T20:24:32.229105] [INFO ] [sig       ] Generating forecast for: IMXI
[2026-02-13T20:24:32.229134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2026-02-13T20:24:32.240352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2026-02-13T20:24:32.240740] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2026-02-13T20:24:32.241536] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2026-02-13T20:24:32.241624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:32.241661] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:32.241690] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:32.241750] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:32.309450] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:32.310625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:32.310742] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:32.310802] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:32.452928] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:32.453090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:32.453129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:32.453160] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:32.456726] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=53.26%)
[2026-02-13T20:24:32.457048] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2026-02-13T20:24:32.457189] [INFO ] [sig       ] IMXI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:32.602304] [INFO ] [LOCAL     ] Saved forecast: IMXI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IMXI.txt
[2026-02-13T20:24:32.602462] [INFO ] [sig       ] [1609/3406] Completed IMXI in 0.4s | 2.83 sym/s | Total: 9.5m | ETA: 10.6m
[2026-02-13T20:24:32.602501] [INFO ] [sig       ] [1610/3406] Forecasting INAB...
[2026-02-13T20:24:32.602531] [INFO ] [sig       ] Generating forecast for: INAB
[2026-02-13T20:24:32.602561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2026-02-13T20:24:32.613634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2026-02-13T20:24:32.614034] [INFO ] [FORECASTER] Starting predict_future for INAB
[2026-02-13T20:24:32.614939] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2026-02-13T20:24:32.614999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:32.615034] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:32.615063] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:32.615122] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:32.674605] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:32.675490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:32.675593] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:32.675629] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:32.794639] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:32.794799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:32.794847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:32.794882] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:32.798830] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: UP (p=80.97%)
[2026-02-13T20:24:32.799147] [INFO ] [FORECASTER] Completed predict_future for INAB
[2026-02-13T20:24:32.799284] [INFO ] [sig       ] INAB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:32.936649] [INFO ] [LOCAL     ] Saved forecast: INAB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/INAB.txt
[2026-02-13T20:24:32.936822] [INFO ] [sig       ] [1610/3406] Completed INAB in 0.3s | 2.83 sym/s | Total: 9.5m | ETA: 10.6m
[2026-02-13T20:24:32.936864] [INFO ] [sig       ] [1611/3406] Forecasting INBK...
[2026-02-13T20:24:32.936894] [INFO ] [sig       ] Generating forecast for: INBK
[2026-02-13T20:24:32.936924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2026-02-13T20:24:32.948155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2026-02-13T20:24:32.948616] [INFO ] [FORECASTER] Starting predict_future for INBK
[2026-02-13T20:24:32.949460] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2026-02-13T20:24:32.949515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:32.949547] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:32.949607] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:32.949693] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:33.007172] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:33.008087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:33.008174] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:33.008207] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:33.126530] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:33.126709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:33.126751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:33.126781] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:33.130253] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=75.07%)
[2026-02-13T20:24:33.130537] [INFO ] [FORECASTER] Completed predict_future for INBK
[2026-02-13T20:24:33.130686] [INFO ] [sig       ] INBK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:33.268394] [INFO ] [LOCAL     ] Saved forecast: INBK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/INBK.txt
[2026-02-13T20:24:33.268533] [INFO ] [sig       ] [1611/3406] Completed INBK in 0.3s | 2.83 sym/s | Total: 9.5m | ETA: 10.6m
[2026-02-13T20:24:33.268589] [INFO ] [sig       ] [1612/3406] Forecasting INBX...
[2026-02-13T20:24:33.268624] [INFO ] [sig       ] Generating forecast for: INBX
[2026-02-13T20:24:33.268654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2026-02-13T20:24:33.281613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBX'.
[2026-02-13T20:24:33.282046] [INFO ] [FORECASTER] Starting predict_future for INBX
[2026-02-13T20:24:33.282869] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2026-02-13T20:24:33.282923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:33.282966] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:33.283002] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:33.283078] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:33.343262] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:33.344329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:33.344419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:33.344451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:33.461263] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:33.461419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:33.461458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:33.461486] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:33.464943] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2026-02-13T20:24:33.465225] [INFO ] [FORECASTER] Completed predict_future for INBX
[2026-02-13T20:24:33.465353] [INFO ] [sig       ] INBX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:33.616799] [INFO ] [LOCAL     ] Saved forecast: INBX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/INBX.txt
[2026-02-13T20:24:33.616953] [INFO ] [sig       ] [1612/3406] Completed INBX in 0.3s | 2.83 sym/s | Total: 9.5m | ETA: 10.6m
[2026-02-13T20:24:33.617000] [INFO ] [sig       ] [1613/3406] Forecasting INCY...
[2026-02-13T20:24:33.617033] [INFO ] [sig       ] Generating forecast for: INCY
[2026-02-13T20:24:33.617063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2026-02-13T20:24:33.628770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2026-02-13T20:24:33.629176] [INFO ] [FORECASTER] Starting predict_future for INCY
[2026-02-13T20:24:33.629994] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2026-02-13T20:24:33.630047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:33.630079] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:33.630106] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:33.630162] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:33.687182] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:33.688208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:33.688299] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:33.688332] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:33.808235] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:33.808394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:33.808435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:33.808466] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:33.812067] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: UP (p=79.16%)
[2026-02-13T20:24:33.812354] [INFO ] [FORECASTER] Completed predict_future for INCY
[2026-02-13T20:24:33.812485] [INFO ] [sig       ] INCY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:33.952126] [INFO ] [LOCAL     ] Saved forecast: INCY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/INCY.txt
[2026-02-13T20:24:33.952267] [INFO ] [sig       ] [1613/3406] Completed INCY in 0.3s | 2.83 sym/s | Total: 9.5m | ETA: 10.5m
[2026-02-13T20:24:33.952306] [INFO ] [sig       ] [1614/3406] Forecasting INDB...
[2026-02-13T20:24:33.952336] [INFO ] [sig       ] Generating forecast for: INDB
[2026-02-13T20:24:33.952365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2026-02-13T20:24:33.964453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2026-02-13T20:24:33.964826] [INFO ] [FORECASTER] Starting predict_future for INDB
[2026-02-13T20:24:33.965624] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2026-02-13T20:24:33.965676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:33.965736] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:33.965764] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:33.965833] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:34.023445] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:34.024291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:34.024373] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:34.024406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:34.146310] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:34.146466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:34.146505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:34.146533] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:34.150033] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: UP (p=85.88%)
[2026-02-13T20:24:34.150358] [INFO ] [FORECASTER] Completed predict_future for INDB
[2026-02-13T20:24:34.150489] [INFO ] [sig       ] INDB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:34.290290] [INFO ] [LOCAL     ] Saved forecast: INDB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/INDB.txt
[2026-02-13T20:24:34.290451] [INFO ] [sig       ] [1614/3406] Completed INDB in 0.3s | 2.83 sym/s | Total: 9.5m | ETA: 10.5m
[2026-02-13T20:24:34.290491] [INFO ] [sig       ] [1615/3406] Forecasting INDI...
[2026-02-13T20:24:34.290522] [INFO ] [sig       ] Generating forecast for: INDI
[2026-02-13T20:24:34.290552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2026-02-13T20:24:34.301885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2026-02-13T20:24:34.302250] [INFO ] [FORECASTER] Starting predict_future for INDI
[2026-02-13T20:24:34.303042] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2026-02-13T20:24:34.303094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:34.303126] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:34.303153] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:34.303209] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:34.363860] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:34.364820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:34.364909] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:34.364942] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:34.489441] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:34.489622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:34.489667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:34.489696] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:34.493370] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=51.86%)
[2026-02-13T20:24:34.493687] [INFO ] [FORECASTER] Completed predict_future for INDI
[2026-02-13T20:24:34.493827] [INFO ] [sig       ] INDI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:34.634984] [INFO ] [LOCAL     ] Saved forecast: INDI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/INDI.txt
[2026-02-13T20:24:34.635142] [INFO ] [sig       ] [1615/3406] Completed INDI in 0.3s | 2.83 sym/s | Total: 9.5m | ETA: 10.5m
[2026-02-13T20:24:34.635186] [INFO ] [sig       ] [1616/3406] Forecasting INDP...
[2026-02-13T20:24:34.635219] [INFO ] [sig       ] Generating forecast for: INDP
[2026-02-13T20:24:34.635249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2026-02-13T20:24:34.647815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2026-02-13T20:24:34.648196] [INFO ] [FORECASTER] Starting predict_future for INDP
[2026-02-13T20:24:34.648991] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2026-02-13T20:24:34.649043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:34.649075] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:34.649101] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:34.649157] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:34.707297] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:34.708195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:34.708287] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:34.708322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:34.823396] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:34.823561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:34.823637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:34.823668] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:34.827185] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: UP (p=69.80%)
[2026-02-13T20:24:34.827470] [INFO ] [FORECASTER] Completed predict_future for INDP
[2026-02-13T20:24:34.827641] [INFO ] [sig       ] INDP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:34.969209] [INFO ] [LOCAL     ] Saved forecast: INDP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/INDP.txt
[2026-02-13T20:24:34.969357] [INFO ] [sig       ] [1616/3406] Completed INDP in 0.3s | 2.83 sym/s | Total: 9.5m | ETA: 10.5m
[2026-02-13T20:24:34.969397] [INFO ] [sig       ] [1617/3406] Forecasting INDY...
[2026-02-13T20:24:34.969427] [INFO ] [sig       ] Generating forecast for: INDY
[2026-02-13T20:24:34.969460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2026-02-13T20:24:34.981162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2026-02-13T20:24:34.981528] [INFO ] [FORECASTER] Starting predict_future for INDY
[2026-02-13T20:24:34.982345] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2026-02-13T20:24:34.982398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:34.982430] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:34.982457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:34.982514] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:35.041084] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:35.042012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:35.042100] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:35.042134] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:35.169183] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:35.169342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:35.169382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:35.169446] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:35.173980] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: DOWN (p=12.46%)
[2026-02-13T20:24:35.174278] [INFO ] [FORECASTER] Completed predict_future for INDY
[2026-02-13T20:24:35.174411] [INFO ] [sig       ] INDY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:35.314141] [INFO ] [LOCAL     ] Saved forecast: INDY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/INDY.txt
[2026-02-13T20:24:35.314288] [INFO ] [sig       ] [1617/3406] Completed INDY in 0.3s | 2.83 sym/s | Total: 9.5m | ETA: 10.5m
[2026-02-13T20:24:35.314329] [INFO ] [sig       ] [1618/3406] Forecasting INFY...
[2026-02-13T20:24:35.314359] [INFO ] [sig       ] Generating forecast for: INFY
[2026-02-13T20:24:35.314390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2026-02-13T20:24:35.326059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2026-02-13T20:24:35.326430] [INFO ] [FORECASTER] Starting predict_future for INFY
[2026-02-13T20:24:35.327307] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2026-02-13T20:24:35.327361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:35.327396] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:35.327425] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:35.327484] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:35.385681] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:35.386515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:35.386618] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:35.386656] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:35.503944] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:35.504110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:35.504149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:35.504177] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:35.507694] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: UP (p=90.67%)
[2026-02-13T20:24:35.508015] [INFO ] [FORECASTER] Completed predict_future for INFY
[2026-02-13T20:24:35.508149] [INFO ] [sig       ] INFY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:35.647733] [INFO ] [LOCAL     ] Saved forecast: INFY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/INFY.txt
[2026-02-13T20:24:35.647891] [INFO ] [sig       ] [1618/3406] Completed INFY in 0.3s | 2.83 sym/s | Total: 9.5m | ETA: 10.5m
[2026-02-13T20:24:35.647930] [INFO ] [sig       ] [1619/3406] Forecasting ING...
[2026-02-13T20:24:35.647960] [INFO ] [sig       ] Generating forecast for: ING
[2026-02-13T20:24:35.647989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2026-02-13T20:24:35.659722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2026-02-13T20:24:35.660107] [INFO ] [FORECASTER] Starting predict_future for ING
[2026-02-13T20:24:35.661039] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2026-02-13T20:24:35.661101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:35.661133] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:35.661163] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:35.661222] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:35.720486] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:35.721271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:35.721356] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:35.721390] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:35.843090] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:35.843261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:35.843302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:35.843334] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:35.847014] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2026-02-13T20:24:35.847370] [INFO ] [FORECASTER] Completed predict_future for ING
[2026-02-13T20:24:35.847546] [INFO ] [sig       ] ING: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:35.988191] [INFO ] [LOCAL     ] Saved forecast: ING	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ING.txt
[2026-02-13T20:24:35.988331] [INFO ] [sig       ] [1619/3406] Completed ING in 0.3s | 2.83 sym/s | Total: 9.5m | ETA: 10.5m
[2026-02-13T20:24:35.988369] [INFO ] [sig       ] [1620/3406] Forecasting INGN...
[2026-02-13T20:24:35.988397] [INFO ] [sig       ] Generating forecast for: INGN
[2026-02-13T20:24:35.988428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2026-02-13T20:24:36.000864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2026-02-13T20:24:36.001260] [INFO ] [FORECASTER] Starting predict_future for INGN
[2026-02-13T20:24:36.002174] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2026-02-13T20:24:36.002229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:36.002279] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:36.002307] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:36.002363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:36.068766] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:36.069721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:36.069811] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:36.069849] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:36.192779] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:36.192950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:36.193000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:36.193030] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:36.196603] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: UP (p=89.59%)
[2026-02-13T20:24:36.196893] [INFO ] [FORECASTER] Completed predict_future for INGN
[2026-02-13T20:24:36.197042] [INFO ] [sig       ] INGN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:36.343478] [INFO ] [LOCAL     ] Saved forecast: INGN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/INGN.txt
[2026-02-13T20:24:36.343625] [INFO ] [sig       ] [1620/3406] Completed INGN in 0.4s | 2.83 sym/s | Total: 9.5m | ETA: 10.5m
[2026-02-13T20:24:36.343666] [INFO ] [sig       ] [1621/3406] Forecasting INMB...
[2026-02-13T20:24:36.343694] [INFO ] [sig       ] Generating forecast for: INMB
[2026-02-13T20:24:36.343726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2026-02-13T20:24:36.354804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2026-02-13T20:24:36.355126] [INFO ] [FORECASTER] Starting predict_future for INMB
[2026-02-13T20:24:36.355938] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2026-02-13T20:24:36.355991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:36.356023] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:36.356049] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:36.356104] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:36.415173] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:36.415992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:36.416077] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:36.416111] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:36.538350] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:36.538503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:36.538544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:36.538591] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:36.542098] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=76.64%)
[2026-02-13T20:24:36.542381] [INFO ] [FORECASTER] Completed predict_future for INMB
[2026-02-13T20:24:36.542513] [INFO ] [sig       ] INMB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:36.692890] [INFO ] [LOCAL     ] Saved forecast: INMB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/INMB.txt
[2026-02-13T20:24:36.693030] [INFO ] [sig       ] [1621/3406] Completed INMB in 0.3s | 2.83 sym/s | Total: 9.5m | ETA: 10.5m
[2026-02-13T20:24:36.693070] [INFO ] [sig       ] [1622/3406] Forecasting INMD...
[2026-02-13T20:24:36.693099] [INFO ] [sig       ] Generating forecast for: INMD
[2026-02-13T20:24:36.693129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2026-02-13T20:24:36.704644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2026-02-13T20:24:36.704999] [INFO ] [FORECASTER] Starting predict_future for INMD
[2026-02-13T20:24:36.705812] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2026-02-13T20:24:36.705866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:36.705899] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:36.705928] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:36.705986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:36.764800] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:36.765450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:36.765529] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:36.765564] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:36.888785] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:36.888941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:36.888990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:36.889026] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:36.892552] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=27.01%)
[2026-02-13T20:24:36.892855] [INFO ] [FORECASTER] Completed predict_future for INMD
[2026-02-13T20:24:36.892984] [INFO ] [sig       ] INMD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:37.039369] [INFO ] [LOCAL     ] Saved forecast: INMD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/INMD.txt
[2026-02-13T20:24:37.039530] [INFO ] [sig       ] [1622/3406] Completed INMD in 0.3s | 2.83 sym/s | Total: 9.5m | ETA: 10.5m
[2026-02-13T20:24:37.039602] [INFO ] [sig       ] [1623/3406] Forecasting INN...
[2026-02-13T20:24:37.039646] [INFO ] [sig       ] Generating forecast for: INN
[2026-02-13T20:24:37.039684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2026-02-13T20:24:37.051733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2026-02-13T20:24:37.052147] [INFO ] [FORECASTER] Starting predict_future for INN
[2026-02-13T20:24:37.053072] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2026-02-13T20:24:37.053128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:37.053161] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:37.053188] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:37.053261] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:37.113158] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:37.113974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:37.114056] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:37.114090] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:37.235193] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:37.235330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:37.235372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:37.235401] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:37.238861] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: UP (p=54.05%)
[2026-02-13T20:24:37.239145] [INFO ] [FORECASTER] Completed predict_future for INN
[2026-02-13T20:24:37.239276] [INFO ] [sig       ] INN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:37.382207] [INFO ] [LOCAL     ] Saved forecast: INN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/INN.txt
[2026-02-13T20:24:37.382330] [INFO ] [sig       ] [1623/3406] Completed INN in 0.3s | 2.83 sym/s | Total: 9.5m | ETA: 10.5m
[2026-02-13T20:24:37.382373] [INFO ] [sig       ] [1624/3406] Forecasting INO...
[2026-02-13T20:24:37.382403] [INFO ] [sig       ] Generating forecast for: INO
[2026-02-13T20:24:37.382434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2026-02-13T20:24:37.394591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2026-02-13T20:24:37.394964] [INFO ] [FORECASTER] Starting predict_future for INO
[2026-02-13T20:24:37.395793] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2026-02-13T20:24:37.395846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:37.395879] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:37.395907] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:37.395972] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:37.458134] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:37.458997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:37.459194] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:37.459237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:37.577664] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:37.577815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:37.577855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:37.577884] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:37.581326] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: UP (p=81.50%)
[2026-02-13T20:24:37.581623] [INFO ] [FORECASTER] Completed predict_future for INO
[2026-02-13T20:24:37.581754] [INFO ] [sig       ] INO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:37.731911] [INFO ] [LOCAL     ] Saved forecast: INO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/INO.txt
[2026-02-13T20:24:37.732136] [INFO ] [sig       ] [1624/3406] Completed INO in 0.3s | 2.83 sym/s | Total: 9.6m | ETA: 10.5m
[2026-02-13T20:24:37.732192] [INFO ] [sig       ] [1625/3406] Forecasting INOD...
[2026-02-13T20:24:37.732234] [INFO ] [sig       ] Generating forecast for: INOD
[2026-02-13T20:24:37.732287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2026-02-13T20:24:37.745909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2026-02-13T20:24:37.746317] [INFO ] [FORECASTER] Starting predict_future for INOD
[2026-02-13T20:24:37.747172] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2026-02-13T20:24:37.747227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:37.747261] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:37.747290] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:37.747369] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:37.814325] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:37.815292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:37.815390] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:37.815425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:37.936750] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:37.936896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:37.936935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:37.936966] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:37.940463] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: DOWN (p=43.39%)
[2026-02-13T20:24:37.940780] [INFO ] [FORECASTER] Completed predict_future for INOD
[2026-02-13T20:24:37.940912] [INFO ] [sig       ] INOD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:38.081611] [INFO ] [LOCAL     ] Saved forecast: INOD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/INOD.txt
[2026-02-13T20:24:38.081736] [INFO ] [sig       ] [1625/3406] Completed INOD in 0.3s | 2.83 sym/s | Total: 9.6m | ETA: 10.5m
[2026-02-13T20:24:38.081775] [INFO ] [sig       ] [1626/3406] Forecasting INSE...
[2026-02-13T20:24:38.081804] [INFO ] [sig       ] Generating forecast for: INSE
[2026-02-13T20:24:38.081833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2026-02-13T20:24:38.092526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2026-02-13T20:24:38.092865] [INFO ] [FORECASTER] Starting predict_future for INSE
[2026-02-13T20:24:38.093675] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2026-02-13T20:24:38.093727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:38.093759] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:38.093786] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:38.093842] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:38.152630] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:38.153352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:38.153436] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:38.153471] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:38.285489] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:38.285695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:38.285737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:38.285768] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:38.290378] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=91.08%)
[2026-02-13T20:24:38.290761] [INFO ] [FORECASTER] Completed predict_future for INSE
[2026-02-13T20:24:38.290926] [INFO ] [sig       ] INSE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:38.431887] [INFO ] [LOCAL     ] Saved forecast: INSE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/INSE.txt
[2026-02-13T20:24:38.432029] [INFO ] [sig       ] [1626/3406] Completed INSE in 0.4s | 2.83 sym/s | Total: 9.6m | ETA: 10.5m
[2026-02-13T20:24:38.432082] [INFO ] [sig       ] [1627/3406] Forecasting INSG...
[2026-02-13T20:24:38.432113] [INFO ] [sig       ] Generating forecast for: INSG
[2026-02-13T20:24:38.432143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2026-02-13T20:24:38.448680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2026-02-13T20:24:38.449038] [INFO ] [FORECASTER] Starting predict_future for INSG
[2026-02-13T20:24:38.449991] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2026-02-13T20:24:38.450043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:38.450075] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:38.450101] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:38.450156] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:38.508426] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:38.509210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:38.509315] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:38.509352] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:38.629547] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:38.629715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:38.629754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:38.629812] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:38.633229] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: DOWN (p=15.92%)
[2026-02-13T20:24:38.633508] [INFO ] [FORECASTER] Completed predict_future for INSG
[2026-02-13T20:24:38.633654] [INFO ] [sig       ] INSG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:38.784955] [INFO ] [LOCAL     ] Saved forecast: INSG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/INSG.txt
[2026-02-13T20:24:38.785182] [INFO ] [sig       ] [1627/3406] Completed INSG in 0.4s | 2.83 sym/s | Total: 9.6m | ETA: 10.5m
[2026-02-13T20:24:38.785225] [INFO ] [sig       ] [1628/3406] Forecasting INSM...
[2026-02-13T20:24:38.785257] [INFO ] [sig       ] Generating forecast for: INSM
[2026-02-13T20:24:38.785287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2026-02-13T20:24:38.796734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2026-02-13T20:24:38.797115] [INFO ] [FORECASTER] Starting predict_future for INSM
[2026-02-13T20:24:38.797965] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2026-02-13T20:24:38.798018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:38.798051] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:38.798077] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:38.798135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:38.856480] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:38.857176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:38.857257] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:38.857292] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:38.974106] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:38.974264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:38.974302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:38.974331] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:38.977771] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: DOWN (p=30.52%)
[2026-02-13T20:24:38.978054] [INFO ] [FORECASTER] Completed predict_future for INSM
[2026-02-13T20:24:38.978182] [INFO ] [sig       ] INSM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:39.115472] [INFO ] [LOCAL     ] Saved forecast: INSM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/INSM.txt
[2026-02-13T20:24:39.115614] [INFO ] [sig       ] [1628/3406] Completed INSM in 0.3s | 2.83 sym/s | Total: 9.6m | ETA: 10.5m
[2026-02-13T20:24:39.115663] [INFO ] [sig       ] [1629/3406] Forecasting INSP...
[2026-02-13T20:24:39.115695] [INFO ] [sig       ] Generating forecast for: INSP
[2026-02-13T20:24:39.115724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2026-02-13T20:24:39.127010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2026-02-13T20:24:39.127339] [INFO ] [FORECASTER] Starting predict_future for INSP
[2026-02-13T20:24:39.128145] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2026-02-13T20:24:39.128197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:39.128228] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:39.128253] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:39.128308] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:39.187888] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:39.188563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:39.188675] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:39.188709] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:39.310517] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:39.310688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:39.310731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:39.310760] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:39.314220] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: UP (p=81.29%)
[2026-02-13T20:24:39.314501] [INFO ] [FORECASTER] Completed predict_future for INSP
[2026-02-13T20:24:39.314649] [INFO ] [sig       ] INSP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:39.461354] [INFO ] [LOCAL     ] Saved forecast: INSP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/INSP.txt
[2026-02-13T20:24:39.461491] [INFO ] [sig       ] [1629/3406] Completed INSP in 0.3s | 2.83 sym/s | Total: 9.6m | ETA: 10.4m
[2026-02-13T20:24:39.461529] [INFO ] [sig       ] [1630/3406] Forecasting INTA...
[2026-02-13T20:24:39.461559] [INFO ] [sig       ] Generating forecast for: INTA
[2026-02-13T20:24:39.461608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2026-02-13T20:24:39.473067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2026-02-13T20:24:39.473403] [INFO ] [FORECASTER] Starting predict_future for INTA
[2026-02-13T20:24:39.474198] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2026-02-13T20:24:39.474250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:39.474281] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:39.474308] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:39.474363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:39.532447] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:39.533334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:39.533420] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:39.533455] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:39.660645] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:39.660802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:39.660843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:39.660874] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:39.664437] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: DOWN (p=29.26%)
[2026-02-13T20:24:39.664749] [INFO ] [FORECASTER] Completed predict_future for INTA
[2026-02-13T20:24:39.664880] [INFO ] [sig       ] INTA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:39.805299] [INFO ] [LOCAL     ] Saved forecast: INTA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/INTA.txt
[2026-02-13T20:24:39.805440] [INFO ] [sig       ] [1630/3406] Completed INTA in 0.3s | 2.83 sym/s | Total: 9.6m | ETA: 10.4m
[2026-02-13T20:24:39.805479] [INFO ] [sig       ] [1631/3406] Forecasting INTC...
[2026-02-13T20:24:39.805509] [INFO ] [sig       ] Generating forecast for: INTC
[2026-02-13T20:24:39.805539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2026-02-13T20:24:39.816390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2026-02-13T20:24:39.816756] [INFO ] [FORECASTER] Starting predict_future for INTC
[2026-02-13T20:24:39.817543] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2026-02-13T20:24:39.817632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:39.817703] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:39.817733] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:39.817788] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:39.876225] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:39.877030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:39.877119] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:39.877156] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:40.002381] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:40.002541] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:40.002603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:40.002639] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:40.006243] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: DOWN (p=46.28%)
[2026-02-13T20:24:40.006529] [INFO ] [FORECASTER] Completed predict_future for INTC
[2026-02-13T20:24:40.006683] [INFO ] [sig       ] INTC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:40.151281] [INFO ] [LOCAL     ] Saved forecast: INTC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/INTC.txt
[2026-02-13T20:24:40.151448] [INFO ] [sig       ] [1631/3406] Completed INTC in 0.3s | 2.83 sym/s | Total: 9.6m | ETA: 10.4m
[2026-02-13T20:24:40.151512] [INFO ] [sig       ] [1632/3406] Forecasting INVA...
[2026-02-13T20:24:40.151548] [INFO ] [sig       ] Generating forecast for: INVA
[2026-02-13T20:24:40.151599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2026-02-13T20:24:40.162751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2026-02-13T20:24:40.163085] [INFO ] [FORECASTER] Starting predict_future for INVA
[2026-02-13T20:24:40.163921] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2026-02-13T20:24:40.163976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:40.164011] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:40.164040] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:40.164098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:40.224208] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:40.224931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:40.225012] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:40.225048] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:40.341068] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:40.341197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:40.341239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:40.341268] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:40.344611] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2026-02-13T20:24:40.344885] [INFO ] [FORECASTER] Completed predict_future for INVA
[2026-02-13T20:24:40.345009] [INFO ] [sig       ] INVA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:40.493057] [INFO ] [LOCAL     ] Saved forecast: INVA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/INVA.txt
[2026-02-13T20:24:40.493282] [INFO ] [sig       ] [1632/3406] Completed INVA in 0.3s | 2.83 sym/s | Total: 9.6m | ETA: 10.4m
[2026-02-13T20:24:40.493350] [INFO ] [sig       ] [1633/3406] Forecasting INVE...
[2026-02-13T20:24:40.493392] [INFO ] [sig       ] Generating forecast for: INVE
[2026-02-13T20:24:40.493433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2026-02-13T20:24:40.506402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVE'.
[2026-02-13T20:24:40.506908] [INFO ] [FORECASTER] Starting predict_future for INVE
[2026-02-13T20:24:40.507802] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2026-02-13T20:24:40.507857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:40.507891] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:40.507918] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:40.507981] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:40.566448] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:40.567151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:40.567233] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:40.567267] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:40.683652] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:40.683795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:40.683836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:40.683864] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:40.687317] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: DOWN (p=47.24%)
[2026-02-13T20:24:40.687632] [INFO ] [FORECASTER] Completed predict_future for INVE
[2026-02-13T20:24:40.687764] [INFO ] [sig       ] INVE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:40.830030] [INFO ] [LOCAL     ] Saved forecast: INVE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/INVE.txt
[2026-02-13T20:24:40.830176] [INFO ] [sig       ] [1633/3406] Completed INVE in 0.3s | 2.83 sym/s | Total: 9.6m | ETA: 10.4m
[2026-02-13T20:24:40.830215] [INFO ] [sig       ] [1634/3406] Forecasting INVH...
[2026-02-13T20:24:40.830245] [INFO ] [sig       ] Generating forecast for: INVH
[2026-02-13T20:24:40.830276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2026-02-13T20:24:40.841864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2026-02-13T20:24:40.842425] [INFO ] [FORECASTER] Starting predict_future for INVH
[2026-02-13T20:24:40.843442] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2026-02-13T20:24:40.843496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:40.843529] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:40.843557] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:40.843641] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:40.906468] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:40.907348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:40.907436] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:40.907470] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:41.029151] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:41.029315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:41.029357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:41.029451] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:41.033169] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=80.03%)
[2026-02-13T20:24:41.033466] [INFO ] [FORECASTER] Completed predict_future for INVH
[2026-02-13T20:24:41.033622] [INFO ] [sig       ] INVH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:41.180785] [INFO ] [LOCAL     ] Saved forecast: INVH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/INVH.txt
[2026-02-13T20:24:41.180956] [INFO ] [sig       ] [1634/3406] Completed INVH in 0.4s | 2.83 sym/s | Total: 9.6m | ETA: 10.4m
[2026-02-13T20:24:41.180996] [INFO ] [sig       ] [1635/3406] Forecasting IONS...
[2026-02-13T20:24:41.181043] [INFO ] [sig       ] Generating forecast for: IONS
[2026-02-13T20:24:41.181077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2026-02-13T20:24:41.192138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2026-02-13T20:24:41.192480] [INFO ] [FORECASTER] Starting predict_future for IONS
[2026-02-13T20:24:41.193282] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2026-02-13T20:24:41.193334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:41.193366] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:41.193393] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:41.193449] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:41.249676] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:41.250333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:41.250417] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:41.250451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:41.376519] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:41.376694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:41.376736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:41.376764] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:41.380330] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=54.65%)
[2026-02-13T20:24:41.380630] [INFO ] [FORECASTER] Completed predict_future for IONS
[2026-02-13T20:24:41.380778] [INFO ] [sig       ] IONS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:41.520629] [INFO ] [LOCAL     ] Saved forecast: IONS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IONS.txt
[2026-02-13T20:24:41.520764] [INFO ] [sig       ] [1635/3406] Completed IONS in 0.3s | 2.83 sym/s | Total: 9.6m | ETA: 10.4m
[2026-02-13T20:24:41.520802] [INFO ] [sig       ] [1636/3406] Forecasting IOSP...
[2026-02-13T20:24:41.520832] [INFO ] [sig       ] Generating forecast for: IOSP
[2026-02-13T20:24:41.520861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2026-02-13T20:24:41.531633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2026-02-13T20:24:41.531954] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2026-02-13T20:24:41.532778] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2026-02-13T20:24:41.532830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:41.532861] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:41.532887] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:41.532944] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:41.590829] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:41.591654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:41.591736] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:41.591769] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:41.708082] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:41.708235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:41.708275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:41.708304] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:41.711787] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: DOWN (p=0.80%)
[2026-02-13T20:24:41.712061] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2026-02-13T20:24:41.712187] [INFO ] [sig       ] IOSP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:41.856125] [INFO ] [LOCAL     ] Saved forecast: IOSP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IOSP.txt
[2026-02-13T20:24:41.856284] [INFO ] [sig       ] [1636/3406] Completed IOSP in 0.3s | 2.83 sym/s | Total: 9.6m | ETA: 10.4m
[2026-02-13T20:24:41.856323] [INFO ] [sig       ] [1637/3406] Forecasting IOVA...
[2026-02-13T20:24:41.856353] [INFO ] [sig       ] Generating forecast for: IOVA
[2026-02-13T20:24:41.856383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2026-02-13T20:24:41.868850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2026-02-13T20:24:41.869224] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2026-02-13T20:24:41.870059] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2026-02-13T20:24:41.870114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:41.870147] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:41.870174] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:41.870231] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:41.928154] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:41.928855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:41.928937] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:41.928973] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:42.050878] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:42.051036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:42.051075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:42.051105] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:42.054563] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=32.49%)
[2026-02-13T20:24:42.054875] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2026-02-13T20:24:42.055012] [INFO ] [sig       ] IOVA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:42.193837] [INFO ] [LOCAL     ] Saved forecast: IOVA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IOVA.txt
[2026-02-13T20:24:42.193967] [INFO ] [sig       ] [1637/3406] Completed IOVA in 0.3s | 2.83 sym/s | Total: 9.6m | ETA: 10.4m
[2026-02-13T20:24:42.194006] [INFO ] [sig       ] [1638/3406] Forecasting IPGP...
[2026-02-13T20:24:42.194036] [INFO ] [sig       ] Generating forecast for: IPGP
[2026-02-13T20:24:42.194066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2026-02-13T20:24:42.205239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2026-02-13T20:24:42.205609] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2026-02-13T20:24:42.206401] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2026-02-13T20:24:42.206453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:42.206486] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:42.206513] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:42.206594] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:42.264757] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:42.265419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:42.265497] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:42.265530] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:42.391155] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:42.391305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:42.391347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:42.391408] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:42.395010] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: UP (p=69.31%)
[2026-02-13T20:24:42.395305] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2026-02-13T20:24:42.395439] [INFO ] [sig       ] IPGP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:42.551356] [INFO ] [LOCAL     ] Saved forecast: IPGP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IPGP.txt
[2026-02-13T20:24:42.551519] [INFO ] [sig       ] [1638/3406] Completed IPGP in 0.4s | 2.83 sym/s | Total: 9.6m | ETA: 10.4m
[2026-02-13T20:24:42.551560] [INFO ] [sig       ] [1639/3406] Forecasting IPI...
[2026-02-13T20:24:42.551612] [INFO ] [sig       ] Generating forecast for: IPI
[2026-02-13T20:24:42.551644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2026-02-13T20:24:42.562986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2026-02-13T20:24:42.563354] [INFO ] [FORECASTER] Starting predict_future for IPI
[2026-02-13T20:24:42.564172] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2026-02-13T20:24:42.564226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:42.564257] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:42.564284] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:42.564341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:42.621102] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:42.621830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:42.621911] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:42.621944] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:42.745657] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:42.745846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:42.745887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:42.745917] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:42.749441] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2026-02-13T20:24:42.749749] [INFO ] [FORECASTER] Completed predict_future for IPI
[2026-02-13T20:24:42.749881] [INFO ] [sig       ] IPI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:42.891631] [INFO ] [LOCAL     ] Saved forecast: IPI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IPI.txt
[2026-02-13T20:24:42.891795] [INFO ] [sig       ] [1639/3406] Completed IPI in 0.3s | 2.83 sym/s | Total: 9.6m | ETA: 10.4m
[2026-02-13T20:24:42.891834] [INFO ] [sig       ] [1640/3406] Forecasting IQ...
[2026-02-13T20:24:42.891863] [INFO ] [sig       ] Generating forecast for: IQ
[2026-02-13T20:24:42.891894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2026-02-13T20:24:42.903229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2026-02-13T20:24:42.903557] [INFO ] [FORECASTER] Starting predict_future for IQ
[2026-02-13T20:24:42.904351] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2026-02-13T20:24:42.904402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:42.904432] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:42.904458] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:42.904514] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:42.963154] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:42.964080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:42.964167] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:42.964237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:43.084478] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:43.084659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:43.084699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:43.084729] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:43.088180] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: UP (p=67.04%)
[2026-02-13T20:24:43.088492] [INFO ] [FORECASTER] Completed predict_future for IQ
[2026-02-13T20:24:43.088652] [INFO ] [sig       ] IQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:43.239705] [INFO ] [LOCAL     ] Saved forecast: IQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IQ.txt
[2026-02-13T20:24:43.239889] [INFO ] [sig       ] [1640/3406] Completed IQ in 0.3s | 2.83 sym/s | Total: 9.6m | ETA: 10.4m
[2026-02-13T20:24:43.239933] [INFO ] [sig       ] [1641/3406] Forecasting IQI...
[2026-02-13T20:24:43.239961] [INFO ] [sig       ] Generating forecast for: IQI
[2026-02-13T20:24:43.239993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2026-02-13T20:24:43.252469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2026-02-13T20:24:43.252909] [INFO ] [FORECASTER] Starting predict_future for IQI
[2026-02-13T20:24:43.253904] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2026-02-13T20:24:43.253968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:43.254006] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:43.254037] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:43.254096] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:43.319193] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:43.320117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:43.320201] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:43.320270] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:43.452143] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:43.452325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:43.452380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:43.452416] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:43.456454] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2026-02-13T20:24:43.456787] [INFO ] [FORECASTER] Completed predict_future for IQI
[2026-02-13T20:24:43.456924] [INFO ] [sig       ] IQI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:43.612306] [INFO ] [LOCAL     ] Saved forecast: IQI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IQI.txt
[2026-02-13T20:24:43.612468] [INFO ] [sig       ] [1641/3406] Completed IQI in 0.4s | 2.83 sym/s | Total: 9.6m | ETA: 10.4m
[2026-02-13T20:24:43.612508] [INFO ] [sig       ] [1642/3406] Forecasting IQQQ...
[2026-02-13T20:24:43.612537] [INFO ] [sig       ] Generating forecast for: IQQQ
[2026-02-13T20:24:43.612587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2026-02-13T20:24:43.624142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2026-02-13T20:24:43.624545] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2026-02-13T20:24:43.625404] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2026-02-13T20:24:43.625458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:43.625491] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:43.625519] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:43.625639] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:43.682294] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:43.683165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:43.683249] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:43.683283] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:43.801373] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:43.801540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:43.801605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:43.801640] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:43.805214] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: UP (p=97.34%)
[2026-02-13T20:24:43.805521] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2026-02-13T20:24:43.805683] [INFO ] [sig       ] IQQQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:43.949874] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IQQQ.txt
[2026-02-13T20:24:43.950041] [INFO ] [sig       ] [1642/3406] Completed IQQQ in 0.3s | 2.83 sym/s | Total: 9.7m | ETA: 10.4m
[2026-02-13T20:24:43.950082] [INFO ] [sig       ] [1643/3406] Forecasting IRDM...
[2026-02-13T20:24:43.950112] [INFO ] [sig       ] Generating forecast for: IRDM
[2026-02-13T20:24:43.950142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2026-02-13T20:24:43.961375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2026-02-13T20:24:43.961748] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2026-02-13T20:24:43.962553] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2026-02-13T20:24:43.962627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:43.962660] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:43.962687] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:43.962743] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:44.021271] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:44.022172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:44.022261] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:44.022296] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:44.142195] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:44.142359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:44.142401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:44.142429] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:44.145874] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2026-02-13T20:24:44.146166] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2026-02-13T20:24:44.146295] [INFO ] [sig       ] IRDM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:44.289017] [INFO ] [LOCAL     ] Saved forecast: IRDM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IRDM.txt
[2026-02-13T20:24:44.289188] [INFO ] [sig       ] [1643/3406] Completed IRDM in 0.3s | 2.83 sym/s | Total: 9.7m | ETA: 10.4m
[2026-02-13T20:24:44.289230] [INFO ] [sig       ] [1644/3406] Forecasting IREN...
[2026-02-13T20:24:44.289263] [INFO ] [sig       ] Generating forecast for: IREN
[2026-02-13T20:24:44.289295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2026-02-13T20:24:44.300463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2026-02-13T20:24:44.300861] [INFO ] [FORECASTER] Starting predict_future for IREN
[2026-02-13T20:24:44.301688] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2026-02-13T20:24:44.301769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:44.301808] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:44.301838] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:44.301897] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:44.362352] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:44.363253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:44.363338] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:44.363374] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:44.488081] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:44.488277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:44.488317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:44.488346] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:44.492153] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=83.63%)
[2026-02-13T20:24:44.492453] [INFO ] [FORECASTER] Completed predict_future for IREN
[2026-02-13T20:24:44.492599] [INFO ] [sig       ] IREN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:44.635432] [INFO ] [LOCAL     ] Saved forecast: IREN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IREN.txt
[2026-02-13T20:24:44.635639] [INFO ] [sig       ] [1644/3406] Completed IREN in 0.3s | 2.83 sym/s | Total: 9.7m | ETA: 10.4m
[2026-02-13T20:24:44.635683] [INFO ] [sig       ] [1645/3406] Forecasting IRM...
[2026-02-13T20:24:44.635714] [INFO ] [sig       ] Generating forecast for: IRM
[2026-02-13T20:24:44.635743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2026-02-13T20:24:44.648434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2026-02-13T20:24:44.648880] [INFO ] [FORECASTER] Starting predict_future for IRM
[2026-02-13T20:24:44.649842] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2026-02-13T20:24:44.649896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:44.649930] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:44.649957] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:44.650015] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:44.712143] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:44.713069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:44.713172] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:44.713214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:44.836389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:44.836762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:44.836805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:44.836835] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:44.840385] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: DOWN (p=43.35%)
[2026-02-13T20:24:44.840700] [INFO ] [FORECASTER] Completed predict_future for IRM
[2026-02-13T20:24:44.840837] [INFO ] [sig       ] IRM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:44.988815] [INFO ] [LOCAL     ] Saved forecast: IRM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IRM.txt
[2026-02-13T20:24:44.988974] [INFO ] [sig       ] [1645/3406] Completed IRM in 0.4s | 2.83 sym/s | Total: 9.7m | ETA: 10.4m
[2026-02-13T20:24:44.989016] [INFO ] [sig       ] [1646/3406] Forecasting IRMD...
[2026-02-13T20:24:44.989047] [INFO ] [sig       ] Generating forecast for: IRMD
[2026-02-13T20:24:44.989085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2026-02-13T20:24:45.000201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2026-02-13T20:24:45.000599] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2026-02-13T20:24:45.001563] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2026-02-13T20:24:45.001636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:45.001667] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:45.001693] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:45.001748] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:45.059748] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:45.060641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:45.060723] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:45.060758] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:45.185537] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:45.185722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:45.185765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:45.185795] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:45.192874] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: UP (p=50.26%)
[2026-02-13T20:24:45.193316] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2026-02-13T20:24:45.193467] [INFO ] [sig       ] IRMD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:45.340875] [INFO ] [LOCAL     ] Saved forecast: IRMD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IRMD.txt
[2026-02-13T20:24:45.341040] [INFO ] [sig       ] [1646/3406] Completed IRMD in 0.4s | 2.83 sym/s | Total: 9.7m | ETA: 10.3m
[2026-02-13T20:24:45.341081] [INFO ] [sig       ] [1647/3406] Forecasting IRON...
[2026-02-13T20:24:45.341111] [INFO ] [sig       ] Generating forecast for: IRON
[2026-02-13T20:24:45.341141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2026-02-13T20:24:45.352775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2026-02-13T20:24:45.353152] [INFO ] [FORECASTER] Starting predict_future for IRON
[2026-02-13T20:24:45.353995] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2026-02-13T20:24:45.354049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:45.354082] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:45.354110] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:45.354168] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:45.414368] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:45.415301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:45.415388] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:45.415422] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:45.542151] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:45.542312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:45.542355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:45.542386] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:45.545939] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: DOWN (p=49.53%)
[2026-02-13T20:24:45.546283] [INFO ] [FORECASTER] Completed predict_future for IRON
[2026-02-13T20:24:45.546429] [INFO ] [sig       ] IRON: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:45.689143] [INFO ] [LOCAL     ] Saved forecast: IRON	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IRON.txt
[2026-02-13T20:24:45.689317] [INFO ] [sig       ] [1647/3406] Completed IRON in 0.3s | 2.83 sym/s | Total: 9.7m | ETA: 10.3m
[2026-02-13T20:24:45.689360] [INFO ] [sig       ] [1648/3406] Forecasting IRTC...
[2026-02-13T20:24:45.689389] [INFO ] [sig       ] Generating forecast for: IRTC
[2026-02-13T20:24:45.689422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2026-02-13T20:24:45.700675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2026-02-13T20:24:45.700994] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2026-02-13T20:24:45.701799] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2026-02-13T20:24:45.701851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:45.701930] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:45.701959] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:45.702016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:45.767146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:45.768224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:45.768313] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:45.768347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:45.894589] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:45.894753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:45.894796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:45.894826] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:45.898794] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: UP (p=53.00%)
[2026-02-13T20:24:45.899092] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2026-02-13T20:24:45.899228] [INFO ] [sig       ] IRTC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:46.039385] [INFO ] [LOCAL     ] Saved forecast: IRTC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IRTC.txt
[2026-02-13T20:24:46.039534] [INFO ] [sig       ] [1648/3406] Completed IRTC in 0.4s | 2.83 sym/s | Total: 9.7m | ETA: 10.3m
[2026-02-13T20:24:46.039593] [INFO ] [sig       ] [1649/3406] Forecasting IRWD...
[2026-02-13T20:24:46.039626] [INFO ] [sig       ] Generating forecast for: IRWD
[2026-02-13T20:24:46.039658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2026-02-13T20:24:46.051662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2026-02-13T20:24:46.052007] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2026-02-13T20:24:46.052830] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2026-02-13T20:24:46.052882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:46.052913] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:46.052940] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:46.052996] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:46.110306] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:46.111006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:46.111085] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:46.111118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:46.234093] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:46.234266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:46.234308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:46.234338] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:46.237838] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: UP (p=82.91%)
[2026-02-13T20:24:46.238171] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2026-02-13T20:24:46.238303] [INFO ] [sig       ] IRWD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:46.377751] [INFO ] [LOCAL     ] Saved forecast: IRWD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IRWD.txt
[2026-02-13T20:24:46.377889] [INFO ] [sig       ] [1649/3406] Completed IRWD in 0.3s | 2.83 sym/s | Total: 9.7m | ETA: 10.3m
[2026-02-13T20:24:46.377929] [INFO ] [sig       ] [1650/3406] Forecasting ISD...
[2026-02-13T20:24:46.377958] [INFO ] [sig       ] Generating forecast for: ISD
[2026-02-13T20:24:46.377987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2026-02-13T20:24:46.391039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2026-02-13T20:24:46.391479] [INFO ] [FORECASTER] Starting predict_future for ISD
[2026-02-13T20:24:46.392391] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2026-02-13T20:24:46.392445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:46.392480] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:46.392508] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:46.392564] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:46.452480] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:46.453419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:46.453504] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:46.453539] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:46.578765] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:46.578934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:46.578976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:46.579007] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:46.582628] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=80.01%)
[2026-02-13T20:24:46.582922] [INFO ] [FORECASTER] Completed predict_future for ISD
[2026-02-13T20:24:46.583059] [INFO ] [sig       ] ISD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:46.726916] [INFO ] [LOCAL     ] Saved forecast: ISD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ISD.txt
[2026-02-13T20:24:46.727079] [INFO ] [sig       ] [1650/3406] Completed ISD in 0.3s | 2.83 sym/s | Total: 9.7m | ETA: 10.3m
[2026-02-13T20:24:46.727118] [INFO ] [sig       ] [1651/3406] Forecasting ISRG...
[2026-02-13T20:24:46.727149] [INFO ] [sig       ] Generating forecast for: ISRG
[2026-02-13T20:24:46.727180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2026-02-13T20:24:46.739332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2026-02-13T20:24:46.739831] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2026-02-13T20:24:46.740941] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2026-02-13T20:24:46.741012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:46.741053] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:46.741088] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:46.741165] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:46.807138] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:46.808074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:46.808160] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:46.808193] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:46.930173] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:46.930356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:46.930397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:46.930458] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:46.933933] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: DOWN (p=44.87%)
[2026-02-13T20:24:46.934244] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2026-02-13T20:24:46.934391] [INFO ] [sig       ] ISRG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:47.075856] [INFO ] [LOCAL     ] Saved forecast: ISRG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ISRG.txt
[2026-02-13T20:24:47.076016] [INFO ] [sig       ] [1651/3406] Completed ISRG in 0.3s | 2.83 sym/s | Total: 9.7m | ETA: 10.3m
[2026-02-13T20:24:47.076057] [INFO ] [sig       ] [1652/3406] Forecasting ISSC...
[2026-02-13T20:24:47.076088] [INFO ] [sig       ] Generating forecast for: ISSC
[2026-02-13T20:24:47.076121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2026-02-13T20:24:47.087052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2026-02-13T20:24:47.087415] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2026-02-13T20:24:47.088293] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2026-02-13T20:24:47.088348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:47.088381] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:47.088408] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:47.088463] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:47.148724] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:47.149651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:47.149734] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:47.149769] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:47.274682] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:47.274853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:47.274894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:47.274923] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:47.278932] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=14.76%)
[2026-02-13T20:24:47.279258] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2026-02-13T20:24:47.279409] [INFO ] [sig       ] ISSC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:47.425104] [INFO ] [LOCAL     ] Saved forecast: ISSC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ISSC.txt
[2026-02-13T20:24:47.425271] [INFO ] [sig       ] [1652/3406] Completed ISSC in 0.3s | 2.84 sym/s | Total: 9.7m | ETA: 10.3m
[2026-02-13T20:24:47.425501] [INFO ] [sig       ] [1653/3406] Forecasting ISTB...
[2026-02-13T20:24:47.425531] [INFO ] [sig       ] Generating forecast for: ISTB
[2026-02-13T20:24:47.425562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2026-02-13T20:24:47.437506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISTB'.
[2026-02-13T20:24:47.437908] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2026-02-13T20:24:47.438736] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2026-02-13T20:24:47.438788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:47.438819] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:47.438845] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:47.438903] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:47.499565] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:47.500482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:47.500568] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:47.500623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:47.622773] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:47.622932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:47.622972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:47.623001] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:47.626425] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=89.71%)
[2026-02-13T20:24:47.626725] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2026-02-13T20:24:47.626852] [INFO ] [sig       ] ISTB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:47.767415] [INFO ] [LOCAL     ] Saved forecast: ISTB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ISTB.txt
[2026-02-13T20:24:47.767607] [INFO ] [sig       ] [1653/3406] Completed ISTB in 0.3s | 2.84 sym/s | Total: 9.7m | ETA: 10.3m
[2026-02-13T20:24:47.767651] [INFO ] [sig       ] [1654/3406] Forecasting ITIC...
[2026-02-13T20:24:47.767680] [INFO ] [sig       ] Generating forecast for: ITIC
[2026-02-13T20:24:47.767712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2026-02-13T20:24:47.778985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2026-02-13T20:24:47.779357] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2026-02-13T20:24:47.780167] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2026-02-13T20:24:47.780231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:47.780269] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:47.780303] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:47.780362] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:47.839715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:47.840683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:47.840773] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:47.840808] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:47.955183] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:47.955348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:47.955388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:47.955416] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:47.958928] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: UP (p=93.45%)
[2026-02-13T20:24:47.959234] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2026-02-13T20:24:47.959381] [INFO ] [sig       ] ITIC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:48.101099] [INFO ] [LOCAL     ] Saved forecast: ITIC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ITIC.txt
[2026-02-13T20:24:48.101282] [INFO ] [sig       ] [1654/3406] Completed ITIC in 0.3s | 2.84 sym/s | Total: 9.7m | ETA: 10.3m
[2026-02-13T20:24:48.101328] [INFO ] [sig       ] [1655/3406] Forecasting ITRI...
[2026-02-13T20:24:48.101356] [INFO ] [sig       ] Generating forecast for: ITRI
[2026-02-13T20:24:48.101387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2026-02-13T20:24:48.113024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2026-02-13T20:24:48.113407] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2026-02-13T20:24:48.114208] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2026-02-13T20:24:48.114276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:48.114308] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:48.114335] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:48.114391] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:48.172153] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:48.173148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:48.173234] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:48.173268] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:48.300663] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:48.300835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:48.300890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:48.300923] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:48.304622] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=92.15%)
[2026-02-13T20:24:48.304947] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2026-02-13T20:24:48.305093] [INFO ] [sig       ] ITRI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:48.463544] [INFO ] [LOCAL     ] Saved forecast: ITRI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ITRI.txt
[2026-02-13T20:24:48.463712] [INFO ] [sig       ] [1655/3406] Completed ITRI in 0.4s | 2.84 sym/s | Total: 9.7m | ETA: 10.3m
[2026-02-13T20:24:48.463753] [INFO ] [sig       ] [1656/3406] Forecasting ITRN...
[2026-02-13T20:24:48.463783] [INFO ] [sig       ] Generating forecast for: ITRN
[2026-02-13T20:24:48.463813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2026-02-13T20:24:48.475685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2026-02-13T20:24:48.476074] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2026-02-13T20:24:48.477127] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2026-02-13T20:24:48.477180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:48.477213] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:48.477238] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:48.477295] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:48.536380] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:48.537302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:48.537387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:48.537419] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:48.660115] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:48.660243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:48.660279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:48.660306] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:48.664162] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2026-02-13T20:24:48.664462] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2026-02-13T20:24:48.664789] [INFO ] [sig       ] ITRN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:48.803732] [INFO ] [LOCAL     ] Saved forecast: ITRN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ITRN.txt
[2026-02-13T20:24:48.803855] [INFO ] [sig       ] [1656/3406] Completed ITRN in 0.3s | 2.84 sym/s | Total: 9.7m | ETA: 10.3m
[2026-02-13T20:24:48.803893] [INFO ] [sig       ] [1657/3406] Forecasting ITUB...
[2026-02-13T20:24:48.803922] [INFO ] [sig       ] Generating forecast for: ITUB
[2026-02-13T20:24:48.803952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2026-02-13T20:24:48.814863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2026-02-13T20:24:48.815190] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2026-02-13T20:24:48.815989] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2026-02-13T20:24:48.816040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:48.816071] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:48.816096] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:48.816153] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:48.873021] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:48.873685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:48.873765] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:48.873797] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:48.994669] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:48.994825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:48.994866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:48.994894] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:48.998270] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: UP (p=73.73%)
[2026-02-13T20:24:48.998546] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2026-02-13T20:24:48.998689] [INFO ] [sig       ] ITUB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:49.138743] [INFO ] [LOCAL     ] Saved forecast: ITUB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ITUB.txt
[2026-02-13T20:24:49.138875] [INFO ] [sig       ] [1657/3406] Completed ITUB in 0.3s | 2.84 sym/s | Total: 9.7m | ETA: 10.3m
[2026-02-13T20:24:49.138915] [INFO ] [sig       ] [1658/3406] Forecasting IUS...
[2026-02-13T20:24:49.138945] [INFO ] [sig       ] Generating forecast for: IUS
[2026-02-13T20:24:49.138975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2026-02-13T20:24:49.149935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUS'.
[2026-02-13T20:24:49.150252] [INFO ] [FORECASTER] Starting predict_future for IUS
[2026-02-13T20:24:49.151258] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2026-02-13T20:24:49.151502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:49.151533] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:49.151561] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:49.151639] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:49.207925] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:49.208755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:49.208858] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:49.208893] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:49.328058] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:49.328201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:49.328240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:49.328268] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:49.331649] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: UP (p=79.19%)
[2026-02-13T20:24:49.331924] [INFO ] [FORECASTER] Completed predict_future for IUS
[2026-02-13T20:24:49.332047] [INFO ] [sig       ] IUS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:49.468996] [INFO ] [LOCAL     ] Saved forecast: IUS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IUS.txt
[2026-02-13T20:24:49.469115] [INFO ] [sig       ] [1658/3406] Completed IUS in 0.3s | 2.84 sym/s | Total: 9.7m | ETA: 10.3m
[2026-02-13T20:24:49.469159] [INFO ] [sig       ] [1659/3406] Forecasting IUSB...
[2026-02-13T20:24:49.469190] [INFO ] [sig       ] Generating forecast for: IUSB
[2026-02-13T20:24:49.469220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2026-02-13T20:24:49.480279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2026-02-13T20:24:49.480627] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2026-02-13T20:24:49.481407] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2026-02-13T20:24:49.481459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:49.481491] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:49.481520] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:49.481594] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:49.539161] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:49.539969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:49.540067] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:49.540110] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:49.668507] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:49.668686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:49.668739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:49.668770] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:49.672324] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: DOWN (p=4.69%)
[2026-02-13T20:24:49.672629] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2026-02-13T20:24:49.672758] [INFO ] [sig       ] IUSB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:49.818113] [INFO ] [LOCAL     ] Saved forecast: IUSB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IUSB.txt
[2026-02-13T20:24:49.818258] [INFO ] [sig       ] [1659/3406] Completed IUSB in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 10.3m
[2026-02-13T20:24:49.818297] [INFO ] [sig       ] [1660/3406] Forecasting IUSG...
[2026-02-13T20:24:49.818327] [INFO ] [sig       ] Generating forecast for: IUSG
[2026-02-13T20:24:49.818357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2026-02-13T20:24:49.829671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2026-02-13T20:24:49.830057] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2026-02-13T20:24:49.830900] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2026-02-13T20:24:49.830953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:49.830987] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:49.831015] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:49.831073] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:49.889893] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:49.890830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:49.890917] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:49.890951] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:50.019792] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:50.019967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:50.020015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:50.020044] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:50.023786] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: UP (p=62.64%)
[2026-02-13T20:24:50.024108] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2026-02-13T20:24:50.024272] [INFO ] [sig       ] IUSG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:50.167707] [INFO ] [LOCAL     ] Saved forecast: IUSG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IUSG.txt
[2026-02-13T20:24:50.167886] [INFO ] [sig       ] [1660/3406] Completed IUSG in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 10.3m
[2026-02-13T20:24:50.167929] [INFO ] [sig       ] [1661/3406] Forecasting IVAL...
[2026-02-13T20:24:50.167960] [INFO ] [sig       ] Generating forecast for: IVAL
[2026-02-13T20:24:50.167990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2026-02-13T20:24:50.179039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2026-02-13T20:24:50.179465] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2026-02-13T20:24:50.180355] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2026-02-13T20:24:50.180414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:50.180448] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:50.180474] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:50.180532] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:50.241240] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:50.242208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:50.242295] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:50.242328] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:50.360837] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:50.361002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:50.361044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:50.361073] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:50.364549] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=24.88%)
[2026-02-13T20:24:50.364865] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2026-02-13T20:24:50.365006] [INFO ] [sig       ] IVAL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:50.520712] [INFO ] [LOCAL     ] Saved forecast: IVAL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/IVAL.txt
[2026-02-13T20:24:50.520906] [INFO ] [sig       ] [1661/3406] Completed IVAL in 0.4s | 2.84 sym/s | Total: 9.8m | ETA: 10.3m
[2026-02-13T20:24:50.520960] [INFO ] [sig       ] [1662/3406] Forecasting IVZ...
[2026-02-13T20:24:50.521002] [INFO ] [sig       ] Generating forecast for: IVZ
[2026-02-13T20:24:50.521046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2026-02-13T20:24:50.532840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2026-02-13T20:24:50.533169] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2026-02-13T20:24:50.534002] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2026-02-13T20:24:50.534054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:50.534086] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:50.534112] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:50.534168] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:50.591974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:50.592617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:50.592695] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:50.592728] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:50.720223] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:50.720370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:50.720424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:50.720455] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:50.723843] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: UP (p=81.39%)
[2026-02-13T20:24:50.724119] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2026-02-13T20:24:50.724247] [INFO ] [sig       ] IVZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:50.869599] [INFO ] [LOCAL     ] Saved forecast: IVZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IVZ.txt
[2026-02-13T20:24:50.869776] [INFO ] [sig       ] [1662/3406] Completed IVZ in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 10.3m
[2026-02-13T20:24:50.869817] [INFO ] [sig       ] [1663/3406] Forecasting IX...
[2026-02-13T20:24:50.869847] [INFO ] [sig       ] Generating forecast for: IX
[2026-02-13T20:24:50.869877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2026-02-13T20:24:50.881495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2026-02-13T20:24:50.881886] [INFO ] [FORECASTER] Starting predict_future for IX
[2026-02-13T20:24:50.882781] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2026-02-13T20:24:50.882833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:50.882866] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:50.882894] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:50.882958] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:50.939311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:50.940110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:50.940191] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:50.940228] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:51.060137] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:51.060297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:51.060335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:51.060363] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:51.063760] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2026-02-13T20:24:51.064053] [INFO ] [FORECASTER] Completed predict_future for IX
[2026-02-13T20:24:51.064199] [INFO ] [sig       ] IX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:51.205890] [INFO ] [LOCAL     ] Saved forecast: IX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IX.txt
[2026-02-13T20:24:51.206048] [INFO ] [sig       ] [1663/3406] Completed IX in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 10.2m
[2026-02-13T20:24:51.206087] [INFO ] [sig       ] [1664/3406] Forecasting IXUS...
[2026-02-13T20:24:51.206118] [INFO ] [sig       ] Generating forecast for: IXUS
[2026-02-13T20:24:51.206147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2026-02-13T20:24:51.217308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IXUS'.
[2026-02-13T20:24:51.217715] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2026-02-13T20:24:51.218525] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2026-02-13T20:24:51.218596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:51.218630] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:51.218657] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:51.218713] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:51.274798] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:51.275616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:51.275715] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:51.275747] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:51.393410] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:51.393584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:51.393626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:51.393654] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:51.397044] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2026-02-13T20:24:51.397346] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2026-02-13T20:24:51.397480] [INFO ] [sig       ] IXUS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:51.546127] [INFO ] [LOCAL     ] Saved forecast: IXUS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IXUS.txt
[2026-02-13T20:24:51.546309] [INFO ] [sig       ] [1664/3406] Completed IXUS in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 10.2m
[2026-02-13T20:24:51.546350] [INFO ] [sig       ] [1665/3406] Forecasting IZEA...
[2026-02-13T20:24:51.546381] [INFO ] [sig       ] Generating forecast for: IZEA
[2026-02-13T20:24:51.546411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2026-02-13T20:24:51.557927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2026-02-13T20:24:51.558304] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2026-02-13T20:24:51.559349] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2026-02-13T20:24:51.559427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:51.559506] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:51.559543] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:51.559641] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:51.628963] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:51.630026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:51.630124] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:51.630168] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:51.755171] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:51.755347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:51.755395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:51.755425] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:51.759006] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: UP (p=99.60%)
[2026-02-13T20:24:51.759295] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2026-02-13T20:24:51.759427] [INFO ] [sig       ] IZEA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:51.899371] [INFO ] [LOCAL     ] Saved forecast: IZEA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/IZEA.txt
[2026-02-13T20:24:51.899513] [INFO ] [sig       ] [1665/3406] Completed IZEA in 0.4s | 2.84 sym/s | Total: 9.8m | ETA: 10.2m
[2026-02-13T20:24:51.899553] [INFO ] [sig       ] [1666/3406] Forecasting J...
[2026-02-13T20:24:51.899603] [INFO ] [sig       ] Generating forecast for: J
[2026-02-13T20:24:51.899636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2026-02-13T20:24:51.911654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2026-02-13T20:24:51.912008] [INFO ] [FORECASTER] Starting predict_future for J
[2026-02-13T20:24:51.912823] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2026-02-13T20:24:51.912876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:51.912932] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:51.912963] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:51.913022] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:51.969208] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:51.970086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:51.970169] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:51.970203] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:52.091271] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:52.091444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:52.091485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:52.091515] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:52.094991] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=99.43%)
[2026-02-13T20:24:52.095276] [INFO ] [FORECASTER] Completed predict_future for J
[2026-02-13T20:24:52.095427] [INFO ] [sig       ] J: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:52.233478] [INFO ] [LOCAL     ] Saved forecast: J	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/J.txt
[2026-02-13T20:24:52.233641] [INFO ] [sig       ] [1666/3406] Completed J in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 10.2m
[2026-02-13T20:24:52.233682] [INFO ] [sig       ] [1667/3406] Forecasting JACK...
[2026-02-13T20:24:52.233711] [INFO ] [sig       ] Generating forecast for: JACK
[2026-02-13T20:24:52.233742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2026-02-13T20:24:52.245364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2026-02-13T20:24:52.245754] [INFO ] [FORECASTER] Starting predict_future for JACK
[2026-02-13T20:24:52.246559] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2026-02-13T20:24:52.246644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:52.246679] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:52.246706] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:52.246762] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:52.303525] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:52.304403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:52.304496] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:52.304531] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:52.424781] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:52.424935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:52.424974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:52.425001] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:52.428503] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: DOWN (p=41.31%)
[2026-02-13T20:24:52.428810] [INFO ] [FORECASTER] Completed predict_future for JACK
[2026-02-13T20:24:52.428940] [INFO ] [sig       ] JACK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:52.570893] [INFO ] [LOCAL     ] Saved forecast: JACK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JACK.txt
[2026-02-13T20:24:52.571048] [INFO ] [sig       ] [1667/3406] Completed JACK in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 10.2m
[2026-02-13T20:24:52.571087] [INFO ] [sig       ] [1668/3406] Forecasting JAKK...
[2026-02-13T20:24:52.571117] [INFO ] [sig       ] Generating forecast for: JAKK
[2026-02-13T20:24:52.571147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2026-02-13T20:24:52.582836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2026-02-13T20:24:52.583224] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2026-02-13T20:24:52.584086] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2026-02-13T20:24:52.584137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:52.584169] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:52.584195] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:52.584250] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:52.640894] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:52.641797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:52.641881] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:52.641913] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:52.763456] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:52.763631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:52.763671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:52.763699] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:52.768436] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2026-02-13T20:24:52.768775] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2026-02-13T20:24:52.768921] [INFO ] [sig       ] JAKK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:52.908922] [INFO ] [LOCAL     ] Saved forecast: JAKK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JAKK.txt
[2026-02-13T20:24:52.909051] [INFO ] [sig       ] [1668/3406] Completed JAKK in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 10.2m
[2026-02-13T20:24:52.909090] [INFO ] [sig       ] [1669/3406] Forecasting JANX...
[2026-02-13T20:24:52.909119] [INFO ] [sig       ] Generating forecast for: JANX
[2026-02-13T20:24:52.909149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2026-02-13T20:24:52.919789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2026-02-13T20:24:52.920100] [INFO ] [FORECASTER] Starting predict_future for JANX
[2026-02-13T20:24:52.920945] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2026-02-13T20:24:52.920997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:52.921029] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:52.921056] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:52.921112] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:52.978626] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:52.979233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:52.979322] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:52.979361] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:53.095439] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:53.095563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:53.095619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:53.095647] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:53.099022] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: DOWN (p=45.53%)
[2026-02-13T20:24:53.099307] [INFO ] [FORECASTER] Completed predict_future for JANX
[2026-02-13T20:24:53.099457] [INFO ] [sig       ] JANX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:53.237613] [INFO ] [LOCAL     ] Saved forecast: JANX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JANX.txt
[2026-02-13T20:24:53.237745] [INFO ] [sig       ] [1669/3406] Completed JANX in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 10.2m
[2026-02-13T20:24:53.237785] [INFO ] [sig       ] [1670/3406] Forecasting JAZZ...
[2026-02-13T20:24:53.237814] [INFO ] [sig       ] Generating forecast for: JAZZ
[2026-02-13T20:24:53.237852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2026-02-13T20:24:53.249051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAZZ'.
[2026-02-13T20:24:53.249363] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2026-02-13T20:24:53.250166] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2026-02-13T20:24:53.250218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:53.250249] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:53.250275] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:53.250331] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:53.308048] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:53.308700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:53.308780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:53.308813] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:53.434433] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:53.434601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:53.434642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:53.434671] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:53.438257] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=16.59%)
[2026-02-13T20:24:53.438601] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2026-02-13T20:24:53.438744] [INFO ] [sig       ] JAZZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:53.580680] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JAZZ.txt
[2026-02-13T20:24:53.580802] [INFO ] [sig       ] [1670/3406] Completed JAZZ in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 10.2m
[2026-02-13T20:24:53.580839] [INFO ] [sig       ] [1671/3406] Forecasting JBGS...
[2026-02-13T20:24:53.580867] [INFO ] [sig       ] Generating forecast for: JBGS
[2026-02-13T20:24:53.580897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2026-02-13T20:24:53.592533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2026-02-13T20:24:53.592879] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2026-02-13T20:24:53.593678] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2026-02-13T20:24:53.593730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:53.593762] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:53.593789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:53.593845] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:53.651698] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:53.652376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:53.652458] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:53.652491] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:53.774326] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:53.774473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:53.774512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:53.774540] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:53.777940] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: UP (p=98.36%)
[2026-02-13T20:24:53.778213] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2026-02-13T20:24:53.778345] [INFO ] [sig       ] JBGS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:53.918225] [INFO ] [LOCAL     ] Saved forecast: JBGS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JBGS.txt
[2026-02-13T20:24:53.918355] [INFO ] [sig       ] [1671/3406] Completed JBGS in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 10.2m
[2026-02-13T20:24:53.918404] [INFO ] [sig       ] [1672/3406] Forecasting JBI...
[2026-02-13T20:24:53.918438] [INFO ] [sig       ] Generating forecast for: JBI
[2026-02-13T20:24:53.918474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2026-02-13T20:24:53.929150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2026-02-13T20:24:53.929470] [INFO ] [FORECASTER] Starting predict_future for JBI
[2026-02-13T20:24:53.930278] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2026-02-13T20:24:53.930330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:53.930362] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:53.930389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:53.930446] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:53.987678] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:53.988305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:53.988385] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:53.988421] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:54.105089] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:54.105223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:54.105261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:54.105295] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:54.108704] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: DOWN (p=19.75%)
[2026-02-13T20:24:54.108982] [INFO ] [FORECASTER] Completed predict_future for JBI
[2026-02-13T20:24:54.109103] [INFO ] [sig       ] JBI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:54.248082] [INFO ] [LOCAL     ] Saved forecast: JBI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JBI.txt
[2026-02-13T20:24:54.248194] [INFO ] [sig       ] [1672/3406] Completed JBI in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 10.2m
[2026-02-13T20:24:54.248232] [INFO ] [sig       ] [1673/3406] Forecasting JBL...
[2026-02-13T20:24:54.248262] [INFO ] [sig       ] Generating forecast for: JBL
[2026-02-13T20:24:54.248293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2026-02-13T20:24:54.259509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2026-02-13T20:24:54.259864] [INFO ] [FORECASTER] Starting predict_future for JBL
[2026-02-13T20:24:54.260715] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2026-02-13T20:24:54.260768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:54.260800] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:54.260827] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:54.260884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:54.321889] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:54.322666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:54.322762] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:54.322795] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:54.444440] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:54.444612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:54.444657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:54.444706] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:54.448436] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=44.46%)
[2026-02-13T20:24:54.448829] [INFO ] [FORECASTER] Completed predict_future for JBL
[2026-02-13T20:24:54.448990] [INFO ] [sig       ] JBL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:54.596997] [INFO ] [LOCAL     ] Saved forecast: JBL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JBL.txt
[2026-02-13T20:24:54.597147] [INFO ] [sig       ] [1673/3406] Completed JBL in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 10.2m
[2026-02-13T20:24:54.597192] [INFO ] [sig       ] [1674/3406] Forecasting JBND...
[2026-02-13T20:24:54.597222] [INFO ] [sig       ] Generating forecast for: JBND
[2026-02-13T20:24:54.597254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2026-02-13T20:24:54.608133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2026-02-13T20:24:54.608495] [INFO ] [FORECASTER] Starting predict_future for JBND
[2026-02-13T20:24:54.609307] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2026-02-13T20:24:54.609370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:54.609408] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:54.609441] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:54.609504] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:54.667077] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:54.667858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:54.667939] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:54.667973] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:54.794182] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:54.794340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:54.794380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:54.794408] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:54.797800] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2026-02-13T20:24:54.798079] [INFO ] [FORECASTER] Completed predict_future for JBND
[2026-02-13T20:24:54.798205] [INFO ] [sig       ] JBND: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:54.938225] [INFO ] [LOCAL     ] Saved forecast: JBND	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JBND.txt
[2026-02-13T20:24:54.938387] [INFO ] [sig       ] [1674/3406] Completed JBND in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 10.2m
[2026-02-13T20:24:54.938436] [INFO ] [sig       ] [1675/3406] Forecasting JBSS...
[2026-02-13T20:24:54.938472] [INFO ] [sig       ] Generating forecast for: JBSS
[2026-02-13T20:24:54.938508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2026-02-13T20:24:54.949440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2026-02-13T20:24:54.949800] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2026-02-13T20:24:54.950592] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2026-02-13T20:24:54.950644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:54.950675] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:54.950701] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:54.950757] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:55.008534] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:55.009421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:55.009536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:55.009588] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:55.127938] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:55.128099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:55.128138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:55.128166] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:55.131621] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=58.38%)
[2026-02-13T20:24:55.131903] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2026-02-13T20:24:55.132032] [INFO ] [sig       ] JBSS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:55.275888] [INFO ] [LOCAL     ] Saved forecast: JBSS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JBSS.txt
[2026-02-13T20:24:55.276063] [INFO ] [sig       ] [1675/3406] Completed JBSS in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 10.2m
[2026-02-13T20:24:55.276104] [INFO ] [sig       ] [1676/3406] Forecasting JCE...
[2026-02-13T20:24:55.276135] [INFO ] [sig       ] Generating forecast for: JCE
[2026-02-13T20:24:55.276165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2026-02-13T20:24:55.287554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2026-02-13T20:24:55.287982] [INFO ] [FORECASTER] Starting predict_future for JCE
[2026-02-13T20:24:55.288796] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2026-02-13T20:24:55.288849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:55.288881] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:55.288907] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:55.288964] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:55.345559] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:55.346456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:55.346558] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:55.346612] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:55.463122] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:55.463284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:55.463323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:55.463352] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:55.466814] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: UP (p=99.36%)
[2026-02-13T20:24:55.467092] [INFO ] [FORECASTER] Completed predict_future for JCE
[2026-02-13T20:24:55.467222] [INFO ] [sig       ] JCE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:55.609989] [INFO ] [LOCAL     ] Saved forecast: JCE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JCE.txt
[2026-02-13T20:24:55.610144] [INFO ] [sig       ] [1676/3406] Completed JCE in 0.3s | 2.84 sym/s | Total: 9.8m | ETA: 10.2m
[2026-02-13T20:24:55.610184] [INFO ] [sig       ] [1677/3406] Forecasting JCI...
[2026-02-13T20:24:55.610216] [INFO ] [sig       ] Generating forecast for: JCI
[2026-02-13T20:24:55.610247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2026-02-13T20:24:55.621784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2026-02-13T20:24:55.622138] [INFO ] [FORECASTER] Starting predict_future for JCI
[2026-02-13T20:24:55.622926] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2026-02-13T20:24:55.622978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:55.623009] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:55.623035] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:55.623106] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:55.681031] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:55.681905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:55.681986] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:55.682019] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:55.802171] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:55.802332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:55.802371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:55.802399] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:55.805834] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=21.28%)
[2026-02-13T20:24:55.806108] [INFO ] [FORECASTER] Completed predict_future for JCI
[2026-02-13T20:24:55.806234] [INFO ] [sig       ] JCI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:55.946969] [INFO ] [LOCAL     ] Saved forecast: JCI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JCI.txt
[2026-02-13T20:24:55.947125] [INFO ] [sig       ] [1677/3406] Completed JCI in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.2m
[2026-02-13T20:24:55.947164] [INFO ] [sig       ] [1678/3406] Forecasting JD...
[2026-02-13T20:24:55.947194] [INFO ] [sig       ] Generating forecast for: JD
[2026-02-13T20:24:55.947224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2026-02-13T20:24:55.958114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2026-02-13T20:24:55.958482] [INFO ] [FORECASTER] Starting predict_future for JD
[2026-02-13T20:24:55.959281] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2026-02-13T20:24:55.959334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:55.959369] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:55.959402] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:55.959470] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:56.020204] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:56.021167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:56.021248] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:56.021280] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:56.142408] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:56.142596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:56.142638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:56.142667] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:56.146184] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: DOWN (p=46.11%)
[2026-02-13T20:24:56.146478] [INFO ] [FORECASTER] Completed predict_future for JD
[2026-02-13T20:24:56.146626] [INFO ] [sig       ] JD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:56.293873] [INFO ] [LOCAL     ] Saved forecast: JD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JD.txt
[2026-02-13T20:24:56.294115] [INFO ] [sig       ] [1678/3406] Completed JD in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.2m
[2026-02-13T20:24:56.294181] [INFO ] [sig       ] [1679/3406] Forecasting JEF...
[2026-02-13T20:24:56.294227] [INFO ] [sig       ] Generating forecast for: JEF
[2026-02-13T20:24:56.294270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2026-02-13T20:24:56.305967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2026-02-13T20:24:56.306368] [INFO ] [FORECASTER] Starting predict_future for JEF
[2026-02-13T20:24:56.307297] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2026-02-13T20:24:56.307366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:56.307400] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:56.307428] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:56.307487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:56.364839] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:56.365642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:56.365725] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:56.365757] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:56.489501] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:56.489869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:56.489910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:56.489938] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:56.493384] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2026-02-13T20:24:56.493687] [INFO ] [FORECASTER] Completed predict_future for JEF
[2026-02-13T20:24:56.493817] [INFO ] [sig       ] JEF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:56.634027] [INFO ] [LOCAL     ] Saved forecast: JEF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JEF.txt
[2026-02-13T20:24:56.634168] [INFO ] [sig       ] [1679/3406] Completed JEF in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.1m
[2026-02-13T20:24:56.634206] [INFO ] [sig       ] [1680/3406] Forecasting JELD...
[2026-02-13T20:24:56.634236] [INFO ] [sig       ] Generating forecast for: JELD
[2026-02-13T20:24:56.634267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2026-02-13T20:24:56.644805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2026-02-13T20:24:56.645176] [INFO ] [FORECASTER] Starting predict_future for JELD
[2026-02-13T20:24:56.646031] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2026-02-13T20:24:56.646083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:56.646115] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:56.646142] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:56.646198] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:56.702161] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:56.702956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:56.703035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:56.703069] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:56.826229] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:56.826396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:56.826443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:56.826480] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:56.830144] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2026-02-13T20:24:56.830438] [INFO ] [FORECASTER] Completed predict_future for JELD
[2026-02-13T20:24:56.830593] [INFO ] [sig       ] JELD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:56.980507] [INFO ] [LOCAL     ] Saved forecast: JELD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JELD.txt
[2026-02-13T20:24:56.980662] [INFO ] [sig       ] [1680/3406] Completed JELD in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.1m
[2026-02-13T20:24:56.980710] [INFO ] [sig       ] [1681/3406] Forecasting JEPQ...
[2026-02-13T20:24:56.980738] [INFO ] [sig       ] Generating forecast for: JEPQ
[2026-02-13T20:24:56.980768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2026-02-13T20:24:56.991916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2026-02-13T20:24:56.992260] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2026-02-13T20:24:56.993056] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2026-02-13T20:24:56.993108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:56.993140] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:56.993166] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:56.993222] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:57.050263] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:57.050942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:57.051023] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:57.051056] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:57.181748] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:57.181903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:57.181944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:57.181973] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:57.185591] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2026-02-13T20:24:57.185895] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2026-02-13T20:24:57.186028] [INFO ] [sig       ] JEPQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:57.327550] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JEPQ.txt
[2026-02-13T20:24:57.327910] [INFO ] [sig       ] [1681/3406] Completed JEPQ in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.1m
[2026-02-13T20:24:57.327959] [INFO ] [sig       ] [1682/3406] Forecasting JFIN...
[2026-02-13T20:24:57.327987] [INFO ] [sig       ] Generating forecast for: JFIN
[2026-02-13T20:24:57.328016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2026-02-13T20:24:57.339126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2026-02-13T20:24:57.339446] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2026-02-13T20:24:57.340253] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2026-02-13T20:24:57.340305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:57.340364] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:57.340393] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:57.340450] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:57.397978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:57.398893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:57.398977] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:57.399010] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:57.523194] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:57.523354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:57.523393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:57.523422] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:57.526914] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=8.87%)
[2026-02-13T20:24:57.527205] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2026-02-13T20:24:57.527338] [INFO ] [sig       ] JFIN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:57.668150] [INFO ] [LOCAL     ] Saved forecast: JFIN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JFIN.txt
[2026-02-13T20:24:57.668319] [INFO ] [sig       ] [1682/3406] Completed JFIN in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.1m
[2026-02-13T20:24:57.668360] [INFO ] [sig       ] [1683/3406] Forecasting JGLO...
[2026-02-13T20:24:57.668392] [INFO ] [sig       ] Generating forecast for: JGLO
[2026-02-13T20:24:57.668429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2026-02-13T20:24:57.679460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2026-02-13T20:24:57.679843] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2026-02-13T20:24:57.680676] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2026-02-13T20:24:57.680728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:57.680759] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:57.680785] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:57.680841] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:57.742124] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:57.743248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:57.743359] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:57.743394] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:57.869140] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:57.869301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:57.869342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:57.869372] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:57.872944] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2026-02-13T20:24:57.873240] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2026-02-13T20:24:57.873381] [INFO ] [sig       ] JGLO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:58.013282] [INFO ] [LOCAL     ] Saved forecast: JGLO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JGLO.txt
[2026-02-13T20:24:58.013416] [INFO ] [sig       ] [1683/3406] Completed JGLO in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.1m
[2026-02-13T20:24:58.013453] [INFO ] [sig       ] [1684/3406] Forecasting JHG...
[2026-02-13T20:24:58.013483] [INFO ] [sig       ] Generating forecast for: JHG
[2026-02-13T20:24:58.013527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2026-02-13T20:24:58.024820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2026-02-13T20:24:58.025137] [INFO ] [FORECASTER] Starting predict_future for JHG
[2026-02-13T20:24:58.026010] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2026-02-13T20:24:58.026062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:58.026095] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:58.026122] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:58.026186] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:58.083047] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:58.083673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:58.083751] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:58.083784] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:58.207297] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:58.207452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:58.207491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:58.207520] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:58.210940] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: DOWN (p=46.64%)
[2026-02-13T20:24:58.211236] [INFO ] [FORECASTER] Completed predict_future for JHG
[2026-02-13T20:24:58.211378] [INFO ] [sig       ] JHG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:58.352035] [INFO ] [LOCAL     ] Saved forecast: JHG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JHG.txt
[2026-02-13T20:24:58.352200] [INFO ] [sig       ] [1684/3406] Completed JHG in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.1m
[2026-02-13T20:24:58.352240] [INFO ] [sig       ] [1685/3406] Forecasting JHI...
[2026-02-13T20:24:58.352270] [INFO ] [sig       ] Generating forecast for: JHI
[2026-02-13T20:24:58.352300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2026-02-13T20:24:58.363894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2026-02-13T20:24:58.364262] [INFO ] [FORECASTER] Starting predict_future for JHI
[2026-02-13T20:24:58.365120] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2026-02-13T20:24:58.365174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:58.365206] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:58.365234] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:58.365291] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:58.422832] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:58.423479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:58.423559] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:58.423621] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:58.536020] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:58.536180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:58.536220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:58.536283] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:58.539800] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=86.38%)
[2026-02-13T20:24:58.540082] [INFO ] [FORECASTER] Completed predict_future for JHI
[2026-02-13T20:24:58.540212] [INFO ] [sig       ] JHI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:58.681829] [INFO ] [LOCAL     ] Saved forecast: JHI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JHI.txt
[2026-02-13T20:24:58.681976] [INFO ] [sig       ] [1685/3406] Completed JHI in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.1m
[2026-02-13T20:24:58.682015] [INFO ] [sig       ] [1686/3406] Forecasting JHX...
[2026-02-13T20:24:58.682043] [INFO ] [sig       ] Generating forecast for: JHX
[2026-02-13T20:24:58.682073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2026-02-13T20:24:58.694073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2026-02-13T20:24:58.694436] [INFO ] [FORECASTER] Starting predict_future for JHX
[2026-02-13T20:24:58.695255] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2026-02-13T20:24:58.695307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:58.695339] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:58.695365] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:58.695424] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:58.752226] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:58.753039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:58.753129] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:58.753163] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:58.875108] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:58.875270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:58.875327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:58.875356] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:58.878855] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=27.19%)
[2026-02-13T20:24:58.879137] [INFO ] [FORECASTER] Completed predict_future for JHX
[2026-02-13T20:24:58.879264] [INFO ] [sig       ] JHX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:24:59.021718] [INFO ] [LOCAL     ] Saved forecast: JHX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JHX.txt
[2026-02-13T20:24:59.021878] [INFO ] [sig       ] [1686/3406] Completed JHX in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.1m
[2026-02-13T20:24:59.021918] [INFO ] [sig       ] [1687/3406] Forecasting JILL...
[2026-02-13T20:24:59.021948] [INFO ] [sig       ] Generating forecast for: JILL
[2026-02-13T20:24:59.021978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2026-02-13T20:24:59.033569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2026-02-13T20:24:59.033988] [INFO ] [FORECASTER] Starting predict_future for JILL
[2026-02-13T20:24:59.034831] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2026-02-13T20:24:59.034895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:59.034933] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:59.034959] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:59.035016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:59.092755] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:59.093706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:59.093791] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:59.093823] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:59.208170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:59.208325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:59.208363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:59.208392] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:59.211775] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=62.40%)
[2026-02-13T20:24:59.212056] [INFO ] [FORECASTER] Completed predict_future for JILL
[2026-02-13T20:24:59.212183] [INFO ] [sig       ] JILL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:59.350017] [INFO ] [LOCAL     ] Saved forecast: JILL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JILL.txt
[2026-02-13T20:24:59.350155] [INFO ] [sig       ] [1687/3406] Completed JILL in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.1m
[2026-02-13T20:24:59.350192] [INFO ] [sig       ] [1688/3406] Forecasting JIVE...
[2026-02-13T20:24:59.350222] [INFO ] [sig       ] Generating forecast for: JIVE
[2026-02-13T20:24:59.350252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2026-02-13T20:24:59.361180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2026-02-13T20:24:59.361545] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2026-02-13T20:24:59.362331] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2026-02-13T20:24:59.362382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:59.362413] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:59.362439] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:59.362495] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:59.419008] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:59.419692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:59.419771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:59.419802] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:59.538401] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:59.538615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:59.538662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:59.538695] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:59.542358] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2026-02-13T20:24:59.542687] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2026-02-13T20:24:59.542830] [INFO ] [sig       ] JIVE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:24:59.681284] [INFO ] [LOCAL     ] Saved forecast: JIVE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JIVE.txt
[2026-02-13T20:24:59.681416] [INFO ] [sig       ] [1688/3406] Completed JIVE in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.1m
[2026-02-13T20:24:59.681456] [INFO ] [sig       ] [1689/3406] Forecasting JJSF...
[2026-02-13T20:24:59.681486] [INFO ] [sig       ] Generating forecast for: JJSF
[2026-02-13T20:24:59.681516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2026-02-13T20:24:59.692654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2026-02-13T20:24:59.693020] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2026-02-13T20:24:59.693845] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2026-02-13T20:24:59.693897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:24:59.693928] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:24:59.693956] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:24:59.694012] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:24:59.750483] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:24:59.751218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:24:59.751296] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:24:59.751328] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:24:59.871750] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:24:59.871898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:24:59.871935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:24:59.871963] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:24:59.875337] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: DOWN (p=11.47%)
[2026-02-13T20:24:59.875637] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2026-02-13T20:24:59.875765] [INFO ] [sig       ] JJSF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:00.013199] [INFO ] [LOCAL     ] Saved forecast: JJSF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JJSF.txt
[2026-02-13T20:25:00.013336] [INFO ] [sig       ] [1689/3406] Completed JJSF in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.1m
[2026-02-13T20:25:00.013376] [INFO ] [sig       ] [1690/3406] Forecasting JKHY...
[2026-02-13T20:25:00.013405] [INFO ] [sig       ] Generating forecast for: JKHY
[2026-02-13T20:25:00.013434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2026-02-13T20:25:00.024519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2026-02-13T20:25:00.024892] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2026-02-13T20:25:00.025684] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2026-02-13T20:25:00.025736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:00.025784] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:00.025813] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:00.025869] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:00.082008] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:00.082697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:00.082778] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:00.082810] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:00.204538] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:00.204709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:00.204747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:00.204777] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:00.208273] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: UP (p=87.69%)
[2026-02-13T20:25:00.208592] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2026-02-13T20:25:00.208728] [INFO ] [sig       ] JKHY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:00.350178] [INFO ] [LOCAL     ] Saved forecast: JKHY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JKHY.txt
[2026-02-13T20:25:00.350335] [INFO ] [sig       ] [1690/3406] Completed JKHY in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.1m
[2026-02-13T20:25:00.350375] [INFO ] [sig       ] [1691/3406] Forecasting JKS...
[2026-02-13T20:25:00.350406] [INFO ] [sig       ] Generating forecast for: JKS
[2026-02-13T20:25:00.350442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2026-02-13T20:25:00.361704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2026-02-13T20:25:00.362042] [INFO ] [FORECASTER] Starting predict_future for JKS
[2026-02-13T20:25:00.362876] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2026-02-13T20:25:00.362927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:00.362959] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:00.362985] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:00.363041] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:00.421325] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:00.422024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:00.422110] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:00.422144] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:00.548413] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:00.548590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:00.548632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:00.548660] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:00.552165] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: DOWN (p=4.15%)
[2026-02-13T20:25:00.552439] [INFO ] [FORECASTER] Completed predict_future for JKS
[2026-02-13T20:25:00.552568] [INFO ] [sig       ] JKS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:00.693606] [INFO ] [LOCAL     ] Saved forecast: JKS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JKS.txt
[2026-02-13T20:25:00.693731] [INFO ] [sig       ] [1691/3406] Completed JKS in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.1m
[2026-02-13T20:25:00.693769] [INFO ] [sig       ] [1692/3406] Forecasting JLL...
[2026-02-13T20:25:00.693798] [INFO ] [sig       ] Generating forecast for: JLL
[2026-02-13T20:25:00.693827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2026-02-13T20:25:00.704679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2026-02-13T20:25:00.705020] [INFO ] [FORECASTER] Starting predict_future for JLL
[2026-02-13T20:25:00.705806] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2026-02-13T20:25:00.705857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:00.705888] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:00.705914] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:00.705970] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:00.763095] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:00.763717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:00.763820] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:00.763854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:00.887684] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:00.887843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:00.887883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:00.887911] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:00.891370] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: UP (p=52.93%)
[2026-02-13T20:25:00.891710] [INFO ] [FORECASTER] Completed predict_future for JLL
[2026-02-13T20:25:00.891835] [INFO ] [sig       ] JLL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:01.031138] [INFO ] [LOCAL     ] Saved forecast: JLL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JLL.txt
[2026-02-13T20:25:01.031258] [INFO ] [sig       ] [1692/3406] Completed JLL in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.1m
[2026-02-13T20:25:01.031295] [INFO ] [sig       ] [1693/3406] Forecasting JLS...
[2026-02-13T20:25:01.031326] [INFO ] [sig       ] Generating forecast for: JLS
[2026-02-13T20:25:01.031357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2026-02-13T20:25:01.042232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2026-02-13T20:25:01.042568] [INFO ] [FORECASTER] Starting predict_future for JLS
[2026-02-13T20:25:01.043417] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2026-02-13T20:25:01.043471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:01.043503] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:01.043529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:01.043610] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:01.102028] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:01.102730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:01.102808] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:01.102841] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:01.218154] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:01.218332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:01.218379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:01.218410] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:01.222471] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=24.16%)
[2026-02-13T20:25:01.222791] [INFO ] [FORECASTER] Completed predict_future for JLS
[2026-02-13T20:25:01.222928] [INFO ] [sig       ] JLS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:01.364196] [INFO ] [LOCAL     ] Saved forecast: JLS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JLS.txt
[2026-02-13T20:25:01.364361] [INFO ] [sig       ] [1693/3406] Completed JLS in 0.3s | 2.84 sym/s | Total: 9.9m | ETA: 10.1m
[2026-02-13T20:25:01.364401] [INFO ] [sig       ] [1694/3406] Forecasting JMIA...
[2026-02-13T20:25:01.364437] [INFO ] [sig       ] Generating forecast for: JMIA
[2026-02-13T20:25:01.364468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2026-02-13T20:25:01.377038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2026-02-13T20:25:01.377416] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2026-02-13T20:25:01.378251] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2026-02-13T20:25:01.378304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:01.378336] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:01.378362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:01.378419] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:01.436598] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:01.437476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:01.437604] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:01.437642] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:01.561886] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:01.562036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:01.562076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:01.562105] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:01.565813] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2026-02-13T20:25:01.566098] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2026-02-13T20:25:01.566231] [INFO ] [sig       ] JMIA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:01.723744] [INFO ] [LOCAL     ] Saved forecast: JMIA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JMIA.txt
[2026-02-13T20:25:01.723910] [INFO ] [sig       ] [1694/3406] Completed JMIA in 0.4s | 2.84 sym/s | Total: 10.0m | ETA: 10.1m
[2026-02-13T20:25:01.723950] [INFO ] [sig       ] [1695/3406] Forecasting JMSB...
[2026-02-13T20:25:01.723980] [INFO ] [sig       ] Generating forecast for: JMSB
[2026-02-13T20:25:01.724009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2026-02-13T20:25:01.766384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2026-02-13T20:25:01.766866] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2026-02-13T20:25:01.767743] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2026-02-13T20:25:01.767797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:01.767831] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:01.767861] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:01.767919] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:01.836473] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:01.837812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:01.838008] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:01.838068] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:01.984987] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:01.985157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:01.985197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:01.985225] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:01.989094] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=43.05%)
[2026-02-13T20:25:01.989435] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2026-02-13T20:25:01.989603] [INFO ] [sig       ] JMSB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:02.139933] [INFO ] [LOCAL     ] Saved forecast: JMSB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JMSB.txt
[2026-02-13T20:25:02.140138] [INFO ] [sig       ] [1695/3406] Completed JMSB in 0.4s | 2.84 sym/s | Total: 10.0m | ETA: 10.1m
[2026-02-13T20:25:02.140181] [INFO ] [sig       ] [1696/3406] Forecasting JNJ...
[2026-02-13T20:25:02.140211] [INFO ] [sig       ] Generating forecast for: JNJ
[2026-02-13T20:25:02.140241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2026-02-13T20:25:02.154077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2026-02-13T20:25:02.154533] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2026-02-13T20:25:02.155425] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2026-02-13T20:25:02.155480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:02.155514] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:02.155542] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:02.155619] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:02.214543] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:02.215554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:02.215667] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:02.215885] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:02.341191] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:02.341361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:02.341401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:02.341431] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:02.345368] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=97.02%)
[2026-02-13T20:25:02.345712] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2026-02-13T20:25:02.345854] [INFO ] [sig       ] JNJ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:02.496100] [INFO ] [LOCAL     ] Saved forecast: JNJ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JNJ.txt
[2026-02-13T20:25:02.496266] [INFO ] [sig       ] [1696/3406] Completed JNJ in 0.4s | 2.84 sym/s | Total: 10.0m | ETA: 10.0m
[2026-02-13T20:25:02.496305] [INFO ] [sig       ] [1697/3406] Forecasting JOBY...
[2026-02-13T20:25:02.496335] [INFO ] [sig       ] Generating forecast for: JOBY
[2026-02-13T20:25:02.496366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2026-02-13T20:25:02.509129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2026-02-13T20:25:02.509535] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2026-02-13T20:25:02.510349] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2026-02-13T20:25:02.510401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:02.510433] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:02.510460] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:02.510516] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:02.569023] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:02.569917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:02.570000] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:02.570033] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:02.703997] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:02.704175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:02.704219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:02.704265] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:02.708830] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2026-02-13T20:25:02.709161] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2026-02-13T20:25:02.709306] [INFO ] [sig       ] JOBY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:02.863099] [INFO ] [LOCAL     ] Saved forecast: JOBY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JOBY.txt
[2026-02-13T20:25:02.863267] [INFO ] [sig       ] [1697/3406] Completed JOBY in 0.4s | 2.84 sym/s | Total: 10.0m | ETA: 10.0m
[2026-02-13T20:25:02.863311] [INFO ] [sig       ] [1698/3406] Forecasting JOE...
[2026-02-13T20:25:02.863342] [INFO ] [sig       ] Generating forecast for: JOE
[2026-02-13T20:25:02.863372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2026-02-13T20:25:02.875520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOE'.
[2026-02-13T20:25:02.875974] [INFO ] [FORECASTER] Starting predict_future for JOE
[2026-02-13T20:25:02.876867] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2026-02-13T20:25:02.876925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:02.876959] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:02.877017] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:02.877088] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:02.937433] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:02.942886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:02.943040] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:02.943075] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:03.069403] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:03.069587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:03.069630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:03.069659] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:03.073138] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=31.53%)
[2026-02-13T20:25:03.073438] [INFO ] [FORECASTER] Completed predict_future for JOE
[2026-02-13T20:25:03.073594] [INFO ] [sig       ] JOE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:03.214541] [INFO ] [LOCAL     ] Saved forecast: JOE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JOE.txt
[2026-02-13T20:25:03.214721] [INFO ] [sig       ] [1698/3406] Completed JOE in 0.4s | 2.84 sym/s | Total: 10.0m | ETA: 10.0m
[2026-02-13T20:25:03.214762] [INFO ] [sig       ] [1699/3406] Forecasting JOF...
[2026-02-13T20:25:03.214794] [INFO ] [sig       ] Generating forecast for: JOF
[2026-02-13T20:25:03.214824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2026-02-13T20:25:03.226908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2026-02-13T20:25:03.227328] [INFO ] [FORECASTER] Starting predict_future for JOF
[2026-02-13T20:25:03.228256] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2026-02-13T20:25:03.228311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:03.228373] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:03.228402] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:03.228471] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:03.292831] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:03.293720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:03.293805] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:03.293856] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:03.421203] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:03.421356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:03.421396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:03.421426] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:03.424969] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: UP (p=84.38%)
[2026-02-13T20:25:03.425248] [INFO ] [FORECASTER] Completed predict_future for JOF
[2026-02-13T20:25:03.425379] [INFO ] [sig       ] JOF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:03.568227] [INFO ] [LOCAL     ] Saved forecast: JOF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JOF.txt
[2026-02-13T20:25:03.568382] [INFO ] [sig       ] [1699/3406] Completed JOF in 0.4s | 2.84 sym/s | Total: 10.0m | ETA: 10.0m
[2026-02-13T20:25:03.568422] [INFO ] [sig       ] [1700/3406] Forecasting JPC...
[2026-02-13T20:25:03.568453] [INFO ] [sig       ] Generating forecast for: JPC
[2026-02-13T20:25:03.568484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2026-02-13T20:25:03.579136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2026-02-13T20:25:03.579473] [INFO ] [FORECASTER] Starting predict_future for JPC
[2026-02-13T20:25:03.580306] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2026-02-13T20:25:03.580358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:03.580389] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:03.580415] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:03.580471] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:03.639164] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:03.640002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:03.640084] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:03.640118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:03.761169] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:03.761327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:03.761371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:03.761400] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:03.764854] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=82.48%)
[2026-02-13T20:25:03.765134] [INFO ] [FORECASTER] Completed predict_future for JPC
[2026-02-13T20:25:03.765267] [INFO ] [sig       ] JPC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:03.906687] [INFO ] [LOCAL     ] Saved forecast: JPC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JPC.txt
[2026-02-13T20:25:03.906839] [INFO ] [sig       ] [1700/3406] Completed JPC in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 10.0m
[2026-02-13T20:25:03.906878] [INFO ] [sig       ] [1701/3406] Forecasting JPEF...
[2026-02-13T20:25:03.906909] [INFO ] [sig       ] Generating forecast for: JPEF
[2026-02-13T20:25:03.906938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2026-02-13T20:25:03.917759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPEF'.
[2026-02-13T20:25:03.918095] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2026-02-13T20:25:03.918926] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2026-02-13T20:25:03.918979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:03.919011] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:03.919051] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:03.919109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:03.976178] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:03.977023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:03.977105] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:03.977139] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:04.095204] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:04.095356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:04.095396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:04.095424] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:04.098931] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2026-02-13T20:25:04.099215] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2026-02-13T20:25:04.099347] [INFO ] [sig       ] JPEF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:04.242831] [INFO ] [LOCAL     ] Saved forecast: JPEF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JPEF.txt
[2026-02-13T20:25:04.243005] [INFO ] [sig       ] [1701/3406] Completed JPEF in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 10.0m
[2026-02-13T20:25:04.243045] [INFO ] [sig       ] [1702/3406] Forecasting JPM...
[2026-02-13T20:25:04.243075] [INFO ] [sig       ] Generating forecast for: JPM
[2026-02-13T20:25:04.243106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2026-02-13T20:25:04.253995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPM'.
[2026-02-13T20:25:04.254385] [INFO ] [FORECASTER] Starting predict_future for JPM
[2026-02-13T20:25:04.255232] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2026-02-13T20:25:04.255288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:04.255320] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:04.255346] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:04.255403] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:04.315158] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:04.316078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:04.316195] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:04.316229] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:04.443607] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:04.443759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:04.443799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:04.443862] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:04.447408] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: UP (p=73.86%)
[2026-02-13T20:25:04.447752] [INFO ] [FORECASTER] Completed predict_future for JPM
[2026-02-13T20:25:04.447893] [INFO ] [sig       ] JPM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:04.653794] [INFO ] [LOCAL     ] Saved forecast: JPM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JPM.txt
[2026-02-13T20:25:04.653954] [INFO ] [sig       ] [1702/3406] Completed JPM in 0.4s | 2.84 sym/s | Total: 10.0m | ETA: 10.0m
[2026-02-13T20:25:04.653995] [INFO ] [sig       ] [1703/3406] Forecasting JQC...
[2026-02-13T20:25:04.654027] [INFO ] [sig       ] Generating forecast for: JQC
[2026-02-13T20:25:04.654058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2026-02-13T20:25:04.693686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2026-02-13T20:25:04.694033] [INFO ] [FORECASTER] Starting predict_future for JQC
[2026-02-13T20:25:04.694891] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2026-02-13T20:25:04.694944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:04.694976] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:04.695002] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:04.695058] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:04.756415] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:04.757357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:04.757442] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:04.757476] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:04.879084] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:04.879238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:04.879279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:04.879309] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:04.882951] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: DOWN (p=21.30%)
[2026-02-13T20:25:04.883279] [INFO ] [FORECASTER] Completed predict_future for JQC
[2026-02-13T20:25:04.883419] [INFO ] [sig       ] JQC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:05.025628] [INFO ] [LOCAL     ] Saved forecast: JQC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JQC.txt
[2026-02-13T20:25:05.025790] [INFO ] [sig       ] [1703/3406] Completed JQC in 0.4s | 2.84 sym/s | Total: 10.0m | ETA: 10.0m
[2026-02-13T20:25:05.025829] [INFO ] [sig       ] [1704/3406] Forecasting JRI...
[2026-02-13T20:25:05.025859] [INFO ] [sig       ] Generating forecast for: JRI
[2026-02-13T20:25:05.025890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2026-02-13T20:25:05.037184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2026-02-13T20:25:05.037530] [INFO ] [FORECASTER] Starting predict_future for JRI
[2026-02-13T20:25:05.038356] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2026-02-13T20:25:05.038409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:05.038441] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:05.038469] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:05.038532] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:05.096147] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:05.097013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:05.097094] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:05.097127] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:05.217499] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:05.217692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:05.217732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:05.217762] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:05.221158] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: DOWN (p=9.13%)
[2026-02-13T20:25:05.221436] [INFO ] [FORECASTER] Completed predict_future for JRI
[2026-02-13T20:25:05.221593] [INFO ] [sig       ] JRI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:05.365183] [INFO ] [LOCAL     ] Saved forecast: JRI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JRI.txt
[2026-02-13T20:25:05.365341] [INFO ] [sig       ] [1704/3406] Completed JRI in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 10.0m
[2026-02-13T20:25:05.365380] [INFO ] [sig       ] [1705/3406] Forecasting JRS...
[2026-02-13T20:25:05.365408] [INFO ] [sig       ] Generating forecast for: JRS
[2026-02-13T20:25:05.365440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2026-02-13T20:25:05.377667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2026-02-13T20:25:05.378100] [INFO ] [FORECASTER] Starting predict_future for JRS
[2026-02-13T20:25:05.379126] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2026-02-13T20:25:05.379187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:05.379230] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:05.379268] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:05.379345] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:05.439526] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:05.440363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:05.440464] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:05.440501] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:05.562025] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:05.562238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:05.562280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:05.562309] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:05.565873] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=11.18%)
[2026-02-13T20:25:05.566189] [INFO ] [FORECASTER] Completed predict_future for JRS
[2026-02-13T20:25:05.566320] [INFO ] [sig       ] JRS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:05.712887] [INFO ] [LOCAL     ] Saved forecast: JRS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JRS.txt
[2026-02-13T20:25:05.713045] [INFO ] [sig       ] [1705/3406] Completed JRS in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 10.0m
[2026-02-13T20:25:05.713085] [INFO ] [sig       ] [1706/3406] Forecasting JSM...
[2026-02-13T20:25:05.713115] [INFO ] [sig       ] Generating forecast for: JSM
[2026-02-13T20:25:05.713145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2026-02-13T20:25:05.725087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSM'.
[2026-02-13T20:25:05.725529] [INFO ] [FORECASTER] Starting predict_future for JSM
[2026-02-13T20:25:05.726958] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2026-02-13T20:25:05.727020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:05.727052] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:05.727078] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:05.727135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:05.791289] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:05.792180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:05.792266] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:05.792300] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:05.906960] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:05.907115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:05.907154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:05.907183] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:05.910880] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: UP (p=66.93%)
[2026-02-13T20:25:05.911164] [INFO ] [FORECASTER] Completed predict_future for JSM
[2026-02-13T20:25:05.911294] [INFO ] [sig       ] JSM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:06.053683] [INFO ] [LOCAL     ] Saved forecast: JSM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JSM.txt
[2026-02-13T20:25:06.053838] [INFO ] [sig       ] [1706/3406] Completed JSM in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 10.0m
[2026-02-13T20:25:06.053879] [INFO ] [sig       ] [1707/3406] Forecasting JSMD...
[2026-02-13T20:25:06.053910] [INFO ] [sig       ] Generating forecast for: JSMD
[2026-02-13T20:25:06.053940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2026-02-13T20:25:06.064503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSMD'.
[2026-02-13T20:25:06.064894] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2026-02-13T20:25:06.065731] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2026-02-13T20:25:06.065783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:06.065817] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:06.065846] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:06.065904] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:06.122440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:06.123278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:06.123363] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:06.123397] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:06.245680] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:06.245833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:06.245873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:06.245902] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:06.249399] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=31.51%)
[2026-02-13T20:25:06.249700] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2026-02-13T20:25:06.249828] [INFO ] [sig       ] JSMD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:06.390772] [INFO ] [LOCAL     ] Saved forecast: JSMD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JSMD.txt
[2026-02-13T20:25:06.390924] [INFO ] [sig       ] [1707/3406] Completed JSMD in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 10.0m
[2026-02-13T20:25:06.390976] [INFO ] [sig       ] [1708/3406] Forecasting JSML...
[2026-02-13T20:25:06.391007] [INFO ] [sig       ] Generating forecast for: JSML
[2026-02-13T20:25:06.391038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2026-02-13T20:25:06.401780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2026-02-13T20:25:06.402153] [INFO ] [FORECASTER] Starting predict_future for JSML
[2026-02-13T20:25:06.402989] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2026-02-13T20:25:06.403041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:06.403073] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:06.403099] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:06.403154] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:06.461365] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:06.462196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:06.462279] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:06.462312] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:06.584372] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:06.584523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:06.584565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:06.584626] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:06.588147] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: DOWN (p=37.34%)
[2026-02-13T20:25:06.588447] [INFO ] [FORECASTER] Completed predict_future for JSML
[2026-02-13T20:25:06.588595] [INFO ] [sig       ] JSML: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:06.740852] [INFO ] [LOCAL     ] Saved forecast: JSML	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/JSML.txt
[2026-02-13T20:25:06.741011] [INFO ] [sig       ] [1708/3406] Completed JSML in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 10.0m
[2026-02-13T20:25:06.741051] [INFO ] [sig       ] [1709/3406] Forecasting JTEK...
[2026-02-13T20:25:06.741081] [INFO ] [sig       ] Generating forecast for: JTEK
[2026-02-13T20:25:06.741111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2026-02-13T20:25:06.752834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2026-02-13T20:25:06.753400] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2026-02-13T20:25:06.754258] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2026-02-13T20:25:06.754312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:06.754345] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:06.754374] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:06.754431] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:06.813332] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:06.814238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:06.814363] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:06.814399] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:06.938854] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:06.939013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:06.939055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:06.939086] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:06.942698] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=70.68%)
[2026-02-13T20:25:06.942998] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2026-02-13T20:25:06.943130] [INFO ] [sig       ] JTEK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:07.084486] [INFO ] [LOCAL     ] Saved forecast: JTEK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JTEK.txt
[2026-02-13T20:25:07.084644] [INFO ] [sig       ] [1709/3406] Completed JTEK in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 10.0m
[2026-02-13T20:25:07.084687] [INFO ] [sig       ] [1710/3406] Forecasting JVA...
[2026-02-13T20:25:07.084718] [INFO ] [sig       ] Generating forecast for: JVA
[2026-02-13T20:25:07.084748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2026-02-13T20:25:07.098175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2026-02-13T20:25:07.098651] [INFO ] [FORECASTER] Starting predict_future for JVA
[2026-02-13T20:25:07.099494] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2026-02-13T20:25:07.099548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:07.099605] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:07.099637] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:07.099694] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:07.158100] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:07.159033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:07.159121] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:07.159156] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:07.282646] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:07.282848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:07.282888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:07.282918] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:07.286383] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: UP (p=78.73%)
[2026-02-13T20:25:07.286711] [INFO ] [FORECASTER] Completed predict_future for JVA
[2026-02-13T20:25:07.286845] [INFO ] [sig       ] JVA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:07.428765] [INFO ] [LOCAL     ] Saved forecast: JVA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JVA.txt
[2026-02-13T20:25:07.428934] [INFO ] [sig       ] [1710/3406] Completed JVA in 0.3s | 2.84 sym/s | Total: 10.0m | ETA: 10.0m
[2026-02-13T20:25:07.428983] [INFO ] [sig       ] [1711/3406] Forecasting JXN...
[2026-02-13T20:25:07.429025] [INFO ] [sig       ] Generating forecast for: JXN
[2026-02-13T20:25:07.429059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2026-02-13T20:25:07.440681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JXN'.
[2026-02-13T20:25:07.441072] [INFO ] [FORECASTER] Starting predict_future for JXN
[2026-02-13T20:25:07.441937] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2026-02-13T20:25:07.441991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:07.442023] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:07.442050] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:07.442107] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:07.502675] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:07.503552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:07.503739] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:07.503775] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:07.630246] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:07.630410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:07.630449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:07.630479] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:07.634033] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=50.84%)
[2026-02-13T20:25:07.634324] [INFO ] [FORECASTER] Completed predict_future for JXN
[2026-02-13T20:25:07.634457] [INFO ] [sig       ] JXN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:07.776759] [INFO ] [LOCAL     ] Saved forecast: JXN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/JXN.txt
[2026-02-13T20:25:07.776919] [INFO ] [sig       ] [1711/3406] Completed JXN in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 10.0m
[2026-02-13T20:25:07.776960] [INFO ] [sig       ] [1712/3406] Forecasting KAI...
[2026-02-13T20:25:07.776990] [INFO ] [sig       ] Generating forecast for: KAI
[2026-02-13T20:25:07.777021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2026-02-13T20:25:07.788876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KAI'.
[2026-02-13T20:25:07.789310] [INFO ] [FORECASTER] Starting predict_future for KAI
[2026-02-13T20:25:07.790164] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2026-02-13T20:25:07.790226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:07.790285] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:07.790327] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:07.790390] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:07.851541] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:07.852419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:07.852502] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:07.852537] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:07.972802] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:07.973162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:07.973201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:07.973230] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:07.976902] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2026-02-13T20:25:07.977186] [INFO ] [FORECASTER] Completed predict_future for KAI
[2026-02-13T20:25:07.977316] [INFO ] [sig       ] KAI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:08.122648] [INFO ] [LOCAL     ] Saved forecast: KAI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KAI.txt
[2026-02-13T20:25:08.122854] [INFO ] [sig       ] [1712/3406] Completed KAI in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 10.0m
[2026-02-13T20:25:08.122897] [INFO ] [sig       ] [1713/3406] Forecasting KARO...
[2026-02-13T20:25:08.122927] [INFO ] [sig       ] Generating forecast for: KARO
[2026-02-13T20:25:08.122959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2026-02-13T20:25:08.134331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2026-02-13T20:25:08.134734] [INFO ] [FORECASTER] Starting predict_future for KARO
[2026-02-13T20:25:08.135536] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2026-02-13T20:25:08.135610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:08.135645] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:08.135672] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:08.135730] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:08.194605] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:08.195522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:08.195626] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:08.195663] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:08.315486] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:08.315664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:08.315705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:08.315735] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:08.319228] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: UP (p=87.66%)
[2026-02-13T20:25:08.319517] [INFO ] [FORECASTER] Completed predict_future for KARO
[2026-02-13T20:25:08.319667] [INFO ] [sig       ] KARO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:08.470448] [INFO ] [LOCAL     ] Saved forecast: KARO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KARO.txt
[2026-02-13T20:25:08.470631] [INFO ] [sig       ] [1713/3406] Completed KARO in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 9.9m
[2026-02-13T20:25:08.470674] [INFO ] [sig       ] [1714/3406] Forecasting KB...
[2026-02-13T20:25:08.470708] [INFO ] [sig       ] Generating forecast for: KB
[2026-02-13T20:25:08.470739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2026-02-13T20:25:08.482449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2026-02-13T20:25:08.483010] [INFO ] [FORECASTER] Starting predict_future for KB
[2026-02-13T20:25:08.484176] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2026-02-13T20:25:08.484244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:08.484324] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:08.484364] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:08.484444] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:08.559063] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:08.559985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:08.560073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:08.560106] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:08.689801] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:08.689969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:08.690011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:08.690040] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:08.693518] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: UP (p=95.31%)
[2026-02-13T20:25:08.693835] [INFO ] [FORECASTER] Completed predict_future for KB
[2026-02-13T20:25:08.693971] [INFO ] [sig       ] KB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:08.840651] [INFO ] [LOCAL     ] Saved forecast: KB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KB.txt
[2026-02-13T20:25:08.840801] [INFO ] [sig       ] [1714/3406] Completed KB in 0.4s | 2.84 sym/s | Total: 10.1m | ETA: 9.9m
[2026-02-13T20:25:08.840841] [INFO ] [sig       ] [1715/3406] Forecasting KBH...
[2026-02-13T20:25:08.840869] [INFO ] [sig       ] Generating forecast for: KBH
[2026-02-13T20:25:08.840899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2026-02-13T20:25:08.853277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2026-02-13T20:25:08.853744] [INFO ] [FORECASTER] Starting predict_future for KBH
[2026-02-13T20:25:08.854536] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2026-02-13T20:25:08.854609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:08.854644] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:08.854670] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:08.854726] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:08.910769] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:08.911550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:08.911691] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:08.911732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:09.030121] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:09.030283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:09.030322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:09.030351] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:09.034214] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2026-02-13T20:25:09.034492] [INFO ] [FORECASTER] Completed predict_future for KBH
[2026-02-13T20:25:09.034637] [INFO ] [sig       ] KBH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:09.172173] [INFO ] [LOCAL     ] Saved forecast: KBH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KBH.txt
[2026-02-13T20:25:09.172312] [INFO ] [sig       ] [1715/3406] Completed KBH in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 9.9m
[2026-02-13T20:25:09.172351] [INFO ] [sig       ] [1716/3406] Forecasting KBWB...
[2026-02-13T20:25:09.172380] [INFO ] [sig       ] Generating forecast for: KBWB
[2026-02-13T20:25:09.172411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2026-02-13T20:25:09.184321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2026-02-13T20:25:09.184774] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2026-02-13T20:25:09.185558] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2026-02-13T20:25:09.185631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:09.185690] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:09.185719] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:09.185777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:09.242035] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:09.242867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:09.242948] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:09.242980] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:09.362255] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:09.362416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:09.362456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:09.362484] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:09.365981] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: DOWN (p=15.85%)
[2026-02-13T20:25:09.366264] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2026-02-13T20:25:09.366391] [INFO ] [sig       ] KBWB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:09.507169] [INFO ] [LOCAL     ] Saved forecast: KBWB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KBWB.txt
[2026-02-13T20:25:09.507328] [INFO ] [sig       ] [1716/3406] Completed KBWB in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 9.9m
[2026-02-13T20:25:09.507369] [INFO ] [sig       ] [1717/3406] Forecasting KBWD...
[2026-02-13T20:25:09.507399] [INFO ] [sig       ] Generating forecast for: KBWD
[2026-02-13T20:25:09.507428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2026-02-13T20:25:09.520224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2026-02-13T20:25:09.520608] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2026-02-13T20:25:09.521399] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2026-02-13T20:25:09.521451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:09.521483] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:09.521509] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:09.521565] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:09.581537] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:09.582487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:09.582595] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:09.582632] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:09.707314] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:09.707502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:09.707600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:09.707649] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:09.711936] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: DOWN (p=34.40%)
[2026-02-13T20:25:09.712269] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2026-02-13T20:25:09.712435] [INFO ] [sig       ] KBWD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:09.864714] [INFO ] [LOCAL     ] Saved forecast: KBWD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KBWD.txt
[2026-02-13T20:25:09.865065] [INFO ] [sig       ] [1717/3406] Completed KBWD in 0.4s | 2.84 sym/s | Total: 10.1m | ETA: 9.9m
[2026-02-13T20:25:09.865124] [INFO ] [sig       ] [1718/3406] Forecasting KBWP...
[2026-02-13T20:25:09.865157] [INFO ] [sig       ] Generating forecast for: KBWP
[2026-02-13T20:25:09.865186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2026-02-13T20:25:09.882617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2026-02-13T20:25:09.883388] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2026-02-13T20:25:09.884542] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2026-02-13T20:25:09.884614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:09.884670] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:09.884707] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:09.884806] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:09.945384] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:09.946531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:09.946683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:09.946719] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:10.082283] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:10.082453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:10.082496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:10.082524] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:10.086227] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: UP (p=92.99%)
[2026-02-13T20:25:10.086530] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2026-02-13T20:25:10.086700] [INFO ] [sig       ] KBWP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:10.228848] [INFO ] [LOCAL     ] Saved forecast: KBWP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KBWP.txt
[2026-02-13T20:25:10.229007] [INFO ] [sig       ] [1718/3406] Completed KBWP in 0.4s | 2.84 sym/s | Total: 10.1m | ETA: 9.9m
[2026-02-13T20:25:10.229046] [INFO ] [sig       ] [1719/3406] Forecasting KBWY...
[2026-02-13T20:25:10.229076] [INFO ] [sig       ] Generating forecast for: KBWY
[2026-02-13T20:25:10.229115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2026-02-13T20:25:10.241133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2026-02-13T20:25:10.241514] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2026-02-13T20:25:10.242317] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2026-02-13T20:25:10.242371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:10.242402] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:10.242428] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:10.242484] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:10.300050] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:10.300967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:10.301055] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:10.301089] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:10.423247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:10.423419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:10.423461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:10.423552] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:10.427287] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=2.55%)
[2026-02-13T20:25:10.427677] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2026-02-13T20:25:10.427845] [INFO ] [sig       ] KBWY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:10.578601] [INFO ] [LOCAL     ] Saved forecast: KBWY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KBWY.txt
[2026-02-13T20:25:10.578771] [INFO ] [sig       ] [1719/3406] Completed KBWY in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 9.9m
[2026-02-13T20:25:10.578814] [INFO ] [sig       ] [1720/3406] Forecasting KC...
[2026-02-13T20:25:10.578848] [INFO ] [sig       ] Generating forecast for: KC
[2026-02-13T20:25:10.578882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2026-02-13T20:25:10.590651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2026-02-13T20:25:10.591034] [INFO ] [FORECASTER] Starting predict_future for KC
[2026-02-13T20:25:10.591886] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2026-02-13T20:25:10.591941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:10.591975] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:10.592003] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:10.592061] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:10.649203] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:10.650094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:10.650177] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:10.650216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:10.774898] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:10.775060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:10.775101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:10.775131] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:10.778629] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=3.71%)
[2026-02-13T20:25:10.778959] [INFO ] [FORECASTER] Completed predict_future for KC
[2026-02-13T20:25:10.779096] [INFO ] [sig       ] KC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:10.924715] [INFO ] [LOCAL     ] Saved forecast: KC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KC.txt
[2026-02-13T20:25:10.924882] [INFO ] [sig       ] [1720/3406] Completed KC in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 9.9m
[2026-02-13T20:25:10.925122] [INFO ] [sig       ] [1721/3406] Forecasting KD...
[2026-02-13T20:25:10.925155] [INFO ] [sig       ] Generating forecast for: KD
[2026-02-13T20:25:10.925187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2026-02-13T20:25:10.937880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2026-02-13T20:25:10.938294] [INFO ] [FORECASTER] Starting predict_future for KD
[2026-02-13T20:25:10.939141] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2026-02-13T20:25:10.939194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:10.939226] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:10.939253] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:10.939311] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:10.998535] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:10.999845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:10.999968] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:11.000004] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:11.131397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:11.131590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:11.131635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:11.131685] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:11.135288] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: UP (p=72.22%)
[2026-02-13T20:25:11.135660] [INFO ] [FORECASTER] Completed predict_future for KD
[2026-02-13T20:25:11.135813] [INFO ] [sig       ] KD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:11.281417] [INFO ] [LOCAL     ] Saved forecast: KD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KD.txt
[2026-02-13T20:25:11.281600] [INFO ] [sig       ] [1721/3406] Completed KD in 0.4s | 2.84 sym/s | Total: 10.1m | ETA: 9.9m
[2026-02-13T20:25:11.281657] [INFO ] [sig       ] [1722/3406] Forecasting KDP...
[2026-02-13T20:25:11.281688] [INFO ] [sig       ] Generating forecast for: KDP
[2026-02-13T20:25:11.281719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2026-02-13T20:25:11.294421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2026-02-13T20:25:11.294825] [INFO ] [FORECASTER] Starting predict_future for KDP
[2026-02-13T20:25:11.295629] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2026-02-13T20:25:11.295680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:11.295710] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:11.295736] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:11.295791] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:11.355337] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:11.356250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:11.356338] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:11.356372] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:11.481497] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:11.481689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:11.481730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:11.481759] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:11.485225] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: DOWN (p=9.37%)
[2026-02-13T20:25:11.485518] [INFO ] [FORECASTER] Completed predict_future for KDP
[2026-02-13T20:25:11.485681] [INFO ] [sig       ] KDP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:11.631371] [INFO ] [LOCAL     ] Saved forecast: KDP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KDP.txt
[2026-02-13T20:25:11.631663] [INFO ] [sig       ] [1722/3406] Completed KDP in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 9.9m
[2026-02-13T20:25:11.631749] [INFO ] [sig       ] [1723/3406] Forecasting KE...
[2026-02-13T20:25:11.631782] [INFO ] [sig       ] Generating forecast for: KE
[2026-02-13T20:25:11.631813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2026-02-13T20:25:11.648501] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2026-02-13T20:25:11.648962] [INFO ] [FORECASTER] Starting predict_future for KE
[2026-02-13T20:25:11.650065] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2026-02-13T20:25:11.650118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:11.650151] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:11.650176] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:11.650233] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:11.708840] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:11.709713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:11.709901] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:11.709954] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:11.836779] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:11.836944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:11.836983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:11.837013] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:11.840677] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: DOWN (p=6.21%)
[2026-02-13T20:25:11.840972] [INFO ] [FORECASTER] Completed predict_future for KE
[2026-02-13T20:25:11.841108] [INFO ] [sig       ] KE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:11.989187] [INFO ] [LOCAL     ] Saved forecast: KE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KE.txt
[2026-02-13T20:25:11.989348] [INFO ] [sig       ] [1723/3406] Completed KE in 0.4s | 2.84 sym/s | Total: 10.1m | ETA: 9.9m
[2026-02-13T20:25:11.989389] [INFO ] [sig       ] [1724/3406] Forecasting KELYA...
[2026-02-13T20:25:11.989420] [INFO ] [sig       ] Generating forecast for: KELYA
[2026-02-13T20:25:11.989450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2026-02-13T20:25:12.000678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2026-02-13T20:25:12.001029] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2026-02-13T20:25:12.001868] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2026-02-13T20:25:12.001921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:12.001953] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:12.001980] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:12.002036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:12.058380] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:12.059273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:12.059356] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:12.059390] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:12.178193] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:12.178374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:12.178430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:12.178466] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:12.182482] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2026-02-13T20:25:12.182821] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2026-02-13T20:25:12.182963] [INFO ] [sig       ] KELYA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:12.320376] [INFO ] [LOCAL     ] Saved forecast: KELYA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KELYA.txt
[2026-02-13T20:25:12.320534] [INFO ] [sig       ] [1724/3406] Completed KELYA in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 9.9m
[2026-02-13T20:25:12.320596] [INFO ] [sig       ] [1725/3406] Forecasting KEN...
[2026-02-13T20:25:12.320631] [INFO ] [sig       ] Generating forecast for: KEN
[2026-02-13T20:25:12.320661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2026-02-13T20:25:12.331993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2026-02-13T20:25:12.332399] [INFO ] [FORECASTER] Starting predict_future for KEN
[2026-02-13T20:25:12.333235] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2026-02-13T20:25:12.333287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:12.333319] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:12.333361] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:12.333418] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:12.392863] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:12.393701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:12.393785] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:12.393817] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:12.511627] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:12.511792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:12.511837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:12.511864] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:12.515282] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2026-02-13T20:25:12.515563] [INFO ] [FORECASTER] Completed predict_future for KEN
[2026-02-13T20:25:12.515710] [INFO ] [sig       ] KEN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:12.655086] [INFO ] [LOCAL     ] Saved forecast: KEN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KEN.txt
[2026-02-13T20:25:12.655239] [INFO ] [sig       ] [1725/3406] Completed KEN in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 9.9m
[2026-02-13T20:25:12.655278] [INFO ] [sig       ] [1726/3406] Forecasting KEP...
[2026-02-13T20:25:12.655307] [INFO ] [sig       ] Generating forecast for: KEP
[2026-02-13T20:25:12.655337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2026-02-13T20:25:12.667297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2026-02-13T20:25:12.667710] [INFO ] [FORECASTER] Starting predict_future for KEP
[2026-02-13T20:25:12.668547] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2026-02-13T20:25:12.668619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:12.668652] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:12.668679] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:12.668735] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:12.730190] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:12.731287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:12.731440] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:12.731484] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:12.854248] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:12.854411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:12.854452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:12.854482] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:12.857954] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=1.75%)
[2026-02-13T20:25:12.858238] [INFO ] [FORECASTER] Completed predict_future for KEP
[2026-02-13T20:25:12.858365] [INFO ] [sig       ] KEP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:12.996660] [INFO ] [LOCAL     ] Saved forecast: KEP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KEP.txt
[2026-02-13T20:25:12.996794] [INFO ] [sig       ] [1726/3406] Completed KEP in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 9.9m
[2026-02-13T20:25:12.996833] [INFO ] [sig       ] [1727/3406] Forecasting KEX...
[2026-02-13T20:25:12.996862] [INFO ] [sig       ] Generating forecast for: KEX
[2026-02-13T20:25:12.996893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2026-02-13T20:25:13.008048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEX'.
[2026-02-13T20:25:13.008389] [INFO ] [FORECASTER] Starting predict_future for KEX
[2026-02-13T20:25:13.009214] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2026-02-13T20:25:13.009265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:13.009297] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:13.009324] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:13.009380] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:13.065070] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:13.065910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:13.065996] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:13.066031] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:13.187060] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:13.187223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:13.187262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:13.187292] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:13.190809] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: UP (p=65.14%)
[2026-02-13T20:25:13.191091] [INFO ] [FORECASTER] Completed predict_future for KEX
[2026-02-13T20:25:13.191223] [INFO ] [sig       ] KEX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:13.333220] [INFO ] [LOCAL     ] Saved forecast: KEX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KEX.txt
[2026-02-13T20:25:13.333402] [INFO ] [sig       ] [1727/3406] Completed KEX in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 9.9m
[2026-02-13T20:25:13.333445] [INFO ] [sig       ] [1728/3406] Forecasting KEYS...
[2026-02-13T20:25:13.333476] [INFO ] [sig       ] Generating forecast for: KEYS
[2026-02-13T20:25:13.333505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2026-02-13T20:25:13.346634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2026-02-13T20:25:13.347047] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2026-02-13T20:25:13.347963] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2026-02-13T20:25:13.348016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:13.348048] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:13.348074] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:13.348131] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:13.407252] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:13.408177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:13.408265] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:13.408299] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:13.537108] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:13.537269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:13.537309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:13.537338] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:13.540887] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: UP (p=53.63%)
[2026-02-13T20:25:13.541171] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2026-02-13T20:25:13.541299] [INFO ] [sig       ] KEYS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:13.680176] [INFO ] [LOCAL     ] Saved forecast: KEYS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KEYS.txt
[2026-02-13T20:25:13.680339] [INFO ] [sig       ] [1728/3406] Completed KEYS in 0.3s | 2.84 sym/s | Total: 10.1m | ETA: 9.9m
[2026-02-13T20:25:13.680397] [INFO ] [sig       ] [1729/3406] Forecasting KFS...
[2026-02-13T20:25:13.680441] [INFO ] [sig       ] Generating forecast for: KFS
[2026-02-13T20:25:13.680511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2026-02-13T20:25:13.692670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFS'.
[2026-02-13T20:25:13.693042] [INFO ] [FORECASTER] Starting predict_future for KFS
[2026-02-13T20:25:13.693881] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2026-02-13T20:25:13.693935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:13.693968] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:13.693995] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:13.694053] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:13.753279] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:13.753982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:13.754062] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:13.754095] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:13.869603] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:13.869759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:13.869798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:13.869826] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:13.873237] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: UP (p=87.25%)
[2026-02-13T20:25:13.873513] [INFO ] [FORECASTER] Completed predict_future for KFS
[2026-02-13T20:25:13.873656] [INFO ] [sig       ] KFS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:14.012106] [INFO ] [LOCAL     ] Saved forecast: KFS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KFS.txt
[2026-02-13T20:25:14.012295] [INFO ] [sig       ] [1729/3406] Completed KFS in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:14.012338] [INFO ] [sig       ] [1730/3406] Forecasting KFY...
[2026-02-13T20:25:14.012370] [INFO ] [sig       ] Generating forecast for: KFY
[2026-02-13T20:25:14.012403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2026-02-13T20:25:14.023027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2026-02-13T20:25:14.023373] [INFO ] [FORECASTER] Starting predict_future for KFY
[2026-02-13T20:25:14.024208] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2026-02-13T20:25:14.024260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:14.024293] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:14.024319] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:14.024375] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:14.080185] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:14.080914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:14.080994] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:14.081025] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:14.196551] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:14.196724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:14.196762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:14.196791] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:14.200242] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=93.72%)
[2026-02-13T20:25:14.200520] [INFO ] [FORECASTER] Completed predict_future for KFY
[2026-02-13T20:25:14.200667] [INFO ] [sig       ] KFY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:14.339455] [INFO ] [LOCAL     ] Saved forecast: KFY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KFY.txt
[2026-02-13T20:25:14.339618] [INFO ] [sig       ] [1730/3406] Completed KFY in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:14.339669] [INFO ] [sig       ] [1731/3406] Forecasting KGS...
[2026-02-13T20:25:14.339701] [INFO ] [sig       ] Generating forecast for: KGS
[2026-02-13T20:25:14.339732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2026-02-13T20:25:14.350597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2026-02-13T20:25:14.350938] [INFO ] [FORECASTER] Starting predict_future for KGS
[2026-02-13T20:25:14.351737] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2026-02-13T20:25:14.351788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:14.351825] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:14.351853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:14.351909] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:14.407522] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:14.408281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:14.408361] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:14.408393] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:14.529667] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:14.529824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:14.529865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:14.529893] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:14.533392] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=20.00%)
[2026-02-13T20:25:14.533699] [INFO ] [FORECASTER] Completed predict_future for KGS
[2026-02-13T20:25:14.533831] [INFO ] [sig       ] KGS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:14.673170] [INFO ] [LOCAL     ] Saved forecast: KGS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KGS.txt
[2026-02-13T20:25:14.673308] [INFO ] [sig       ] [1731/3406] Completed KGS in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:14.673359] [INFO ] [sig       ] [1732/3406] Forecasting KHC...
[2026-02-13T20:25:14.673391] [INFO ] [sig       ] Generating forecast for: KHC
[2026-02-13T20:25:14.673423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2026-02-13T20:25:14.684321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KHC'.
[2026-02-13T20:25:14.684690] [INFO ] [FORECASTER] Starting predict_future for KHC
[2026-02-13T20:25:14.685473] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2026-02-13T20:25:14.685524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:14.685557] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:14.685604] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:14.685663] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:14.745044] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:14.745812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:14.745900] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:14.745934] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:14.864212] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:14.864358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:14.864405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:14.864437] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:14.868022] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2026-02-13T20:25:14.868331] [INFO ] [FORECASTER] Completed predict_future for KHC
[2026-02-13T20:25:14.868465] [INFO ] [sig       ] KHC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:15.006997] [INFO ] [LOCAL     ] Saved forecast: KHC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KHC.txt
[2026-02-13T20:25:15.007133] [INFO ] [sig       ] [1732/3406] Completed KHC in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:15.007191] [INFO ] [sig       ] [1733/3406] Forecasting KIDS...
[2026-02-13T20:25:15.007222] [INFO ] [sig       ] Generating forecast for: KIDS
[2026-02-13T20:25:15.007252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2026-02-13T20:25:15.021315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIDS'.
[2026-02-13T20:25:15.021702] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2026-02-13T20:25:15.022478] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2026-02-13T20:25:15.022530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:15.022614] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:15.022645] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:15.022702] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:15.079383] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:15.080145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:15.080228] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:15.080263] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:15.200308] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:15.200453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:15.200493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:15.200521] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:15.203936] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: DOWN (p=17.96%)
[2026-02-13T20:25:15.204224] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2026-02-13T20:25:15.204354] [INFO ] [sig       ] KIDS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:15.341442] [INFO ] [LOCAL     ] Saved forecast: KIDS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KIDS.txt
[2026-02-13T20:25:15.341602] [INFO ] [sig       ] [1733/3406] Completed KIDS in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:15.341652] [INFO ] [sig       ] [1734/3406] Forecasting KIM...
[2026-02-13T20:25:15.341683] [INFO ] [sig       ] Generating forecast for: KIM
[2026-02-13T20:25:15.341714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2026-02-13T20:25:15.353056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2026-02-13T20:25:15.353433] [INFO ] [FORECASTER] Starting predict_future for KIM
[2026-02-13T20:25:15.354480] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2026-02-13T20:25:15.354534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:15.354567] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:15.354623] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:15.354684] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:15.411090] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:15.411841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:15.411925] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:15.411957] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:15.529661] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:15.529828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:15.529868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:15.529897] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:15.533281] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=42.04%)
[2026-02-13T20:25:15.533556] [INFO ] [FORECASTER] Completed predict_future for KIM
[2026-02-13T20:25:15.533715] [INFO ] [sig       ] KIM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:15.671546] [INFO ] [LOCAL     ] Saved forecast: KIM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KIM.txt
[2026-02-13T20:25:15.671717] [INFO ] [sig       ] [1734/3406] Completed KIM in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:15.671757] [INFO ] [sig       ] [1735/3406] Forecasting KINS...
[2026-02-13T20:25:15.671787] [INFO ] [sig       ] Generating forecast for: KINS
[2026-02-13T20:25:15.671817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2026-02-13T20:25:15.683756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2026-02-13T20:25:15.684130] [INFO ] [FORECASTER] Starting predict_future for KINS
[2026-02-13T20:25:15.685008] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2026-02-13T20:25:15.685062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:15.685096] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:15.685123] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:15.685180] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:15.742011] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:15.742851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:15.742935] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:15.742967] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:15.865802] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:15.865961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:15.866000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:15.866026] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:15.869518] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: DOWN (p=32.00%)
[2026-02-13T20:25:15.869829] [INFO ] [FORECASTER] Completed predict_future for KINS
[2026-02-13T20:25:15.869966] [INFO ] [sig       ] KINS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:16.008183] [INFO ] [LOCAL     ] Saved forecast: KINS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KINS.txt
[2026-02-13T20:25:16.008334] [INFO ] [sig       ] [1735/3406] Completed KINS in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:16.008375] [INFO ] [sig       ] [1736/3406] Forecasting KIO...
[2026-02-13T20:25:16.008405] [INFO ] [sig       ] Generating forecast for: KIO
[2026-02-13T20:25:16.008439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2026-02-13T20:25:16.020535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2026-02-13T20:25:16.020920] [INFO ] [FORECASTER] Starting predict_future for KIO
[2026-02-13T20:25:16.021746] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2026-02-13T20:25:16.021799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:16.021832] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:16.021859] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:16.021916] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:16.086007] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:16.086852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:16.086941] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:16.086974] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:16.210253] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:16.210414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:16.210453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:16.210516] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:16.214243] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=56.32%)
[2026-02-13T20:25:16.214591] [INFO ] [FORECASTER] Completed predict_future for KIO
[2026-02-13T20:25:16.214747] [INFO ] [sig       ] KIO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:16.368913] [INFO ] [LOCAL     ] Saved forecast: KIO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KIO.txt
[2026-02-13T20:25:16.369083] [INFO ] [sig       ] [1736/3406] Completed KIO in 0.4s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:16.369124] [INFO ] [sig       ] [1737/3406] Forecasting KKRS...
[2026-02-13T20:25:16.369156] [INFO ] [sig       ] Generating forecast for: KKRS
[2026-02-13T20:25:16.369197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2026-02-13T20:25:16.380648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KKRS'.
[2026-02-13T20:25:16.381043] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2026-02-13T20:25:16.381936] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2026-02-13T20:25:16.381990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:16.382022] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:16.382048] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:16.382105] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:16.437933] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:16.438766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:16.438854] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:16.438888] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:16.556484] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:16.556656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:16.556697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:16.556725] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:16.560296] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2026-02-13T20:25:16.560688] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2026-02-13T20:25:16.560836] [INFO ] [sig       ] KKRS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:16.706155] [INFO ] [LOCAL     ] Saved forecast: KKRS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KKRS.txt
[2026-02-13T20:25:16.706328] [INFO ] [sig       ] [1737/3406] Completed KKRS in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:16.706389] [INFO ] [sig       ] [1738/3406] Forecasting KLAC...
[2026-02-13T20:25:16.706431] [INFO ] [sig       ] Generating forecast for: KLAC
[2026-02-13T20:25:16.706478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2026-02-13T20:25:16.724623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLAC'.
[2026-02-13T20:25:16.725119] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2026-02-13T20:25:16.726342] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2026-02-13T20:25:16.726414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:16.726490] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:16.726537] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:16.726657] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:16.812220] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:16.813136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:16.813225] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:16.813258] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:16.937912] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:16.938073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:16.938114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:16.938143] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:16.941663] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: DOWN (p=43.77%)
[2026-02-13T20:25:16.941986] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2026-02-13T20:25:16.942125] [INFO ] [sig       ] KLAC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:17.080170] [INFO ] [LOCAL     ] Saved forecast: KLAC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KLAC.txt
[2026-02-13T20:25:17.080312] [INFO ] [sig       ] [1738/3406] Completed KLAC in 0.4s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:17.080352] [INFO ] [sig       ] [1739/3406] Forecasting KLIC...
[2026-02-13T20:25:17.080382] [INFO ] [sig       ] Generating forecast for: KLIC
[2026-02-13T20:25:17.080411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2026-02-13T20:25:17.091695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2026-02-13T20:25:17.092066] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2026-02-13T20:25:17.092872] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2026-02-13T20:25:17.092923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:17.092954] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:17.092979] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:17.093034] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:17.149731] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:17.150600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:17.150682] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:17.150715] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:17.281481] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:17.281690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:17.281746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:17.281783] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:17.285452] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: DOWN (p=40.94%)
[2026-02-13T20:25:17.285802] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2026-02-13T20:25:17.285952] [INFO ] [sig       ] KLIC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:17.436938] [INFO ] [LOCAL     ] Saved forecast: KLIC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KLIC.txt
[2026-02-13T20:25:17.437094] [INFO ] [sig       ] [1739/3406] Completed KLIC in 0.4s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:17.437136] [INFO ] [sig       ] [1740/3406] Forecasting KLXE...
[2026-02-13T20:25:17.437167] [INFO ] [sig       ] Generating forecast for: KLXE
[2026-02-13T20:25:17.437198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2026-02-13T20:25:17.449029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2026-02-13T20:25:17.449421] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2026-02-13T20:25:17.450368] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2026-02-13T20:25:17.450423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:17.450456] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:17.450485] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:17.450543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:17.515251] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:17.516220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:17.516309] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:17.516343] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:17.647834] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:17.648011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:17.648066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:17.648098] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:17.651746] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: DOWN (p=17.58%)
[2026-02-13T20:25:17.652054] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2026-02-13T20:25:17.652215] [INFO ] [sig       ] KLXE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:17.801621] [INFO ] [LOCAL     ] Saved forecast: KLXE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KLXE.txt
[2026-02-13T20:25:17.801803] [INFO ] [sig       ] [1740/3406] Completed KLXE in 0.4s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:17.801857] [INFO ] [sig       ] [1741/3406] Forecasting KMB...
[2026-02-13T20:25:17.801891] [INFO ] [sig       ] Generating forecast for: KMB
[2026-02-13T20:25:17.801923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2026-02-13T20:25:17.813845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2026-02-13T20:25:17.814254] [INFO ] [FORECASTER] Starting predict_future for KMB
[2026-02-13T20:25:17.815125] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2026-02-13T20:25:17.815180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:17.815212] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:17.815239] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:17.815303] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:17.877162] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:17.878121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:17.878211] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:17.878246] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:18.005241] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:18.005408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:18.005450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:18.005481] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:18.009151] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: DOWN (p=1.83%)
[2026-02-13T20:25:18.009449] [INFO ] [FORECASTER] Completed predict_future for KMB
[2026-02-13T20:25:18.009603] [INFO ] [sig       ] KMB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:18.162294] [INFO ] [LOCAL     ] Saved forecast: KMB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KMB.txt
[2026-02-13T20:25:18.162456] [INFO ] [sig       ] [1741/3406] Completed KMB in 0.4s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:18.162508] [INFO ] [sig       ] [1742/3406] Forecasting KMDA...
[2026-02-13T20:25:18.162540] [INFO ] [sig       ] Generating forecast for: KMDA
[2026-02-13T20:25:18.162590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2026-02-13T20:25:18.174955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2026-02-13T20:25:18.175424] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2026-02-13T20:25:18.176489] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2026-02-13T20:25:18.176551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:18.176629] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:18.176669] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:18.176752] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:18.237968] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:18.238786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:18.238873] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:18.238905] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:18.367706] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:18.367884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:18.367936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:18.367974] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:18.371966] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=21.55%)
[2026-02-13T20:25:18.372298] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2026-02-13T20:25:18.372452] [INFO ] [sig       ] KMDA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:18.526782] [INFO ] [LOCAL     ] Saved forecast: KMDA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KMDA.txt
[2026-02-13T20:25:18.526949] [INFO ] [sig       ] [1742/3406] Completed KMDA in 0.4s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:18.526997] [INFO ] [sig       ] [1743/3406] Forecasting KMI...
[2026-02-13T20:25:18.527033] [INFO ] [sig       ] Generating forecast for: KMI
[2026-02-13T20:25:18.527071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2026-02-13T20:25:18.539528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2026-02-13T20:25:18.539956] [INFO ] [FORECASTER] Starting predict_future for KMI
[2026-02-13T20:25:18.540839] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2026-02-13T20:25:18.540892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:18.540925] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:18.540952] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:18.541008] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:18.603264] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:18.604291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:18.604411] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:18.604446] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:18.733145] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:18.733305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:18.733345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:18.733376] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:18.737116] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: UP (p=98.00%)
[2026-02-13T20:25:18.737429] [INFO ] [FORECASTER] Completed predict_future for KMI
[2026-02-13T20:25:18.737645] [INFO ] [sig       ] KMI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:18.886932] [INFO ] [LOCAL     ] Saved forecast: KMI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KMI.txt
[2026-02-13T20:25:18.887085] [INFO ] [sig       ] [1743/3406] Completed KMI in 0.4s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:18.887126] [INFO ] [sig       ] [1744/3406] Forecasting KMPB...
[2026-02-13T20:25:18.887158] [INFO ] [sig       ] Generating forecast for: KMPB
[2026-02-13T20:25:18.887188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2026-02-13T20:25:18.898753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMPB'.
[2026-02-13T20:25:18.899123] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2026-02-13T20:25:18.900012] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2026-02-13T20:25:18.900072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:18.900106] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:18.900133] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:18.900192] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:18.961999] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:18.962904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:18.962992] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:18.963025] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:19.070728] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:19.070888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:19.070927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:19.070956] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:19.074383] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2026-02-13T20:25:19.074684] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2026-02-13T20:25:19.074814] [INFO ] [sig       ] KMPB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:19.212094] [INFO ] [LOCAL     ] Saved forecast: KMPB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KMPB.txt
[2026-02-13T20:25:19.212242] [INFO ] [sig       ] [1744/3406] Completed KMPB in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:19.212282] [INFO ] [sig       ] [1745/3406] Forecasting KMX...
[2026-02-13T20:25:19.212312] [INFO ] [sig       ] Generating forecast for: KMX
[2026-02-13T20:25:19.212341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2026-02-13T20:25:19.223919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2026-02-13T20:25:19.224314] [INFO ] [FORECASTER] Starting predict_future for KMX
[2026-02-13T20:25:19.225124] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2026-02-13T20:25:19.225176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:19.225208] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:19.225234] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:19.225290] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:19.280944] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:19.281649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:19.281731] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:19.281763] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:19.403460] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:19.403643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:19.403706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:19.403738] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:19.407210] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=28.84%)
[2026-02-13T20:25:19.407496] [INFO ] [FORECASTER] Completed predict_future for KMX
[2026-02-13T20:25:19.407677] [INFO ] [sig       ] KMX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:19.545017] [INFO ] [LOCAL     ] Saved forecast: KMX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KMX.txt
[2026-02-13T20:25:19.545172] [INFO ] [sig       ] [1745/3406] Completed KMX in 0.3s | 2.84 sym/s | Total: 10.2m | ETA: 9.8m
[2026-02-13T20:25:19.545212] [INFO ] [sig       ] [1746/3406] Forecasting KN...
[2026-02-13T20:25:19.545241] [INFO ] [sig       ] Generating forecast for: KN
[2026-02-13T20:25:19.545271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2026-02-13T20:25:19.557552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2026-02-13T20:25:19.557960] [INFO ] [FORECASTER] Starting predict_future for KN
[2026-02-13T20:25:19.558807] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2026-02-13T20:25:19.558859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:19.558891] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:19.558917] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:19.558974] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:19.617395] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:19.618159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:19.618243] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:19.618275] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:19.744830] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:19.744989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:19.745028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:19.745056] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:19.748529] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: UP (p=93.92%)
[2026-02-13T20:25:19.748835] [INFO ] [FORECASTER] Completed predict_future for KN
[2026-02-13T20:25:19.748964] [INFO ] [sig       ] KN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:19.888642] [INFO ] [LOCAL     ] Saved forecast: KN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KN.txt
[2026-02-13T20:25:19.888841] [INFO ] [sig       ] [1746/3406] Completed KN in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:19.888884] [INFO ] [sig       ] [1747/3406] Forecasting KNF...
[2026-02-13T20:25:19.888914] [INFO ] [sig       ] Generating forecast for: KNF
[2026-02-13T20:25:19.888944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2026-02-13T20:25:19.900025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2026-02-13T20:25:19.900364] [INFO ] [FORECASTER] Starting predict_future for KNF
[2026-02-13T20:25:19.901194] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2026-02-13T20:25:19.901245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:19.901276] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:19.901302] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:19.901362] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:19.957241] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:19.958090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:19.958190] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:19.958224] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:20.082648] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:20.082804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:20.082844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:20.082874] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:20.086347] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=27.00%)
[2026-02-13T20:25:20.086646] [INFO ] [FORECASTER] Completed predict_future for KNF
[2026-02-13T20:25:20.086778] [INFO ] [sig       ] KNF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:20.228180] [INFO ] [LOCAL     ] Saved forecast: KNF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KNF.txt
[2026-02-13T20:25:20.228325] [INFO ] [sig       ] [1747/3406] Completed KNF in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:20.228363] [INFO ] [sig       ] [1748/3406] Forecasting KNOP...
[2026-02-13T20:25:20.228394] [INFO ] [sig       ] Generating forecast for: KNOP
[2026-02-13T20:25:20.228423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2026-02-13T20:25:20.239711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2026-02-13T20:25:20.240090] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2026-02-13T20:25:20.240898] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2026-02-13T20:25:20.240954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:20.240986] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:20.241013] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:20.241069] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:20.297203] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:20.298017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:20.298103] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:20.298135] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:20.414694] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:20.414854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:20.414895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:20.414923] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:20.418345] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=35.18%)
[2026-02-13T20:25:20.418642] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2026-02-13T20:25:20.418771] [INFO ] [sig       ] KNOP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:20.558440] [INFO ] [LOCAL     ] Saved forecast: KNOP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KNOP.txt
[2026-02-13T20:25:20.558599] [INFO ] [sig       ] [1748/3406] Completed KNOP in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:20.558641] [INFO ] [sig       ] [1749/3406] Forecasting KNSA...
[2026-02-13T20:25:20.558674] [INFO ] [sig       ] Generating forecast for: KNSA
[2026-02-13T20:25:20.558704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2026-02-13T20:25:20.571534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2026-02-13T20:25:20.571957] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2026-02-13T20:25:20.572781] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2026-02-13T20:25:20.572833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:20.572880] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:20.572908] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:20.572968] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:20.630684] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:20.631856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:20.631944] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:20.631976] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:20.754317] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:20.754478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:20.754518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:20.754548] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:20.758083] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: DOWN (p=14.43%)
[2026-02-13T20:25:20.758373] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2026-02-13T20:25:20.758503] [INFO ] [sig       ] KNSA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:20.899767] [INFO ] [LOCAL     ] Saved forecast: KNSA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KNSA.txt
[2026-02-13T20:25:20.899936] [INFO ] [sig       ] [1749/3406] Completed KNSA in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:20.899978] [INFO ] [sig       ] [1750/3406] Forecasting KNSL...
[2026-02-13T20:25:20.900009] [INFO ] [sig       ] Generating forecast for: KNSL
[2026-02-13T20:25:20.900038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2026-02-13T20:25:20.911994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2026-02-13T20:25:20.912418] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2026-02-13T20:25:20.913284] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2026-02-13T20:25:20.913338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:20.913400] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:20.913428] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:20.913485] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:20.970783] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:20.971693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:20.971781] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:20.971816] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:21.093896] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:21.094070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:21.094116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:21.094145] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:21.097695] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: DOWN (p=19.79%)
[2026-02-13T20:25:21.097990] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2026-02-13T20:25:21.098127] [INFO ] [sig       ] KNSL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:21.236981] [INFO ] [LOCAL     ] Saved forecast: KNSL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KNSL.txt
[2026-02-13T20:25:21.237140] [INFO ] [sig       ] [1750/3406] Completed KNSL in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:21.237181] [INFO ] [sig       ] [1751/3406] Forecasting KNTK...
[2026-02-13T20:25:21.237210] [INFO ] [sig       ] Generating forecast for: KNTK
[2026-02-13T20:25:21.237242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2026-02-13T20:25:21.248876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2026-02-13T20:25:21.249264] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2026-02-13T20:25:21.250090] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2026-02-13T20:25:21.250142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:21.250175] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:21.250202] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:21.250260] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:21.308660] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:21.309640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:21.309729] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:21.309763] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:21.428931] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:21.429091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:21.429131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:21.429160] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:21.432554] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2026-02-13T20:25:21.432846] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2026-02-13T20:25:21.432975] [INFO ] [sig       ] KNTK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:21.575638] [INFO ] [LOCAL     ] Saved forecast: KNTK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KNTK.txt
[2026-02-13T20:25:21.575809] [INFO ] [sig       ] [1751/3406] Completed KNTK in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:21.575852] [INFO ] [sig       ] [1752/3406] Forecasting KNX...
[2026-02-13T20:25:21.575882] [INFO ] [sig       ] Generating forecast for: KNX
[2026-02-13T20:25:21.575914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2026-02-13T20:25:21.587629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNX'.
[2026-02-13T20:25:21.587993] [INFO ] [FORECASTER] Starting predict_future for KNX
[2026-02-13T20:25:21.588842] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2026-02-13T20:25:21.588895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:21.588928] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:21.588954] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:21.589011] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:21.647941] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:21.648885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:21.648975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:21.649011] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:21.787839] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:21.788018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:21.788068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:21.788105] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:21.792012] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=33.48%)
[2026-02-13T20:25:21.792333] [INFO ] [FORECASTER] Completed predict_future for KNX
[2026-02-13T20:25:21.792479] [INFO ] [sig       ] KNX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:21.942459] [INFO ] [LOCAL     ] Saved forecast: KNX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KNX.txt
[2026-02-13T20:25:21.942642] [INFO ] [sig       ] [1752/3406] Completed KNX in 0.4s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:21.942686] [INFO ] [sig       ] [1753/3406] Forecasting KOD...
[2026-02-13T20:25:21.942721] [INFO ] [sig       ] Generating forecast for: KOD
[2026-02-13T20:25:21.942755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2026-02-13T20:25:21.955185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOD'.
[2026-02-13T20:25:21.955600] [INFO ] [FORECASTER] Starting predict_future for KOD
[2026-02-13T20:25:21.956434] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2026-02-13T20:25:21.956488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:21.956522] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:21.956551] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:21.956630] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:22.015757] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:22.016676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:22.016768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:22.016805] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:22.140587] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:22.140745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:22.140786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:22.140849] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:22.144466] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=28.13%)
[2026-02-13T20:25:22.144780] [INFO ] [FORECASTER] Completed predict_future for KOD
[2026-02-13T20:25:22.144915] [INFO ] [sig       ] KOD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:22.287933] [INFO ] [LOCAL     ] Saved forecast: KOD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KOD.txt
[2026-02-13T20:25:22.288069] [INFO ] [sig       ] [1753/3406] Completed KOD in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:22.288109] [INFO ] [sig       ] [1754/3406] Forecasting KODK...
[2026-02-13T20:25:22.288139] [INFO ] [sig       ] Generating forecast for: KODK
[2026-02-13T20:25:22.288168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2026-02-13T20:25:22.300198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2026-02-13T20:25:22.300542] [INFO ] [FORECASTER] Starting predict_future for KODK
[2026-02-13T20:25:22.301326] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2026-02-13T20:25:22.301377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:22.301408] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:22.301434] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:22.301489] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:22.359211] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:22.360033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:22.360132] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:22.360167] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:22.482925] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:22.483083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:22.483124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:22.483154] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:22.486821] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=11.58%)
[2026-02-13T20:25:22.487117] [INFO ] [FORECASTER] Completed predict_future for KODK
[2026-02-13T20:25:22.487250] [INFO ] [sig       ] KODK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:22.631049] [INFO ] [LOCAL     ] Saved forecast: KODK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KODK.txt
[2026-02-13T20:25:22.631182] [INFO ] [sig       ] [1754/3406] Completed KODK in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:22.631220] [INFO ] [sig       ] [1755/3406] Forecasting KOF...
[2026-02-13T20:25:22.631249] [INFO ] [sig       ] Generating forecast for: KOF
[2026-02-13T20:25:22.631279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2026-02-13T20:25:22.643251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2026-02-13T20:25:22.643603] [INFO ] [FORECASTER] Starting predict_future for KOF
[2026-02-13T20:25:22.644368] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2026-02-13T20:25:22.644420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:22.644451] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:22.644477] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:22.644535] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:22.705247] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:22.706029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:22.706115] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:22.706150] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:22.831426] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:22.831610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:22.831651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:22.831680] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:22.835137] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=65.71%)
[2026-02-13T20:25:22.835415] [INFO ] [FORECASTER] Completed predict_future for KOF
[2026-02-13T20:25:22.835539] [INFO ] [sig       ] KOF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:22.979459] [INFO ] [LOCAL     ] Saved forecast: KOF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KOF.txt
[2026-02-13T20:25:22.979611] [INFO ] [sig       ] [1755/3406] Completed KOF in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:22.979653] [INFO ] [sig       ] [1756/3406] Forecasting KOP...
[2026-02-13T20:25:22.979683] [INFO ] [sig       ] Generating forecast for: KOP
[2026-02-13T20:25:22.979713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2026-02-13T20:25:22.991225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2026-02-13T20:25:22.991536] [INFO ] [FORECASTER] Starting predict_future for KOP
[2026-02-13T20:25:22.992332] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2026-02-13T20:25:22.992384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:22.992415] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:22.992442] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:22.992497] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:23.052095] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:23.052866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:23.052952] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:23.052990] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:23.177503] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:23.177726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:23.177769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:23.177815] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:23.181210] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=58.82%)
[2026-02-13T20:25:23.181489] [INFO ] [FORECASTER] Completed predict_future for KOP
[2026-02-13T20:25:23.181634] [INFO ] [sig       ] KOP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:23.324012] [INFO ] [LOCAL     ] Saved forecast: KOP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KOP.txt
[2026-02-13T20:25:23.324169] [INFO ] [sig       ] [1756/3406] Completed KOP in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:23.324209] [INFO ] [sig       ] [1757/3406] Forecasting KOPN...
[2026-02-13T20:25:23.324239] [INFO ] [sig       ] Generating forecast for: KOPN
[2026-02-13T20:25:23.324269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2026-02-13T20:25:23.335890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOPN'.
[2026-02-13T20:25:23.336204] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2026-02-13T20:25:23.337004] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2026-02-13T20:25:23.337056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:23.337088] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:23.337114] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:23.337171] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:23.397028] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:23.397785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:23.397869] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:23.397903] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:23.521721] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:23.521879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:23.521921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:23.521951] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:23.525553] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: UP (p=68.16%)
[2026-02-13T20:25:23.525861] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2026-02-13T20:25:23.525994] [INFO ] [sig       ] KOPN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:23.673060] [INFO ] [LOCAL     ] Saved forecast: KOPN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KOPN.txt
[2026-02-13T20:25:23.673205] [INFO ] [sig       ] [1757/3406] Completed KOPN in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:23.673244] [INFO ] [sig       ] [1758/3406] Forecasting KOSS...
[2026-02-13T20:25:23.673274] [INFO ] [sig       ] Generating forecast for: KOSS
[2026-02-13T20:25:23.673304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2026-02-13T20:25:23.684533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2026-02-13T20:25:23.684915] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2026-02-13T20:25:23.685783] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2026-02-13T20:25:23.685839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:23.685873] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:23.685901] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:23.685958] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:23.746116] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:23.747147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:23.747233] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:23.747268] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:23.863883] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:23.864040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:23.864080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:23.864110] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:23.867673] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: DOWN (p=25.84%)
[2026-02-13T20:25:23.868010] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2026-02-13T20:25:23.868198] [INFO ] [sig       ] KOSS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:24.009268] [INFO ] [LOCAL     ] Saved forecast: KOSS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KOSS.txt
[2026-02-13T20:25:24.009414] [INFO ] [sig       ] [1758/3406] Completed KOSS in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:24.009454] [INFO ] [sig       ] [1759/3406] Forecasting KPRX...
[2026-02-13T20:25:24.009486] [INFO ] [sig       ] Generating forecast for: KPRX
[2026-02-13T20:25:24.009515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2026-02-13T20:25:24.020389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2026-02-13T20:25:24.020750] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2026-02-13T20:25:24.021519] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2026-02-13T20:25:24.021594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:24.021628] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:24.021654] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:24.021710] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:24.079194] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:24.079983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:24.080066] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:24.080103] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:24.195650] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:24.195822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:24.195863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:24.195892] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:24.199703] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=49.17%)
[2026-02-13T20:25:24.200006] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2026-02-13T20:25:24.200159] [INFO ] [sig       ] KPRX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:24.346113] [INFO ] [LOCAL     ] Saved forecast: KPRX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KPRX.txt
[2026-02-13T20:25:24.346254] [INFO ] [sig       ] [1759/3406] Completed KPRX in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:24.346294] [INFO ] [sig       ] [1760/3406] Forecasting KPTI...
[2026-02-13T20:25:24.346324] [INFO ] [sig       ] Generating forecast for: KPTI
[2026-02-13T20:25:24.346354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2026-02-13T20:25:24.357201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2026-02-13T20:25:24.357600] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2026-02-13T20:25:24.358390] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2026-02-13T20:25:24.358456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:24.358499] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:24.358535] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:24.358654] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:24.419469] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:24.420333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:24.420445] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:24.420479] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:24.540273] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:24.540419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:24.540459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:24.540488] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:24.543830] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: UP (p=56.35%)
[2026-02-13T20:25:24.544108] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2026-02-13T20:25:24.544233] [INFO ] [sig       ] KPTI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:24.681830] [INFO ] [LOCAL     ] Saved forecast: KPTI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KPTI.txt
[2026-02-13T20:25:24.681986] [INFO ] [sig       ] [1760/3406] Completed KPTI in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:24.682025] [INFO ] [sig       ] [1761/3406] Forecasting KRC...
[2026-02-13T20:25:24.682057] [INFO ] [sig       ] Generating forecast for: KRC
[2026-02-13T20:25:24.682089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2026-02-13T20:25:24.693288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2026-02-13T20:25:24.693694] [INFO ] [FORECASTER] Starting predict_future for KRC
[2026-02-13T20:25:24.694480] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2026-02-13T20:25:24.694531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:24.694564] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:24.694618] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:24.694675] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:24.752319] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:24.753215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:24.753296] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:24.753330] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:24.878761] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:24.878941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:24.878982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:24.879013] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:24.882472] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=10.34%)
[2026-02-13T20:25:24.882794] [INFO ] [FORECASTER] Completed predict_future for KRC
[2026-02-13T20:25:24.882934] [INFO ] [sig       ] KRC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:25.032521] [INFO ] [LOCAL     ] Saved forecast: KRC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KRC.txt
[2026-02-13T20:25:25.032716] [INFO ] [sig       ] [1761/3406] Completed KRC in 0.4s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:25.032766] [INFO ] [sig       ] [1762/3406] Forecasting KREF...
[2026-02-13T20:25:25.032795] [INFO ] [sig       ] Generating forecast for: KREF
[2026-02-13T20:25:25.032826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2026-02-13T20:25:25.044063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2026-02-13T20:25:25.044460] [INFO ] [FORECASTER] Starting predict_future for KREF
[2026-02-13T20:25:25.045269] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2026-02-13T20:25:25.045345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:25.045378] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:25.045404] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:25.045467] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:25.104870] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:25.105799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:25.105889] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:25.105923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:25.230751] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:25.230907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:25.230946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:25.230974] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:25.234468] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: DOWN (p=5.96%)
[2026-02-13T20:25:25.234765] [INFO ] [FORECASTER] Completed predict_future for KREF
[2026-02-13T20:25:25.234895] [INFO ] [sig       ] KREF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:25.372977] [INFO ] [LOCAL     ] Saved forecast: KREF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KREF.txt
[2026-02-13T20:25:25.373108] [INFO ] [sig       ] [1762/3406] Completed KREF in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 9.7m
[2026-02-13T20:25:25.373147] [INFO ] [sig       ] [1763/3406] Forecasting KRG...
[2026-02-13T20:25:25.373176] [INFO ] [sig       ] Generating forecast for: KRG
[2026-02-13T20:25:25.373207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2026-02-13T20:25:25.387542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2026-02-13T20:25:25.387911] [INFO ] [FORECASTER] Starting predict_future for KRG
[2026-02-13T20:25:25.388706] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2026-02-13T20:25:25.388759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:25.388791] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:25.388818] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:25.388873] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:25.445539] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:25.446171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:25.446251] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:25.446284] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:25.567928] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:25.568106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:25.568146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:25.568174] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:25.571552] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: UP (p=50.34%)
[2026-02-13T20:25:25.571845] [INFO ] [FORECASTER] Completed predict_future for KRG
[2026-02-13T20:25:25.571972] [INFO ] [sig       ] KRG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:25.711290] [INFO ] [LOCAL     ] Saved forecast: KRG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KRG.txt
[2026-02-13T20:25:25.711443] [INFO ] [sig       ] [1763/3406] Completed KRG in 0.3s | 2.84 sym/s | Total: 10.3m | ETA: 9.6m
[2026-02-13T20:25:25.711484] [INFO ] [sig       ] [1764/3406] Forecasting KRMD...
[2026-02-13T20:25:25.711514] [INFO ] [sig       ] Generating forecast for: KRMD
[2026-02-13T20:25:25.711544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2026-02-13T20:25:25.723656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2026-02-13T20:25:25.723973] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2026-02-13T20:25:25.724795] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2026-02-13T20:25:25.724850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:25.724884] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:25.724912] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:25.724969] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:25.782061] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:25.782831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:25.782911] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:25.782944] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:25.900699] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:25.900855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:25.900896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:25.900924] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:25.904350] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: DOWN (p=22.55%)
[2026-02-13T20:25:25.904643] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2026-02-13T20:25:25.904769] [INFO ] [sig       ] KRMD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:26.044434] [INFO ] [LOCAL     ] Saved forecast: KRMD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KRMD.txt
[2026-02-13T20:25:26.044565] [INFO ] [sig       ] [1764/3406] Completed KRMD in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 9.6m
[2026-02-13T20:25:26.044623] [INFO ] [sig       ] [1765/3406] Forecasting KRNY...
[2026-02-13T20:25:26.044654] [INFO ] [sig       ] Generating forecast for: KRNY
[2026-02-13T20:25:26.044684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2026-02-13T20:25:26.055885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2026-02-13T20:25:26.056227] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2026-02-13T20:25:26.057046] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2026-02-13T20:25:26.057112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:26.057151] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:26.057186] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:26.057247] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:26.116478] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:26.117173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:26.117254] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:26.117286] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:26.266960] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:26.267145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:26.267194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:26.267232] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:26.271999] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=64.89%)
[2026-02-13T20:25:26.272450] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2026-02-13T20:25:26.272655] [INFO ] [sig       ] KRNY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:26.420256] [INFO ] [LOCAL     ] Saved forecast: KRNY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KRNY.txt
[2026-02-13T20:25:26.420428] [INFO ] [sig       ] [1765/3406] Completed KRNY in 0.4s | 2.84 sym/s | Total: 10.4m | ETA: 9.6m
[2026-02-13T20:25:26.420467] [INFO ] [sig       ] [1766/3406] Forecasting KRO...
[2026-02-13T20:25:26.420498] [INFO ] [sig       ] Generating forecast for: KRO
[2026-02-13T20:25:26.420528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2026-02-13T20:25:26.431425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2026-02-13T20:25:26.431797] [INFO ] [FORECASTER] Starting predict_future for KRO
[2026-02-13T20:25:26.432660] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2026-02-13T20:25:26.432715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:26.432750] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:26.432777] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:26.432835] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:26.491082] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:26.492027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:26.492122] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:26.492158] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:26.616457] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:26.616637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:26.616679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:26.616709] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:26.620483] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: UP (p=58.41%)
[2026-02-13T20:25:26.620821] [INFO ] [FORECASTER] Completed predict_future for KRO
[2026-02-13T20:25:26.620955] [INFO ] [sig       ] KRO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:26.762797] [INFO ] [LOCAL     ] Saved forecast: KRO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KRO.txt
[2026-02-13T20:25:26.762940] [INFO ] [sig       ] [1766/3406] Completed KRO in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 9.6m
[2026-02-13T20:25:26.762980] [INFO ] [sig       ] [1767/3406] Forecasting KROS...
[2026-02-13T20:25:26.763009] [INFO ] [sig       ] Generating forecast for: KROS
[2026-02-13T20:25:26.763039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2026-02-13T20:25:26.775036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2026-02-13T20:25:26.775437] [INFO ] [FORECASTER] Starting predict_future for KROS
[2026-02-13T20:25:26.776244] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2026-02-13T20:25:26.776297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:26.776382] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:26.776410] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:26.776467] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:26.835761] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:26.836881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:26.836966] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:26.837000] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:26.964171] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:26.964329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:26.964369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:26.964397] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:26.967821] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2026-02-13T20:25:26.968134] [INFO ] [FORECASTER] Completed predict_future for KROS
[2026-02-13T20:25:26.968265] [INFO ] [sig       ] KROS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:27.112242] [INFO ] [LOCAL     ] Saved forecast: KROS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KROS.txt
[2026-02-13T20:25:27.112377] [INFO ] [sig       ] [1767/3406] Completed KROS in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 9.6m
[2026-02-13T20:25:27.112416] [INFO ] [sig       ] [1768/3406] Forecasting KRRO...
[2026-02-13T20:25:27.112446] [INFO ] [sig       ] Generating forecast for: KRRO
[2026-02-13T20:25:27.112477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2026-02-13T20:25:27.123977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2026-02-13T20:25:27.124312] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2026-02-13T20:25:27.125106] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2026-02-13T20:25:27.125158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:27.125190] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:27.125217] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:27.125273] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:27.183215] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:27.184066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:27.184150] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:27.184184] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:27.311408] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:27.311563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:27.311621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:27.311651] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:27.315121] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=19.39%)
[2026-02-13T20:25:27.315398] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2026-02-13T20:25:27.315528] [INFO ] [sig       ] KRRO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:27.456376] [INFO ] [LOCAL     ] Saved forecast: KRRO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KRRO.txt
[2026-02-13T20:25:27.456531] [INFO ] [sig       ] [1768/3406] Completed KRRO in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 9.6m
[2026-02-13T20:25:27.456588] [INFO ] [sig       ] [1769/3406] Forecasting KRUS...
[2026-02-13T20:25:27.456623] [INFO ] [sig       ] Generating forecast for: KRUS
[2026-02-13T20:25:27.456654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2026-02-13T20:25:27.468008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRUS'.
[2026-02-13T20:25:27.468359] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2026-02-13T20:25:27.469150] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2026-02-13T20:25:27.469203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:27.469235] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:27.469262] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:27.469319] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:27.529109] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:27.529845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:27.529927] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:27.529961] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:27.650957] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:27.651159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:27.651203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:27.651232] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:27.654793] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=75.29%)
[2026-02-13T20:25:27.655078] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2026-02-13T20:25:27.655209] [INFO ] [sig       ] KRUS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:27.797103] [INFO ] [LOCAL     ] Saved forecast: KRUS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KRUS.txt
[2026-02-13T20:25:27.797256] [INFO ] [sig       ] [1769/3406] Completed KRUS in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 9.6m
[2026-02-13T20:25:27.797320] [INFO ] [sig       ] [1770/3406] Forecasting KRYS...
[2026-02-13T20:25:27.797353] [INFO ] [sig       ] Generating forecast for: KRYS
[2026-02-13T20:25:27.797384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2026-02-13T20:25:27.809174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRYS'.
[2026-02-13T20:25:27.809548] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2026-02-13T20:25:27.810384] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2026-02-13T20:25:27.810436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:27.810467] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:27.810492] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:27.810547] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:27.869316] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:27.870323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:27.870408] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:27.870441] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:27.993782] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:27.993939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:27.993978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:27.994048] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:27.997450] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: UP (p=68.96%)
[2026-02-13T20:25:27.997768] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2026-02-13T20:25:27.997898] [INFO ] [sig       ] KRYS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:28.138301] [INFO ] [LOCAL     ] Saved forecast: KRYS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KRYS.txt
[2026-02-13T20:25:28.138435] [INFO ] [sig       ] [1770/3406] Completed KRYS in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 9.6m
[2026-02-13T20:25:28.138475] [INFO ] [sig       ] [1771/3406] Forecasting KSCP...
[2026-02-13T20:25:28.138504] [INFO ] [sig       ] Generating forecast for: KSCP
[2026-02-13T20:25:28.138534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2026-02-13T20:25:28.150833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSCP'.
[2026-02-13T20:25:28.151185] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2026-02-13T20:25:28.151987] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2026-02-13T20:25:28.152040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:28.152072] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:28.152099] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:28.152155] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:28.210064] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:28.210854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:28.210936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:28.210968] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:28.333267] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:28.333428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:28.333472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:28.333502] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:28.337069] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=16.51%)
[2026-02-13T20:25:28.337397] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2026-02-13T20:25:28.337532] [INFO ] [sig       ] KSCP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:28.477922] [INFO ] [LOCAL     ] Saved forecast: KSCP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KSCP.txt
[2026-02-13T20:25:28.478090] [INFO ] [sig       ] [1771/3406] Completed KSCP in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 9.6m
[2026-02-13T20:25:28.478138] [INFO ] [sig       ] [1772/3406] Forecasting KSPI...
[2026-02-13T20:25:28.478174] [INFO ] [sig       ] Generating forecast for: KSPI
[2026-02-13T20:25:28.478213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2026-02-13T20:25:28.490354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSPI'.
[2026-02-13T20:25:28.490734] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2026-02-13T20:25:28.491590] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2026-02-13T20:25:28.491645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:28.491679] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:28.491706] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:28.491765] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:28.551165] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:28.552067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:28.552152] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:28.552200] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:28.675853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:28.676017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:28.676058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:28.676090] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:28.679641] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: UP (p=89.19%)
[2026-02-13T20:25:28.679935] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2026-02-13T20:25:28.680068] [INFO ] [sig       ] KSPI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:28.820566] [INFO ] [LOCAL     ] Saved forecast: KSPI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KSPI.txt
[2026-02-13T20:25:28.820723] [INFO ] [sig       ] [1772/3406] Completed KSPI in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 9.6m
[2026-02-13T20:25:28.820762] [INFO ] [sig       ] [1773/3406] Forecasting KSS...
[2026-02-13T20:25:28.820792] [INFO ] [sig       ] Generating forecast for: KSS
[2026-02-13T20:25:28.820823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2026-02-13T20:25:28.832274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KSS'.
[2026-02-13T20:25:28.832612] [INFO ] [FORECASTER] Starting predict_future for KSS
[2026-02-13T20:25:28.833387] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2026-02-13T20:25:28.833453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:28.833486] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:28.833513] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:28.833591] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:28.891873] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:28.892966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:28.893086] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:28.893135] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:29.015355] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:29.015512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:29.015552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:29.015599] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:29.019034] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2026-02-13T20:25:29.019325] [INFO ] [FORECASTER] Completed predict_future for KSS
[2026-02-13T20:25:29.019623] [INFO ] [sig       ] KSS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:29.164157] [INFO ] [LOCAL     ] Saved forecast: KSS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KSS.txt
[2026-02-13T20:25:29.164340] [INFO ] [sig       ] [1773/3406] Completed KSS in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 9.6m
[2026-02-13T20:25:29.164613] [INFO ] [sig       ] [1774/3406] Forecasting KTB...
[2026-02-13T20:25:29.164652] [INFO ] [sig       ] Generating forecast for: KTB
[2026-02-13T20:25:29.164690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2026-02-13T20:25:29.177040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2026-02-13T20:25:29.177404] [INFO ] [FORECASTER] Starting predict_future for KTB
[2026-02-13T20:25:29.178270] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2026-02-13T20:25:29.178326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:29.178359] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:29.178386] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:29.178443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:29.241237] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:29.242112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:29.242191] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:29.242222] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:29.370235] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:29.370390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:29.370431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:29.370461] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:29.373921] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=79.14%)
[2026-02-13T20:25:29.374199] [INFO ] [FORECASTER] Completed predict_future for KTB
[2026-02-13T20:25:29.374323] [INFO ] [sig       ] KTB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:29.516690] [INFO ] [LOCAL     ] Saved forecast: KTB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KTB.txt
[2026-02-13T20:25:29.516842] [INFO ] [sig       ] [1774/3406] Completed KTB in 0.4s | 2.84 sym/s | Total: 10.4m | ETA: 9.6m
[2026-02-13T20:25:29.516881] [INFO ] [sig       ] [1775/3406] Forecasting KTCC...
[2026-02-13T20:25:29.516911] [INFO ] [sig       ] Generating forecast for: KTCC
[2026-02-13T20:25:29.516942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2026-02-13T20:25:29.527975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2026-02-13T20:25:29.528294] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2026-02-13T20:25:29.529283] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2026-02-13T20:25:29.529510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:29.529541] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:29.529566] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:29.529646] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:29.589473] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:29.590374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:29.590460] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:29.590495] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:29.698044] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:29.698219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:29.698266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:29.698301] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:29.702660] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2026-02-13T20:25:29.703028] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2026-02-13T20:25:29.703178] [INFO ] [sig       ] KTCC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:29.845869] [INFO ] [LOCAL     ] Saved forecast: KTCC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KTCC.txt
[2026-02-13T20:25:29.846009] [INFO ] [sig       ] [1775/3406] Completed KTCC in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 9.6m
[2026-02-13T20:25:29.846048] [INFO ] [sig       ] [1776/3406] Forecasting KTF...
[2026-02-13T20:25:29.846089] [INFO ] [sig       ] Generating forecast for: KTF
[2026-02-13T20:25:29.846151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2026-02-13T20:25:29.857444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2026-02-13T20:25:29.857892] [INFO ] [FORECASTER] Starting predict_future for KTF
[2026-02-13T20:25:29.858817] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2026-02-13T20:25:29.858873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:29.858906] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:29.858939] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:29.859007] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:29.920366] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:29.921204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:29.921303] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:29.921341] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:30.047792] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:30.047951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:30.047991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:30.048019] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:30.051675] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=22.98%)
[2026-02-13T20:25:30.052037] [INFO ] [FORECASTER] Completed predict_future for KTF
[2026-02-13T20:25:30.052182] [INFO ] [sig       ] KTF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:30.196996] [INFO ] [LOCAL     ] Saved forecast: KTF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KTF.txt
[2026-02-13T20:25:30.197134] [INFO ] [sig       ] [1776/3406] Completed KTF in 0.4s | 2.84 sym/s | Total: 10.4m | ETA: 9.6m
[2026-02-13T20:25:30.197189] [INFO ] [sig       ] [1777/3406] Forecasting KURA...
[2026-02-13T20:25:30.197227] [INFO ] [sig       ] Generating forecast for: KURA
[2026-02-13T20:25:30.197263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2026-02-13T20:25:30.208989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KURA'.
[2026-02-13T20:25:30.209319] [INFO ] [FORECASTER] Starting predict_future for KURA
[2026-02-13T20:25:30.210107] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2026-02-13T20:25:30.210160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:30.210195] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:30.210223] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:30.210279] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:30.267918] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:30.268646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:30.268758] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:30.268801] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:30.390050] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:30.390220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:30.390267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:30.390301] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:30.394123] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=80.24%)
[2026-02-13T20:25:30.394436] [INFO ] [FORECASTER] Completed predict_future for KURA
[2026-02-13T20:25:30.394568] [INFO ] [sig       ] KURA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:30.534620] [INFO ] [LOCAL     ] Saved forecast: KURA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KURA.txt
[2026-02-13T20:25:30.534795] [INFO ] [sig       ] [1777/3406] Completed KURA in 0.3s | 2.84 sym/s | Total: 10.4m | ETA: 9.6m
[2026-02-13T20:25:30.534836] [INFO ] [sig       ] [1778/3406] Forecasting KVHI...
[2026-02-13T20:25:30.534867] [INFO ] [sig       ] Generating forecast for: KVHI
[2026-02-13T20:25:30.534899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2026-02-13T20:25:30.546412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2026-02-13T20:25:30.546900] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2026-02-13T20:25:30.547924] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2026-02-13T20:25:30.547991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:30.548024] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:30.548051] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:30.548110] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:30.609779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:30.610799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:30.610903] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:30.610938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:30.742444] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:30.742642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:30.742687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:30.742717] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:30.746551] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=14.89%)
[2026-02-13T20:25:30.746936] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2026-02-13T20:25:30.747132] [INFO ] [sig       ] KVHI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:30.930273] [INFO ] [LOCAL     ] Saved forecast: KVHI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KVHI.txt
[2026-02-13T20:25:30.930514] [INFO ] [sig       ] [1778/3406] Completed KVHI in 0.4s | 2.84 sym/s | Total: 10.4m | ETA: 9.6m
[2026-02-13T20:25:30.930607] [INFO ] [sig       ] [1779/3406] Forecasting KVUE...
[2026-02-13T20:25:30.930665] [INFO ] [sig       ] Generating forecast for: KVUE
[2026-02-13T20:25:30.930723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2026-02-13T20:25:30.949635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVUE'.
[2026-02-13T20:25:30.950185] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2026-02-13T20:25:30.951410] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2026-02-13T20:25:30.951482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:30.951529] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:30.951600] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:30.951700] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:31.044564] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:31.045875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:31.045998] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:31.046045] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:31.216328] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:31.216536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:31.216622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:31.216671] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:31.222275] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: DOWN (p=27.67%)
[2026-02-13T20:25:31.222867] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2026-02-13T20:25:31.223092] [INFO ] [sig       ] KVUE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:31.449350] [INFO ] [LOCAL     ] Saved forecast: KVUE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KVUE.txt
[2026-02-13T20:25:31.449599] [INFO ] [sig       ] [1779/3406] Completed KVUE in 0.5s | 2.84 sym/s | Total: 10.4m | ETA: 9.6m
[2026-02-13T20:25:31.449655] [INFO ] [sig       ] [1780/3406] Forecasting KVYO...
[2026-02-13T20:25:31.449695] [INFO ] [sig       ] Generating forecast for: KVYO
[2026-02-13T20:25:31.449735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2026-02-13T20:25:31.466863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVYO'.
[2026-02-13T20:25:31.467457] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2026-02-13T20:25:31.468803] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2026-02-13T20:25:31.468877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:31.468926] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:31.468967] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:31.469054] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:31.549080] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:31.550301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:31.550431] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:31.550473] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:31.730105] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:31.730321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:31.730431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:31.730491] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:31.736072] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: UP (p=89.53%)
[2026-02-13T20:25:31.736568] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2026-02-13T20:25:31.736760] [INFO ] [sig       ] KVYO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:31.944970] [INFO ] [LOCAL     ] Saved forecast: KVYO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KVYO.txt
[2026-02-13T20:25:31.945193] [INFO ] [sig       ] [1780/3406] Completed KVYO in 0.5s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:31.945240] [INFO ] [sig       ] [1781/3406] Forecasting KYN...
[2026-02-13T20:25:31.945282] [INFO ] [sig       ] Generating forecast for: KYN
[2026-02-13T20:25:31.945327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2026-02-13T20:25:31.958043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYN'.
[2026-02-13T20:25:31.958473] [INFO ] [FORECASTER] Starting predict_future for KYN
[2026-02-13T20:25:31.959383] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2026-02-13T20:25:31.959440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:31.959473] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:31.959498] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:31.959554] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:32.016210] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:32.017197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:32.017284] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:32.017318] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:32.152664] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:32.152824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:32.152866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:32.152896] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:32.156678] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: UP (p=95.98%)
[2026-02-13T20:25:32.156975] [INFO ] [FORECASTER] Completed predict_future for KYN
[2026-02-13T20:25:32.157109] [INFO ] [sig       ] KYN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:32.298792] [INFO ] [LOCAL     ] Saved forecast: KYN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KYN.txt
[2026-02-13T20:25:32.298927] [INFO ] [sig       ] [1781/3406] Completed KYN in 0.4s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:32.298965] [INFO ] [sig       ] [1782/3406] Forecasting KYTX...
[2026-02-13T20:25:32.298995] [INFO ] [sig       ] Generating forecast for: KYTX
[2026-02-13T20:25:32.299025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2026-02-13T20:25:32.310627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2026-02-13T20:25:32.310936] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2026-02-13T20:25:32.311743] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2026-02-13T20:25:32.311795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:32.311826] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:32.311853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:32.311909] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:32.370276] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:32.370897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:32.370991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:32.371024] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:32.489882] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:32.490009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:32.490048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:32.490076] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:32.493749] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: UP (p=97.18%)
[2026-02-13T20:25:32.494022] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2026-02-13T20:25:32.494145] [INFO ] [sig       ] KYTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:32.634301] [INFO ] [LOCAL     ] Saved forecast: KYTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/KYTX.txt
[2026-02-13T20:25:32.634438] [INFO ] [sig       ] [1782/3406] Completed KYTX in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:32.634477] [INFO ] [sig       ] [1783/3406] Forecasting KZIA...
[2026-02-13T20:25:32.634507] [INFO ] [sig       ] Generating forecast for: KZIA
[2026-02-13T20:25:32.634537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2026-02-13T20:25:32.645362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2026-02-13T20:25:32.645724] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2026-02-13T20:25:32.646530] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2026-02-13T20:25:32.646610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:32.646647] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:32.646673] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:32.646729] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:32.703217] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:32.703896] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:32.703975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:32.704008] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:32.819684] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:32.819841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:32.819881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:32.819910] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:32.823318] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: DOWN (p=3.20%)
[2026-02-13T20:25:32.823626] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2026-02-13T20:25:32.823759] [INFO ] [sig       ] KZIA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:32.961397] [INFO ] [LOCAL     ] Saved forecast: KZIA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/KZIA.txt
[2026-02-13T20:25:32.961519] [INFO ] [sig       ] [1783/3406] Completed KZIA in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:32.961557] [INFO ] [sig       ] [1784/3406] Forecasting L...
[2026-02-13T20:25:32.961608] [INFO ] [sig       ] Generating forecast for: L
[2026-02-13T20:25:32.961640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2026-02-13T20:25:32.972685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2026-02-13T20:25:32.973012] [INFO ] [FORECASTER] Starting predict_future for L
[2026-02-13T20:25:32.973800] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2026-02-13T20:25:32.973852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:32.973926] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:32.973956] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:32.974014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:33.030532] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:33.031160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:33.031246] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:33.031280] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:33.146487] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:33.146657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:33.146698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:33.146726] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:33.150186] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=57.90%)
[2026-02-13T20:25:33.150498] [INFO ] [FORECASTER] Completed predict_future for L
[2026-02-13T20:25:33.150647] [INFO ] [sig       ] L: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:33.289832] [INFO ] [LOCAL     ] Saved forecast: L	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/L.txt
[2026-02-13T20:25:33.289959] [INFO ] [sig       ] [1784/3406] Completed L in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:33.289997] [INFO ] [sig       ] [1785/3406] Forecasting LAB...
[2026-02-13T20:25:33.290026] [INFO ] [sig       ] Generating forecast for: LAB
[2026-02-13T20:25:33.290057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2026-02-13T20:25:33.301229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2026-02-13T20:25:33.301536] [INFO ] [FORECASTER] Starting predict_future for LAB
[2026-02-13T20:25:33.302332] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2026-02-13T20:25:33.302384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:33.302416] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:33.302442] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:33.302498] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:33.358681] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:33.359292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:33.359385] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:33.359420] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:33.477856] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:33.478013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:33.478053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:33.478081] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:33.481467] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: UP (p=76.50%)
[2026-02-13T20:25:33.481762] [INFO ] [FORECASTER] Completed predict_future for LAB
[2026-02-13T20:25:33.481887] [INFO ] [sig       ] LAB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:33.620688] [INFO ] [LOCAL     ] Saved forecast: LAB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LAB.txt
[2026-02-13T20:25:33.620832] [INFO ] [sig       ] [1785/3406] Completed LAB in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:33.620878] [INFO ] [sig       ] [1786/3406] Forecasting LAC...
[2026-02-13T20:25:33.620914] [INFO ] [sig       ] Generating forecast for: LAC
[2026-02-13T20:25:33.620945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2026-02-13T20:25:33.632754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2026-02-13T20:25:33.633119] [INFO ] [FORECASTER] Starting predict_future for LAC
[2026-02-13T20:25:33.634024] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2026-02-13T20:25:33.634078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:33.634113] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:33.634139] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:33.634206] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:33.694240] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:33.695179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:33.695281] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:33.695322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:33.815466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:33.815643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:33.815684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:33.815713] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:33.819189] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2026-02-13T20:25:33.819479] [INFO ] [FORECASTER] Completed predict_future for LAC
[2026-02-13T20:25:33.819630] [INFO ] [sig       ] LAC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:33.959020] [INFO ] [LOCAL     ] Saved forecast: LAC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LAC.txt
[2026-02-13T20:25:33.959166] [INFO ] [sig       ] [1786/3406] Completed LAC in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:33.959205] [INFO ] [sig       ] [1787/3406] Forecasting LAD...
[2026-02-13T20:25:33.959236] [INFO ] [sig       ] Generating forecast for: LAD
[2026-02-13T20:25:33.959267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2026-02-13T20:25:33.970522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2026-02-13T20:25:33.970893] [INFO ] [FORECASTER] Starting predict_future for LAD
[2026-02-13T20:25:33.971691] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2026-02-13T20:25:33.971744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:33.971776] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:33.971803] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:33.971858] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:34.028914] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:34.029788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:34.029870] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:34.029904] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:34.144513] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:34.144689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:34.144731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:34.144760] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:34.148413] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: UP (p=86.46%)
[2026-02-13T20:25:34.148748] [INFO ] [FORECASTER] Completed predict_future for LAD
[2026-02-13T20:25:34.148886] [INFO ] [sig       ] LAD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:34.288630] [INFO ] [LOCAL     ] Saved forecast: LAD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LAD.txt
[2026-02-13T20:25:34.288786] [INFO ] [sig       ] [1787/3406] Completed LAD in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:34.288827] [INFO ] [sig       ] [1788/3406] Forecasting LAES...
[2026-02-13T20:25:34.288857] [INFO ] [sig       ] Generating forecast for: LAES
[2026-02-13T20:25:34.288895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2026-02-13T20:25:34.305314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2026-02-13T20:25:34.305911] [INFO ] [FORECASTER] Starting predict_future for LAES
[2026-02-13T20:25:34.306727] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2026-02-13T20:25:34.306784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:34.306829] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:34.306869] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:34.306931] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:34.372304] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:34.373248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:34.373351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:34.373394] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:34.492261] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:34.492417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:34.492457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:34.492486] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:34.496087] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: UP (p=74.38%)
[2026-02-13T20:25:34.496410] [INFO ] [FORECASTER] Completed predict_future for LAES
[2026-02-13T20:25:34.496545] [INFO ] [sig       ] LAES: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:34.636516] [INFO ] [LOCAL     ] Saved forecast: LAES	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LAES.txt
[2026-02-13T20:25:34.636673] [INFO ] [sig       ] [1788/3406] Completed LAES in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:34.636715] [INFO ] [sig       ] [1789/3406] Forecasting LAND...
[2026-02-13T20:25:34.636744] [INFO ] [sig       ] Generating forecast for: LAND
[2026-02-13T20:25:34.636775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2026-02-13T20:25:34.647688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2026-02-13T20:25:34.648049] [INFO ] [FORECASTER] Starting predict_future for LAND
[2026-02-13T20:25:34.648849] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2026-02-13T20:25:34.648902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:34.648934] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:34.648960] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:34.649016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:34.707544] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:34.708543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:34.708648] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:34.708683] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:34.827527] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:34.827716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:34.827757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:34.827786] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:34.831153] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: DOWN (p=8.68%)
[2026-02-13T20:25:34.831435] [INFO ] [FORECASTER] Completed predict_future for LAND
[2026-02-13T20:25:34.831563] [INFO ] [sig       ] LAND: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:34.970589] [INFO ] [LOCAL     ] Saved forecast: LAND	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LAND.txt
[2026-02-13T20:25:34.970763] [INFO ] [sig       ] [1789/3406] Completed LAND in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:34.970813] [INFO ] [sig       ] [1790/3406] Forecasting LANDO...
[2026-02-13T20:25:34.970850] [INFO ] [sig       ] Generating forecast for: LANDO
[2026-02-13T20:25:34.970887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2026-02-13T20:25:34.982099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2026-02-13T20:25:34.982454] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2026-02-13T20:25:34.983279] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2026-02-13T20:25:34.983333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:34.983366] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:34.983394] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:34.983452] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:35.042033] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:35.042747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:35.042825] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:35.042859] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:35.150532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:35.150697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:35.150738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:35.150766] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:35.154140] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: DOWN (p=12.12%)
[2026-02-13T20:25:35.154417] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2026-02-13T20:25:35.154538] [INFO ] [sig       ] LANDO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:35.296655] [INFO ] [LOCAL     ] Saved forecast: LANDO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LANDO.txt
[2026-02-13T20:25:35.296777] [INFO ] [sig       ] [1790/3406] Completed LANDO in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:35.296815] [INFO ] [sig       ] [1791/3406] Forecasting LANDP...
[2026-02-13T20:25:35.296845] [INFO ] [sig       ] Generating forecast for: LANDP
[2026-02-13T20:25:35.296874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2026-02-13T20:25:35.309182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2026-02-13T20:25:35.309655] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2026-02-13T20:25:35.310518] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2026-02-13T20:25:35.310590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:35.310627] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:35.310655] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:35.310712] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:35.373779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:35.374772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:35.374864] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:35.374897] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:35.493959] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:35.494123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:35.494164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:35.494214] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:35.497853] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=61.13%)
[2026-02-13T20:25:35.498177] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2026-02-13T20:25:35.498331] [INFO ] [sig       ] LANDP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:35.636951] [INFO ] [LOCAL     ] Saved forecast: LANDP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LANDP.txt
[2026-02-13T20:25:35.637104] [INFO ] [sig       ] [1791/3406] Completed LANDP in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:35.637145] [INFO ] [sig       ] [1792/3406] Forecasting LAZ...
[2026-02-13T20:25:35.637176] [INFO ] [sig       ] Generating forecast for: LAZ
[2026-02-13T20:25:35.637206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2026-02-13T20:25:35.648656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2026-02-13T20:25:35.648981] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2026-02-13T20:25:35.649780] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2026-02-13T20:25:35.649832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:35.649865] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:35.649891] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:35.649948] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:35.707097] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:35.707833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:35.707916] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:35.707950] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:35.833073] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:35.833234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:35.833273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:35.833302] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:35.836783] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2026-02-13T20:25:35.837074] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2026-02-13T20:25:35.837204] [INFO ] [sig       ] LAZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:35.977011] [INFO ] [LOCAL     ] Saved forecast: LAZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LAZ.txt
[2026-02-13T20:25:35.977157] [INFO ] [sig       ] [1792/3406] Completed LAZ in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:35.977199] [INFO ] [sig       ] [1793/3406] Forecasting LBRDA...
[2026-02-13T20:25:35.977230] [INFO ] [sig       ] Generating forecast for: LBRDA
[2026-02-13T20:25:35.977260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2026-02-13T20:25:35.988528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2026-02-13T20:25:35.988973] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2026-02-13T20:25:35.989847] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2026-02-13T20:25:35.989902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:35.989933] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:35.989960] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:35.990016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:36.052791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:36.053742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:36.053830] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:36.053883] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:36.180878] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:36.181046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:36.181086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:36.181114] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:36.189290] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: DOWN (p=45.35%)
[2026-02-13T20:25:36.189798] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2026-02-13T20:25:36.189989] [INFO ] [sig       ] LBRDA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:36.332106] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LBRDA.txt
[2026-02-13T20:25:36.332277] [INFO ] [sig       ] [1793/3406] Completed LBRDA in 0.4s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:36.332318] [INFO ] [sig       ] [1794/3406] Forecasting LBRDK...
[2026-02-13T20:25:36.332348] [INFO ] [sig       ] Generating forecast for: LBRDK
[2026-02-13T20:25:36.332377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2026-02-13T20:25:36.344021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDK'.
[2026-02-13T20:25:36.344351] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2026-02-13T20:25:36.345148] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2026-02-13T20:25:36.345200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:36.345231] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:36.345258] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:36.345323] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:36.403396] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:36.404092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:36.404204] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:36.404239] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:36.523683] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:36.523841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:36.523881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:36.523910] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:36.527271] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: DOWN (p=18.66%)
[2026-02-13T20:25:36.527551] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2026-02-13T20:25:36.527711] [INFO ] [sig       ] LBRDK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:36.672280] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LBRDK.txt
[2026-02-13T20:25:36.672477] [INFO ] [sig       ] [1794/3406] Completed LBRDK in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:36.672520] [INFO ] [sig       ] [1795/3406] Forecasting LBTYA...
[2026-02-13T20:25:36.672551] [INFO ] [sig       ] Generating forecast for: LBTYA
[2026-02-13T20:25:36.672605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2026-02-13T20:25:36.684315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYA'.
[2026-02-13T20:25:36.684743] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2026-02-13T20:25:36.685540] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2026-02-13T20:25:36.685619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:36.685653] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:36.685707] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:36.685767] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:36.743846] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:36.744731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:36.744827] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:36.744864] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:36.865785] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:36.865939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:36.865978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:36.866006] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:36.869435] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: DOWN (p=33.90%)
[2026-02-13T20:25:36.869731] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2026-02-13T20:25:36.869859] [INFO ] [sig       ] LBTYA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:37.010752] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LBTYA.txt
[2026-02-13T20:25:37.010892] [INFO ] [sig       ] [1795/3406] Completed LBTYA in 0.3s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:37.010930] [INFO ] [sig       ] [1796/3406] Forecasting LBTYK...
[2026-02-13T20:25:37.010959] [INFO ] [sig       ] Generating forecast for: LBTYK
[2026-02-13T20:25:37.010991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2026-02-13T20:25:37.022593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2026-02-13T20:25:37.022934] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2026-02-13T20:25:37.023723] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2026-02-13T20:25:37.023775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:37.023806] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:37.023832] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:37.023887] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:37.082024] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:37.082899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:37.082987] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:37.083023] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:37.206568] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:37.206773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:37.206828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:37.206870] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:37.210634] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: DOWN (p=45.40%)
[2026-02-13T20:25:37.210936] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2026-02-13T20:25:37.211082] [INFO ] [sig       ] LBTYK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:37.373851] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LBTYK.txt
[2026-02-13T20:25:37.374034] [INFO ] [sig       ] [1796/3406] Completed LBTYK in 0.4s | 2.84 sym/s | Total: 10.5m | ETA: 9.5m
[2026-02-13T20:25:37.374079] [INFO ] [sig       ] [1797/3406] Forecasting LC...
[2026-02-13T20:25:37.374110] [INFO ] [sig       ] Generating forecast for: LC
[2026-02-13T20:25:37.374143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2026-02-13T20:25:37.386702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LC'.
[2026-02-13T20:25:37.387111] [INFO ] [FORECASTER] Starting predict_future for LC
[2026-02-13T20:25:37.388027] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2026-02-13T20:25:37.388083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:37.388117] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:37.388145] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:37.388202] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:37.449029] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:37.449935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:37.450020] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:37.450053] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:37.571756] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:37.571919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:37.571961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:37.571992] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:37.575671] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: DOWN (p=17.60%)
[2026-02-13T20:25:37.575970] [INFO ] [FORECASTER] Completed predict_future for LC
[2026-02-13T20:25:37.576102] [INFO ] [sig       ] LC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:37.719851] [INFO ] [LOCAL     ] Saved forecast: LC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LC.txt
[2026-02-13T20:25:37.720008] [INFO ] [sig       ] [1797/3406] Completed LC in 0.3s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:37.720048] [INFO ] [sig       ] [1798/3406] Forecasting LCFY...
[2026-02-13T20:25:37.720078] [INFO ] [sig       ] Generating forecast for: LCFY
[2026-02-13T20:25:37.720108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2026-02-13T20:25:37.731030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2026-02-13T20:25:37.731397] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2026-02-13T20:25:37.732222] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2026-02-13T20:25:37.732277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:37.732309] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:37.732338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:37.732397] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:37.791249] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:37.791992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:37.792075] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:37.792109] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:37.904496] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:37.904679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:37.904728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:37.904757] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:37.908282] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: DOWN (p=5.83%)
[2026-02-13T20:25:37.908633] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2026-02-13T20:25:37.908769] [INFO ] [sig       ] LCFY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:38.054657] [INFO ] [LOCAL     ] Saved forecast: LCFY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LCFY.txt
[2026-02-13T20:25:38.054808] [INFO ] [sig       ] [1798/3406] Completed LCFY in 0.3s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:38.054848] [INFO ] [sig       ] [1799/3406] Forecasting LCID...
[2026-02-13T20:25:38.054879] [INFO ] [sig       ] Generating forecast for: LCID
[2026-02-13T20:25:38.054915] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2026-02-13T20:25:38.066534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2026-02-13T20:25:38.066920] [INFO ] [FORECASTER] Starting predict_future for LCID
[2026-02-13T20:25:38.067780] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2026-02-13T20:25:38.067833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:38.067864] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:38.067890] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:38.067945] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:38.126242] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:38.127053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:38.127157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:38.127201] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:38.250525] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:38.250712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:38.250757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:38.250788] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:38.254304] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: UP (p=72.39%)
[2026-02-13T20:25:38.254613] [INFO ] [FORECASTER] Completed predict_future for LCID
[2026-02-13T20:25:38.254752] [INFO ] [sig       ] LCID: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:38.427626] [INFO ] [LOCAL     ] Saved forecast: LCID	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LCID.txt
[2026-02-13T20:25:38.427784] [INFO ] [sig       ] [1799/3406] Completed LCID in 0.4s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:38.427824] [INFO ] [sig       ] [1800/3406] Forecasting LCII...
[2026-02-13T20:25:38.427855] [INFO ] [sig       ] Generating forecast for: LCII
[2026-02-13T20:25:38.427885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2026-02-13T20:25:38.440312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2026-02-13T20:25:38.440780] [INFO ] [FORECASTER] Starting predict_future for LCII
[2026-02-13T20:25:38.441844] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2026-02-13T20:25:38.441906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:38.441941] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:38.441970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:38.442031] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:38.503469] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:38.504398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:38.504495] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:38.504532] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:38.634160] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:38.634347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:38.634390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:38.634422] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:38.638392] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: UP (p=94.76%)
[2026-02-13T20:25:38.638805] [INFO ] [FORECASTER] Completed predict_future for LCII
[2026-02-13T20:25:38.638960] [INFO ] [sig       ] LCII: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:38.793068] [INFO ] [LOCAL     ] Saved forecast: LCII	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LCII.txt
[2026-02-13T20:25:38.793237] [INFO ] [sig       ] [1800/3406] Completed LCII in 0.4s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:38.793278] [INFO ] [sig       ] [1801/3406] Forecasting LCNB...
[2026-02-13T20:25:38.793308] [INFO ] [sig       ] Generating forecast for: LCNB
[2026-02-13T20:25:38.793339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2026-02-13T20:25:38.805711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2026-02-13T20:25:38.806132] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2026-02-13T20:25:38.807042] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2026-02-13T20:25:38.807148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:38.807196] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:38.807235] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:38.807319] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:38.866279] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:38.867219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:38.867315] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:38.867350] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:38.981944] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:38.982105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:38.982145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:38.982174] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:38.985837] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: DOWN (p=12.24%)
[2026-02-13T20:25:38.986163] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2026-02-13T20:25:38.986299] [INFO ] [sig       ] LCNB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:39.131198] [INFO ] [LOCAL     ] Saved forecast: LCNB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LCNB.txt
[2026-02-13T20:25:39.131368] [INFO ] [sig       ] [1801/3406] Completed LCNB in 0.3s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:39.131412] [INFO ] [sig       ] [1802/3406] Forecasting LDI...
[2026-02-13T20:25:39.131443] [INFO ] [sig       ] Generating forecast for: LDI
[2026-02-13T20:25:39.131473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2026-02-13T20:25:39.143388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDI'.
[2026-02-13T20:25:39.143838] [INFO ] [FORECASTER] Starting predict_future for LDI
[2026-02-13T20:25:39.144709] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2026-02-13T20:25:39.144765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:39.144797] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:39.144824] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:39.144883] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:39.203656] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:39.204565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:39.204684] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:39.204719] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:39.327710] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:39.327886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:39.327939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:39.327970] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:39.331997] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=70.41%)
[2026-02-13T20:25:39.332354] [INFO ] [FORECASTER] Completed predict_future for LDI
[2026-02-13T20:25:39.332513] [INFO ] [sig       ] LDI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:39.477240] [INFO ] [LOCAL     ] Saved forecast: LDI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LDI.txt
[2026-02-13T20:25:39.477424] [INFO ] [sig       ] [1802/3406] Completed LDI in 0.3s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:39.477469] [INFO ] [sig       ] [1803/3406] Forecasting LDP...
[2026-02-13T20:25:39.477502] [INFO ] [sig       ] Generating forecast for: LDP
[2026-02-13T20:25:39.477533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2026-02-13T20:25:39.489960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2026-02-13T20:25:39.490388] [INFO ] [FORECASTER] Starting predict_future for LDP
[2026-02-13T20:25:39.491308] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2026-02-13T20:25:39.491378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:39.491418] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:39.491451] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:39.491521] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:39.551866] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:39.552821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:39.552938] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:39.552974] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:39.678739] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:39.678904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:39.678945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:39.678975] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:39.682841] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: DOWN (p=3.60%)
[2026-02-13T20:25:39.683266] [INFO ] [FORECASTER] Completed predict_future for LDP
[2026-02-13T20:25:39.683427] [INFO ] [sig       ] LDP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:39.831306] [INFO ] [LOCAL     ] Saved forecast: LDP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LDP.txt
[2026-02-13T20:25:39.831496] [INFO ] [sig       ] [1803/3406] Completed LDP in 0.4s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:39.831545] [INFO ] [sig       ] [1804/3406] Forecasting LE...
[2026-02-13T20:25:39.831603] [INFO ] [sig       ] Generating forecast for: LE
[2026-02-13T20:25:39.831639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2026-02-13T20:25:39.843257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2026-02-13T20:25:39.843706] [INFO ] [FORECASTER] Starting predict_future for LE
[2026-02-13T20:25:39.844643] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2026-02-13T20:25:39.844700] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:39.844733] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:39.844762] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:39.844821] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:39.904181] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:39.905101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:39.905205] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:39.905240] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:40.041779] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:40.041974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:40.042058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:40.042088] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:40.046065] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2026-02-13T20:25:40.046475] [INFO ] [FORECASTER] Completed predict_future for LE
[2026-02-13T20:25:40.046696] [INFO ] [sig       ] LE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:40.199459] [INFO ] [LOCAL     ] Saved forecast: LE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LE.txt
[2026-02-13T20:25:40.199652] [INFO ] [sig       ] [1804/3406] Completed LE in 0.4s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:40.199697] [INFO ] [sig       ] [1805/3406] Forecasting LEA...
[2026-02-13T20:25:40.199726] [INFO ] [sig       ] Generating forecast for: LEA
[2026-02-13T20:25:40.199756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2026-02-13T20:25:40.211720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEA'.
[2026-02-13T20:25:40.212153] [INFO ] [FORECASTER] Starting predict_future for LEA
[2026-02-13T20:25:40.213142] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2026-02-13T20:25:40.213224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:40.213257] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:40.213284] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:40.213343] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:40.272695] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:40.273727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:40.273838] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:40.273873] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:40.396447] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:40.396646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:40.396690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:40.396720] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:40.400496] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=0.29%)
[2026-02-13T20:25:40.400917] [INFO ] [FORECASTER] Completed predict_future for LEA
[2026-02-13T20:25:40.401074] [INFO ] [sig       ] LEA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:40.559793] [INFO ] [LOCAL     ] Saved forecast: LEA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LEA.txt
[2026-02-13T20:25:40.559965] [INFO ] [sig       ] [1805/3406] Completed LEA in 0.4s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:40.560011] [INFO ] [sig       ] [1806/3406] Forecasting LECO...
[2026-02-13T20:25:40.560053] [INFO ] [sig       ] Generating forecast for: LECO
[2026-02-13T20:25:40.560097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2026-02-13T20:25:40.571676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2026-02-13T20:25:40.572080] [INFO ] [FORECASTER] Starting predict_future for LECO
[2026-02-13T20:25:40.573001] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2026-02-13T20:25:40.573069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:40.573117] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:40.573156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:40.573229] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:40.639212] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:40.640219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:40.640304] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:40.640345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:40.770175] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:40.770335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:40.770379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:40.770414] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:40.774380] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=17.66%)
[2026-02-13T20:25:40.774984] [INFO ] [FORECASTER] Completed predict_future for LECO
[2026-02-13T20:25:40.775140] [INFO ] [sig       ] LECO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:40.928013] [INFO ] [LOCAL     ] Saved forecast: LECO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LECO.txt
[2026-02-13T20:25:40.928197] [INFO ] [sig       ] [1806/3406] Completed LECO in 0.4s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:40.928245] [INFO ] [sig       ] [1807/3406] Forecasting LEG...
[2026-02-13T20:25:40.928276] [INFO ] [sig       ] Generating forecast for: LEG
[2026-02-13T20:25:40.928307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2026-02-13T20:25:40.940503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEG'.
[2026-02-13T20:25:40.940924] [INFO ] [FORECASTER] Starting predict_future for LEG
[2026-02-13T20:25:40.941819] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2026-02-13T20:25:40.941874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:40.941906] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:40.941934] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:40.941991] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:41.005428] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:41.006333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:41.006419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:41.006452] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:41.142188] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:41.142368] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:41.142423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:41.142461] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:41.146617] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=49.80%)
[2026-02-13T20:25:41.146921] [INFO ] [FORECASTER] Completed predict_future for LEG
[2026-02-13T20:25:41.147054] [INFO ] [sig       ] LEG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:41.304138] [INFO ] [LOCAL     ] Saved forecast: LEG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LEG.txt
[2026-02-13T20:25:41.304295] [INFO ] [sig       ] [1807/3406] Completed LEG in 0.4s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:41.304338] [INFO ] [sig       ] [1808/3406] Forecasting LEGH...
[2026-02-13T20:25:41.304368] [INFO ] [sig       ] Generating forecast for: LEGH
[2026-02-13T20:25:41.304444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2026-02-13T20:25:41.316319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGH'.
[2026-02-13T20:25:41.316706] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2026-02-13T20:25:41.317658] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2026-02-13T20:25:41.317729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:41.317769] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:41.317797] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:41.317859] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:41.379692] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:41.380633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:41.380751] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:41.380787] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:41.507321] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:41.507482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:41.507523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:41.507552] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:41.511279] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: UP (p=93.97%)
[2026-02-13T20:25:41.511608] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2026-02-13T20:25:41.511747] [INFO ] [sig       ] LEGH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:41.654300] [INFO ] [LOCAL     ] Saved forecast: LEGH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LEGH.txt
[2026-02-13T20:25:41.654459] [INFO ] [sig       ] [1808/3406] Completed LEGH in 0.4s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:41.654499] [INFO ] [sig       ] [1809/3406] Forecasting LEGN...
[2026-02-13T20:25:41.654528] [INFO ] [sig       ] Generating forecast for: LEGN
[2026-02-13T20:25:41.654558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2026-02-13T20:25:41.666138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEGN'.
[2026-02-13T20:25:41.666550] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2026-02-13T20:25:41.667434] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2026-02-13T20:25:41.667491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:41.667525] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:41.667554] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:41.667657] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:41.732474] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:41.733421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:41.733514] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:41.733547] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:41.852752] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:41.852913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:41.852955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:41.852984] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:41.856458] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: DOWN (p=42.47%)
[2026-02-13T20:25:41.856802] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2026-02-13T20:25:41.856938] [INFO ] [sig       ] LEGN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:42.009918] [INFO ] [LOCAL     ] Saved forecast: LEGN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LEGN.txt
[2026-02-13T20:25:42.010087] [INFO ] [sig       ] [1809/3406] Completed LEGN in 0.4s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:42.010128] [INFO ] [sig       ] [1810/3406] Forecasting LEN...
[2026-02-13T20:25:42.010159] [INFO ] [sig       ] Generating forecast for: LEN
[2026-02-13T20:25:42.010191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2026-02-13T20:25:42.023378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2026-02-13T20:25:42.023822] [INFO ] [FORECASTER] Starting predict_future for LEN
[2026-02-13T20:25:42.024740] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2026-02-13T20:25:42.024794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:42.024827] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:42.024853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:42.024909] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:42.084420] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:42.085398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:42.085493] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:42.085529] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:42.207767] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:42.207960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:42.208003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:42.208036] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:42.211757] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=93.57%)
[2026-02-13T20:25:42.212058] [INFO ] [FORECASTER] Completed predict_future for LEN
[2026-02-13T20:25:42.212191] [INFO ] [sig       ] LEN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:42.352222] [INFO ] [LOCAL     ] Saved forecast: LEN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LEN.txt
[2026-02-13T20:25:42.352376] [INFO ] [sig       ] [1810/3406] Completed LEN in 0.3s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:42.352416] [INFO ] [sig       ] [1811/3406] Forecasting LENZ...
[2026-02-13T20:25:42.352449] [INFO ] [sig       ] Generating forecast for: LENZ
[2026-02-13T20:25:42.352484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2026-02-13T20:25:42.364152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LENZ'.
[2026-02-13T20:25:42.364505] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2026-02-13T20:25:42.365320] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2026-02-13T20:25:42.365373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:42.365407] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:42.365434] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:42.365492] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:42.423501] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:42.424429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:42.424533] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:42.424596] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:42.547694] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:42.547851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:42.547891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:42.547920] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:42.551376] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=72.90%)
[2026-02-13T20:25:42.551704] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2026-02-13T20:25:42.551854] [INFO ] [sig       ] LENZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:42.695268] [INFO ] [LOCAL     ] Saved forecast: LENZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LENZ.txt
[2026-02-13T20:25:42.695428] [INFO ] [sig       ] [1811/3406] Completed LENZ in 0.3s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:42.695477] [INFO ] [sig       ] [1812/3406] Forecasting LEO...
[2026-02-13T20:25:42.695510] [INFO ] [sig       ] Generating forecast for: LEO
[2026-02-13T20:25:42.695542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2026-02-13T20:25:42.708379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEO'.
[2026-02-13T20:25:42.708872] [INFO ] [FORECASTER] Starting predict_future for LEO
[2026-02-13T20:25:42.709810] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2026-02-13T20:25:42.709867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:42.709900] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:42.709927] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:42.709985] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:42.770637] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:42.771567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:42.771684] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:42.771718] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:42.895290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:42.895448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:42.895496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:42.895532] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:42.899082] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=26.41%)
[2026-02-13T20:25:42.899410] [INFO ] [FORECASTER] Completed predict_future for LEO
[2026-02-13T20:25:42.899604] [INFO ] [sig       ] LEO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:43.045142] [INFO ] [LOCAL     ] Saved forecast: LEO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LEO.txt
[2026-02-13T20:25:43.045299] [INFO ] [sig       ] [1812/3406] Completed LEO in 0.3s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:43.045339] [INFO ] [sig       ] [1813/3406] Forecasting LESL...
[2026-02-13T20:25:43.045370] [INFO ] [sig       ] Generating forecast for: LESL
[2026-02-13T20:25:43.045401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2026-02-13T20:25:43.057169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LESL'.
[2026-02-13T20:25:43.057523] [INFO ] [FORECASTER] Starting predict_future for LESL
[2026-02-13T20:25:43.058349] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2026-02-13T20:25:43.058402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:43.058440] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:43.058473] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:43.058543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:43.115284] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:43.116152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:43.116239] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:43.116272] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:43.238553] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:43.238740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:43.238781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:43.238810] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:43.242560] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: DOWN (p=20.29%)
[2026-02-13T20:25:43.242987] [INFO ] [FORECASTER] Completed predict_future for LESL
[2026-02-13T20:25:43.243172] [INFO ] [sig       ] LESL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:43.400365] [INFO ] [LOCAL     ] Saved forecast: LESL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LESL.txt
[2026-02-13T20:25:43.400550] [INFO ] [sig       ] [1813/3406] Completed LESL in 0.4s | 2.84 sym/s | Total: 10.6m | ETA: 9.4m
[2026-02-13T20:25:43.400630] [INFO ] [sig       ] [1814/3406] Forecasting LEVI...
[2026-02-13T20:25:43.400666] [INFO ] [sig       ] Generating forecast for: LEVI
[2026-02-13T20:25:43.400697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2026-02-13T20:25:43.413194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2026-02-13T20:25:43.413618] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2026-02-13T20:25:43.414417] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2026-02-13T20:25:43.414470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:43.414502] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:43.414528] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:43.414604] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:43.470673] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:43.471555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:43.471666] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:43.471699] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:43.598219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:43.598379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:43.598419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:43.598447] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:43.601943] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: DOWN (p=14.36%)
[2026-02-13T20:25:43.602240] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2026-02-13T20:25:43.602466] [INFO ] [sig       ] LEVI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:43.745412] [INFO ] [LOCAL     ] Saved forecast: LEVI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LEVI.txt
[2026-02-13T20:25:43.745625] [INFO ] [sig       ] [1814/3406] Completed LEVI in 0.3s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:43.745674] [INFO ] [sig       ] [1815/3406] Forecasting LFMD...
[2026-02-13T20:25:43.745705] [INFO ] [sig       ] Generating forecast for: LFMD
[2026-02-13T20:25:43.745736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2026-02-13T20:25:43.757499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2026-02-13T20:25:43.757952] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2026-02-13T20:25:43.758877] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2026-02-13T20:25:43.758932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:43.758974] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:43.759029] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:43.759092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:43.816218] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:43.817171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:43.817262] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:43.817297] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:43.941817] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:43.941970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:43.942028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:43.942060] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:43.945679] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: DOWN (p=44.47%)
[2026-02-13T20:25:43.945968] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2026-02-13T20:25:43.946101] [INFO ] [sig       ] LFMD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:44.087277] [INFO ] [LOCAL     ] Saved forecast: LFMD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LFMD.txt
[2026-02-13T20:25:44.087428] [INFO ] [sig       ] [1815/3406] Completed LFMD in 0.3s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:44.087470] [INFO ] [sig       ] [1816/3406] Forecasting LFUS...
[2026-02-13T20:25:44.087508] [INFO ] [sig       ] Generating forecast for: LFUS
[2026-02-13T20:25:44.087545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2026-02-13T20:25:44.098538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2026-02-13T20:25:44.098901] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2026-02-13T20:25:44.099698] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2026-02-13T20:25:44.099752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:44.099783] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:44.099810] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:44.099866] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:44.160355] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:44.161343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:44.161438] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:44.161474] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:44.285622] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:44.285774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:44.285813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:44.285842] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:44.289475] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: UP (p=93.51%)
[2026-02-13T20:25:44.289785] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2026-02-13T20:25:44.289918] [INFO ] [sig       ] LFUS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:44.429740] [INFO ] [LOCAL     ] Saved forecast: LFUS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LFUS.txt
[2026-02-13T20:25:44.429896] [INFO ] [sig       ] [1816/3406] Completed LFUS in 0.3s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:44.429935] [INFO ] [sig       ] [1817/3406] Forecasting LFVN...
[2026-02-13T20:25:44.429967] [INFO ] [sig       ] Generating forecast for: LFVN
[2026-02-13T20:25:44.429996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2026-02-13T20:25:44.441751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFVN'.
[2026-02-13T20:25:44.442129] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2026-02-13T20:25:44.442960] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2026-02-13T20:25:44.443022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:44.443055] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:44.443083] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:44.443142] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:44.501394] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:44.502330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:44.502418] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:44.502452] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:44.627367] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:44.627507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:44.627548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:44.627622] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:44.631270] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2026-02-13T20:25:44.631551] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2026-02-13T20:25:44.631698] [INFO ] [sig       ] LFVN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:44.771741] [INFO ] [LOCAL     ] Saved forecast: LFVN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LFVN.txt
[2026-02-13T20:25:44.771885] [INFO ] [sig       ] [1817/3406] Completed LFVN in 0.3s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:44.771924] [INFO ] [sig       ] [1818/3406] Forecasting LGCL...
[2026-02-13T20:25:44.771953] [INFO ] [sig       ] Generating forecast for: LGCL
[2026-02-13T20:25:44.771984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2026-02-13T20:25:44.782737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2026-02-13T20:25:44.783051] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2026-02-13T20:25:44.783872] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2026-02-13T20:25:44.783925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:44.783957] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:44.783984] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:44.784040] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:44.841752] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:44.842407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:44.842507] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:44.842563] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:44.974855] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:44.975040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:44.975097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:44.975136] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:44.979904] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: UP (p=69.41%)
[2026-02-13T20:25:44.980327] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2026-02-13T20:25:44.980512] [INFO ] [sig       ] LGCL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:45.137155] [INFO ] [LOCAL     ] Saved forecast: LGCL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LGCL.txt
[2026-02-13T20:25:45.137306] [INFO ] [sig       ] [1818/3406] Completed LGCL in 0.4s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:45.137345] [INFO ] [sig       ] [1819/3406] Forecasting LGI...
[2026-02-13T20:25:45.137374] [INFO ] [sig       ] Generating forecast for: LGI
[2026-02-13T20:25:45.137406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2026-02-13T20:25:45.148708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGI'.
[2026-02-13T20:25:45.149285] [INFO ] [FORECASTER] Starting predict_future for LGI
[2026-02-13T20:25:45.150118] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2026-02-13T20:25:45.150171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:45.150230] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:45.150260] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:45.150317] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:45.206622] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:45.207502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:45.207627] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:45.207663] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:45.330689] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:45.330843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:45.330883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:45.330912] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:45.334465] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: UP (p=70.25%)
[2026-02-13T20:25:45.334816] [INFO ] [FORECASTER] Completed predict_future for LGI
[2026-02-13T20:25:45.334957] [INFO ] [sig       ] LGI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:45.486854] [INFO ] [LOCAL     ] Saved forecast: LGI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LGI.txt
[2026-02-13T20:25:45.487083] [INFO ] [sig       ] [1819/3406] Completed LGI in 0.3s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:45.487145] [INFO ] [sig       ] [1820/3406] Forecasting LGIH...
[2026-02-13T20:25:45.487188] [INFO ] [sig       ] Generating forecast for: LGIH
[2026-02-13T20:25:45.487231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2026-02-13T20:25:45.502436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2026-02-13T20:25:45.502931] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2026-02-13T20:25:45.503989] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2026-02-13T20:25:45.504056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:45.504099] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:45.504135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:45.504200] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:45.562586] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:45.563502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:45.563629] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:45.563673] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:45.693594] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:45.693753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:45.693793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:45.693821] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:45.697223] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: UP (p=88.86%)
[2026-02-13T20:25:45.697510] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2026-02-13T20:25:45.697675] [INFO ] [sig       ] LGIH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:45.837506] [INFO ] [LOCAL     ] Saved forecast: LGIH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LGIH.txt
[2026-02-13T20:25:45.840814] [INFO ] [sig       ] [1820/3406] Completed LGIH in 0.4s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:45.840891] [INFO ] [sig       ] [1821/3406] Forecasting LGND...
[2026-02-13T20:25:45.840923] [INFO ] [sig       ] Generating forecast for: LGND
[2026-02-13T20:25:45.840954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2026-02-13T20:25:45.852973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2026-02-13T20:25:45.853410] [INFO ] [FORECASTER] Starting predict_future for LGND
[2026-02-13T20:25:45.854240] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2026-02-13T20:25:45.854292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:45.854324] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:45.854350] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:45.854405] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:45.911593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:45.912511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:45.912630] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:45.912667] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:46.037318] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:46.037515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:46.037601] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:46.037642] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:46.041111] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: DOWN (p=22.92%)
[2026-02-13T20:25:46.041408] [INFO ] [FORECASTER] Completed predict_future for LGND
[2026-02-13T20:25:46.041542] [INFO ] [sig       ] LGND: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:46.180700] [INFO ] [LOCAL     ] Saved forecast: LGND	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LGND.txt
[2026-02-13T20:25:46.180862] [INFO ] [sig       ] [1821/3406] Completed LGND in 0.3s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:46.180902] [INFO ] [sig       ] [1822/3406] Forecasting LH...
[2026-02-13T20:25:46.180933] [INFO ] [sig       ] Generating forecast for: LH
[2026-02-13T20:25:46.180963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2026-02-13T20:25:46.193140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2026-02-13T20:25:46.193549] [INFO ] [FORECASTER] Starting predict_future for LH
[2026-02-13T20:25:46.194393] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2026-02-13T20:25:46.194444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:46.194685] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:46.194718] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:46.194775] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:46.252108] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:46.253006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:46.253093] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:46.253125] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:46.373790] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:46.373950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:46.373989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:46.374017] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:46.377703] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2026-02-13T20:25:46.377989] [INFO ] [FORECASTER] Completed predict_future for LH
[2026-02-13T20:25:46.378115] [INFO ] [sig       ] LH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:46.520814] [INFO ] [LOCAL     ] Saved forecast: LH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LH.txt
[2026-02-13T20:25:46.520975] [INFO ] [sig       ] [1822/3406] Completed LH in 0.3s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:46.521015] [INFO ] [sig       ] [1823/3406] Forecasting LHX...
[2026-02-13T20:25:46.521053] [INFO ] [sig       ] Generating forecast for: LHX
[2026-02-13T20:25:46.521084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2026-02-13T20:25:46.531759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2026-02-13T20:25:46.532124] [INFO ] [FORECASTER] Starting predict_future for LHX
[2026-02-13T20:25:46.532940] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2026-02-13T20:25:46.532992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:46.533024] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:46.533050] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:46.533106] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:46.592628] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:46.593514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:46.593626] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:46.593661] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:46.719156] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:46.719321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:46.719360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:46.719389] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:46.723620] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=84.85%)
[2026-02-13T20:25:46.724214] [INFO ] [FORECASTER] Completed predict_future for LHX
[2026-02-13T20:25:46.724365] [INFO ] [sig       ] LHX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:46.868622] [INFO ] [LOCAL     ] Saved forecast: LHX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LHX.txt
[2026-02-13T20:25:46.868784] [INFO ] [sig       ] [1823/3406] Completed LHX in 0.3s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:46.868832] [INFO ] [sig       ] [1824/3406] Forecasting LI...
[2026-02-13T20:25:46.868862] [INFO ] [sig       ] Generating forecast for: LI
[2026-02-13T20:25:46.868898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2026-02-13T20:25:46.881118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LI'.
[2026-02-13T20:25:46.881520] [INFO ] [FORECASTER] Starting predict_future for LI
[2026-02-13T20:25:46.882482] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2026-02-13T20:25:46.882537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:46.882569] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:46.882625] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:46.882683] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:46.946318] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:46.947198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:46.947283] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:46.947316] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:47.082441] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:47.082659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:47.082725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:47.082776] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:47.088170] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=35.75%)
[2026-02-13T20:25:47.088559] [INFO ] [FORECASTER] Completed predict_future for LI
[2026-02-13T20:25:47.088739] [INFO ] [sig       ] LI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:47.235864] [INFO ] [LOCAL     ] Saved forecast: LI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LI.txt
[2026-02-13T20:25:47.236036] [INFO ] [sig       ] [1824/3406] Completed LI in 0.4s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:47.236084] [INFO ] [sig       ] [1825/3406] Forecasting LICN...
[2026-02-13T20:25:47.236156] [INFO ] [sig       ] Generating forecast for: LICN
[2026-02-13T20:25:47.236191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2026-02-13T20:25:47.249543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LICN'.
[2026-02-13T20:25:47.250049] [INFO ] [FORECASTER] Starting predict_future for LICN
[2026-02-13T20:25:47.251024] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2026-02-13T20:25:47.251086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:47.251123] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:47.251153] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:47.251224] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:47.317312] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:47.318333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:47.318437] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:47.318471] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:47.435912] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:47.436076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:47.436119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:47.436150] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:47.439893] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: UP (p=60.33%)
[2026-02-13T20:25:47.440245] [INFO ] [FORECASTER] Completed predict_future for LICN
[2026-02-13T20:25:47.440393] [INFO ] [sig       ] LICN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:47.583618] [INFO ] [LOCAL     ] Saved forecast: LICN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LICN.txt
[2026-02-13T20:25:47.583786] [INFO ] [sig       ] [1825/3406] Completed LICN in 0.3s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:47.583826] [INFO ] [sig       ] [1826/3406] Forecasting LIF...
[2026-02-13T20:25:47.583857] [INFO ] [sig       ] Generating forecast for: LIF
[2026-02-13T20:25:47.583887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2026-02-13T20:25:47.595818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2026-02-13T20:25:47.596234] [INFO ] [FORECASTER] Starting predict_future for LIF
[2026-02-13T20:25:47.597182] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2026-02-13T20:25:47.597239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:47.597273] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:47.597301] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:47.597360] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:47.660023] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:47.661130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:47.661237] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:47.661289] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:47.792520] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:47.792746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:47.792802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:47.792858] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:47.796498] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=87.59%)
[2026-02-13T20:25:47.796809] [INFO ] [FORECASTER] Completed predict_future for LIF
[2026-02-13T20:25:47.796947] [INFO ] [sig       ] LIF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:47.936307] [INFO ] [LOCAL     ] Saved forecast: LIF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LIF.txt
[2026-02-13T20:25:47.936461] [INFO ] [sig       ] [1826/3406] Completed LIF in 0.4s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:47.936502] [INFO ] [sig       ] [1827/3406] Forecasting LII...
[2026-02-13T20:25:47.936534] [INFO ] [sig       ] Generating forecast for: LII
[2026-02-13T20:25:47.936564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2026-02-13T20:25:47.947718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2026-02-13T20:25:47.948061] [INFO ] [FORECASTER] Starting predict_future for LII
[2026-02-13T20:25:47.948931] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2026-02-13T20:25:47.948985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:47.949018] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:47.949045] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:47.949103] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:48.008493] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:48.009634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:48.009719] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:48.009754] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:48.134349] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:48.134505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:48.134545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:48.134593] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:48.138280] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=93.14%)
[2026-02-13T20:25:48.138593] [INFO ] [FORECASTER] Completed predict_future for LII
[2026-02-13T20:25:48.138730] [INFO ] [sig       ] LII: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:48.283345] [INFO ] [LOCAL     ] Saved forecast: LII	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LII.txt
[2026-02-13T20:25:48.283488] [INFO ] [sig       ] [1827/3406] Completed LII in 0.3s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:48.283528] [INFO ] [sig       ] [1828/3406] Forecasting LILA...
[2026-02-13T20:25:48.283559] [INFO ] [sig       ] Generating forecast for: LILA
[2026-02-13T20:25:48.283614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2026-02-13T20:25:48.295400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2026-02-13T20:25:48.295752] [INFO ] [FORECASTER] Starting predict_future for LILA
[2026-02-13T20:25:48.296548] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2026-02-13T20:25:48.296620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:48.296653] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:48.296679] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:48.296765] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:48.358163] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:48.359084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:48.359167] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:48.359236] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:48.484093] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:48.484293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:48.484340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:48.484374] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:48.488596] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: UP (p=84.67%)
[2026-02-13T20:25:48.489105] [INFO ] [FORECASTER] Completed predict_future for LILA
[2026-02-13T20:25:48.489249] [INFO ] [sig       ] LILA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:48.631705] [INFO ] [LOCAL     ] Saved forecast: LILA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LILA.txt
[2026-02-13T20:25:48.631845] [INFO ] [sig       ] [1828/3406] Completed LILA in 0.3s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:48.631884] [INFO ] [sig       ] [1829/3406] Forecasting LILAK...
[2026-02-13T20:25:48.631914] [INFO ] [sig       ] Generating forecast for: LILAK
[2026-02-13T20:25:48.631943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2026-02-13T20:25:48.644293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2026-02-13T20:25:48.644859] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2026-02-13T20:25:48.645712] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2026-02-13T20:25:48.645766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:48.645799] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:48.645828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:48.645887] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:48.704754] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:48.705659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:48.705744] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:48.705779] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:48.831516] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:48.831709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:48.831758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:48.831787] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:48.835256] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2026-02-13T20:25:48.835542] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2026-02-13T20:25:48.835702] [INFO ] [sig       ] LILAK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:48.976151] [INFO ] [LOCAL     ] Saved forecast: LILAK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LILAK.txt
[2026-02-13T20:25:48.976320] [INFO ] [sig       ] [1829/3406] Completed LILAK in 0.3s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:48.976366] [INFO ] [sig       ] [1830/3406] Forecasting LIN...
[2026-02-13T20:25:48.976398] [INFO ] [sig       ] Generating forecast for: LIN
[2026-02-13T20:25:48.976430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2026-02-13T20:25:48.987540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2026-02-13T20:25:48.987922] [INFO ] [FORECASTER] Starting predict_future for LIN
[2026-02-13T20:25:48.988738] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2026-02-13T20:25:48.988791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:48.988824] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:48.988852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:48.988945] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:49.047378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:49.051754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:49.051887] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:49.051921] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:49.169295] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:49.169455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:49.169498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:49.169528] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:49.172976] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: DOWN (p=18.60%)
[2026-02-13T20:25:49.173260] [INFO ] [FORECASTER] Completed predict_future for LIN
[2026-02-13T20:25:49.173388] [INFO ] [sig       ] LIN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:49.314041] [INFO ] [LOCAL     ] Saved forecast: LIN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LIN.txt
[2026-02-13T20:25:49.314183] [INFO ] [sig       ] [1830/3406] Completed LIN in 0.3s | 2.84 sym/s | Total: 10.7m | ETA: 9.3m
[2026-02-13T20:25:49.314222] [INFO ] [sig       ] [1831/3406] Forecasting LINC...
[2026-02-13T20:25:49.314252] [INFO ] [sig       ] Generating forecast for: LINC
[2026-02-13T20:25:49.314282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2026-02-13T20:25:49.326128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2026-02-13T20:25:49.326477] [INFO ] [FORECASTER] Starting predict_future for LINC
[2026-02-13T20:25:49.327284] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2026-02-13T20:25:49.327339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:49.327372] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:49.327400] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:49.327456] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:49.387235] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:49.388196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:49.388278] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:49.388312] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:49.514764] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:49.514939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:49.514997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:49.515034] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:49.518765] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2026-02-13T20:25:49.519218] [INFO ] [FORECASTER] Completed predict_future for LINC
[2026-02-13T20:25:49.519379] [INFO ] [sig       ] LINC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:49.666324] [INFO ] [LOCAL     ] Saved forecast: LINC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LINC.txt
[2026-02-13T20:25:49.666501] [INFO ] [sig       ] [1831/3406] Completed LINC in 0.4s | 2.84 sym/s | Total: 10.7m | ETA: 9.2m
[2026-02-13T20:25:49.666544] [INFO ] [sig       ] [1832/3406] Forecasting LIND...
[2026-02-13T20:25:49.666595] [INFO ] [sig       ] Generating forecast for: LIND
[2026-02-13T20:25:49.666629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2026-02-13T20:25:49.678527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2026-02-13T20:25:49.678918] [INFO ] [FORECASTER] Starting predict_future for LIND
[2026-02-13T20:25:49.679774] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2026-02-13T20:25:49.679827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:49.679859] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:49.679887] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:49.679955] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:49.740945] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:49.741905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:49.741989] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:49.742022] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:49.867080] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:49.867250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:49.867291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:49.867321] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:49.870932] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: DOWN (p=32.84%)
[2026-02-13T20:25:49.871247] [INFO ] [FORECASTER] Completed predict_future for LIND
[2026-02-13T20:25:49.871381] [INFO ] [sig       ] LIND: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:50.015028] [INFO ] [LOCAL     ] Saved forecast: LIND	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LIND.txt
[2026-02-13T20:25:50.015185] [INFO ] [sig       ] [1832/3406] Completed LIND in 0.3s | 2.84 sym/s | Total: 10.8m | ETA: 9.2m
[2026-02-13T20:25:50.015226] [INFO ] [sig       ] [1833/3406] Forecasting LINE...
[2026-02-13T20:25:50.015256] [INFO ] [sig       ] Generating forecast for: LINE
[2026-02-13T20:25:50.015286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2026-02-13T20:25:50.026847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2026-02-13T20:25:50.027230] [INFO ] [FORECASTER] Starting predict_future for LINE
[2026-02-13T20:25:50.028082] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2026-02-13T20:25:50.028137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:50.028169] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:50.028197] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:50.028254] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:50.086338] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:50.087124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:50.087205] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:50.087239] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:50.213043] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:50.213202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:50.213243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:50.213274] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:50.216954] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2026-02-13T20:25:50.217251] [INFO ] [FORECASTER] Completed predict_future for LINE
[2026-02-13T20:25:50.217384] [INFO ] [sig       ] LINE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:50.441402] [INFO ] [LOCAL     ] Saved forecast: LINE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LINE.txt
[2026-02-13T20:25:50.441652] [INFO ] [sig       ] [1833/3406] Completed LINE in 0.4s | 2.84 sym/s | Total: 10.8m | ETA: 9.2m
[2026-02-13T20:25:50.441719] [INFO ] [sig       ] [1834/3406] Forecasting LINK...
[2026-02-13T20:25:50.441762] [INFO ] [sig       ] Generating forecast for: LINK
[2026-02-13T20:25:50.441816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2026-02-13T20:25:50.454037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2026-02-13T20:25:50.454476] [INFO ] [FORECASTER] Starting predict_future for LINK
[2026-02-13T20:25:50.455518] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2026-02-13T20:25:50.455612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:50.455657] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:50.455698] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:50.455777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:50.518032] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:50.518939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:50.519027] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:50.519062] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:50.635810] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:50.635973] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:50.636012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:50.636041] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:50.639563] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: DOWN (p=7.61%)
[2026-02-13T20:25:50.639906] [INFO ] [FORECASTER] Completed predict_future for LINK
[2026-02-13T20:25:50.640045] [INFO ] [sig       ] LINK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:50.780264] [INFO ] [LOCAL     ] Saved forecast: LINK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LINK.txt
[2026-02-13T20:25:50.780422] [INFO ] [sig       ] [1834/3406] Completed LINK in 0.3s | 2.84 sym/s | Total: 10.8m | ETA: 9.2m
[2026-02-13T20:25:50.780461] [INFO ] [sig       ] [1835/3406] Forecasting LITE...
[2026-02-13T20:25:50.780491] [INFO ] [sig       ] Generating forecast for: LITE
[2026-02-13T20:25:50.780520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2026-02-13T20:25:50.792475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2026-02-13T20:25:50.793129] [INFO ] [FORECASTER] Starting predict_future for LITE
[2026-02-13T20:25:50.793999] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2026-02-13T20:25:50.794054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:50.794086] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:50.794113] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:50.794171] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:50.851724] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:50.852455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:50.852537] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:50.852570] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:50.978625] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:50.978773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:50.978819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:50.978848] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:50.982297] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2026-02-13T20:25:50.982588] [INFO ] [FORECASTER] Completed predict_future for LITE
[2026-02-13T20:25:50.982717] [INFO ] [sig       ] LITE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:51.124332] [INFO ] [LOCAL     ] Saved forecast: LITE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LITE.txt
[2026-02-13T20:25:51.124508] [INFO ] [sig       ] [1835/3406] Completed LITE in 0.3s | 2.84 sym/s | Total: 10.8m | ETA: 9.2m
[2026-02-13T20:25:51.124552] [INFO ] [sig       ] [1836/3406] Forecasting LITM...
[2026-02-13T20:25:51.124614] [INFO ] [sig       ] Generating forecast for: LITM
[2026-02-13T20:25:51.124651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2026-02-13T20:25:51.135407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2026-02-13T20:25:51.135784] [INFO ] [FORECASTER] Starting predict_future for LITM
[2026-02-13T20:25:51.136566] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2026-02-13T20:25:51.136641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:51.136674] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:51.136701] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:51.136756] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:51.194429] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:51.195303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:51.195389] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:51.195423] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:51.316120] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:51.316279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:51.316318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:51.316347] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:51.319919] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: UP (p=94.08%)
[2026-02-13T20:25:51.320216] [INFO ] [FORECASTER] Completed predict_future for LITM
[2026-02-13T20:25:51.320351] [INFO ] [sig       ] LITM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:51.478616] [INFO ] [LOCAL     ] Saved forecast: LITM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LITM.txt
[2026-02-13T20:25:51.478802] [INFO ] [sig       ] [1836/3406] Completed LITM in 0.4s | 2.84 sym/s | Total: 10.8m | ETA: 9.2m
[2026-02-13T20:25:51.478845] [INFO ] [sig       ] [1837/3406] Forecasting LIVN...
[2026-02-13T20:25:51.478875] [INFO ] [sig       ] Generating forecast for: LIVN
[2026-02-13T20:25:51.478904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2026-02-13T20:25:51.490761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIVN'.
[2026-02-13T20:25:51.491171] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2026-02-13T20:25:51.492012] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2026-02-13T20:25:51.492066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:51.492097] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:51.492123] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:51.492180] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:51.549538] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:51.550452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:51.550541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:51.550595] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:51.673934] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:51.674099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:51.674140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:51.674169] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:51.677914] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2026-02-13T20:25:51.678229] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2026-02-13T20:25:51.678367] [INFO ] [sig       ] LIVN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:51.821196] [INFO ] [LOCAL     ] Saved forecast: LIVN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LIVN.txt
[2026-02-13T20:25:51.821362] [INFO ] [sig       ] [1837/3406] Completed LIVN in 0.3s | 2.84 sym/s | Total: 10.8m | ETA: 9.2m
[2026-02-13T20:25:51.821402] [INFO ] [sig       ] [1838/3406] Forecasting LKFN...
[2026-02-13T20:25:51.821432] [INFO ] [sig       ] Generating forecast for: LKFN
[2026-02-13T20:25:51.821461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2026-02-13T20:25:51.833260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2026-02-13T20:25:51.833696] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2026-02-13T20:25:51.834499] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2026-02-13T20:25:51.834552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:51.834616] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:51.834652] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:51.834724] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:51.894291] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:51.895215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:51.895301] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:51.895390] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:52.019072] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:52.019231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:52.019273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:52.019305] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:52.023052] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2026-02-13T20:25:52.023351] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2026-02-13T20:25:52.023486] [INFO ] [sig       ] LKFN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:52.179445] [INFO ] [LOCAL     ] Saved forecast: LKFN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LKFN.txt
[2026-02-13T20:25:52.179623] [INFO ] [sig       ] [1838/3406] Completed LKFN in 0.4s | 2.84 sym/s | Total: 10.8m | ETA: 9.2m
[2026-02-13T20:25:52.179670] [INFO ] [sig       ] [1839/3406] Forecasting LKQ...
[2026-02-13T20:25:52.179702] [INFO ] [sig       ] Generating forecast for: LKQ
[2026-02-13T20:25:52.179734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2026-02-13T20:25:52.191765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2026-02-13T20:25:52.192189] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2026-02-13T20:25:52.193034] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2026-02-13T20:25:52.193091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:52.193138] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:52.193173] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:52.193232] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:52.253817] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:52.254687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:52.254792] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:52.254833] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:52.390000] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:52.390173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:52.390218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:52.390249] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:52.393980] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: DOWN (p=46.10%)
[2026-02-13T20:25:52.394311] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2026-02-13T20:25:52.394461] [INFO ] [sig       ] LKQ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:52.546941] [INFO ] [LOCAL     ] Saved forecast: LKQ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LKQ.txt
[2026-02-13T20:25:52.547102] [INFO ] [sig       ] [1839/3406] Completed LKQ in 0.4s | 2.84 sym/s | Total: 10.8m | ETA: 9.2m
[2026-02-13T20:25:52.547144] [INFO ] [sig       ] [1840/3406] Forecasting LLY...
[2026-02-13T20:25:52.547176] [INFO ] [sig       ] Generating forecast for: LLY
[2026-02-13T20:25:52.547207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2026-02-13T20:25:52.559064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2026-02-13T20:25:52.559431] [INFO ] [FORECASTER] Starting predict_future for LLY
[2026-02-13T20:25:52.560311] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2026-02-13T20:25:52.560366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:52.560400] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:52.560427] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:52.560484] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:52.619624] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:52.620758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:52.620850] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:52.620885] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:52.749519] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:52.749703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:52.749745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:52.749775] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:52.753851] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=71.60%)
[2026-02-13T20:25:52.754181] [INFO ] [FORECASTER] Completed predict_future for LLY
[2026-02-13T20:25:52.754321] [INFO ] [sig       ] LLY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:52.901230] [INFO ] [LOCAL     ] Saved forecast: LLY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LLY.txt
[2026-02-13T20:25:52.901388] [INFO ] [sig       ] [1840/3406] Completed LLY in 0.4s | 2.84 sym/s | Total: 10.8m | ETA: 9.2m
[2026-02-13T20:25:52.901435] [INFO ] [sig       ] [1841/3406] Forecasting LMB...
[2026-02-13T20:25:52.901496] [INFO ] [sig       ] Generating forecast for: LMB
[2026-02-13T20:25:52.901536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2026-02-13T20:25:52.913168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2026-02-13T20:25:52.913529] [INFO ] [FORECASTER] Starting predict_future for LMB
[2026-02-13T20:25:52.914325] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2026-02-13T20:25:52.914377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:52.914409] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:52.914435] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:52.914492] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:52.972942] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:52.973809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:52.973895] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:52.973930] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:53.094340] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:53.094502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:53.094544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:53.094595] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:53.098093] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=37.45%)
[2026-02-13T20:25:53.098379] [INFO ] [FORECASTER] Completed predict_future for LMB
[2026-02-13T20:25:53.098509] [INFO ] [sig       ] LMB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:53.244919] [INFO ] [LOCAL     ] Saved forecast: LMB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LMB.txt
[2026-02-13T20:25:53.245081] [INFO ] [sig       ] [1841/3406] Completed LMB in 0.3s | 2.84 sym/s | Total: 10.8m | ETA: 9.2m
[2026-02-13T20:25:53.245122] [INFO ] [sig       ] [1842/3406] Forecasting LMBS...
[2026-02-13T20:25:53.245151] [INFO ] [sig       ] Generating forecast for: LMBS
[2026-02-13T20:25:53.245181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2026-02-13T20:25:53.256001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMBS'.
[2026-02-13T20:25:53.256340] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2026-02-13T20:25:53.257170] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2026-02-13T20:25:53.257225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:53.257258] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:53.257287] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:53.257345] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:53.317430] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:53.318268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:53.318352] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:53.318386] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:53.442083] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:53.442244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:53.442285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:53.442315] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:53.445807] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=87.85%)
[2026-02-13T20:25:53.446092] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2026-02-13T20:25:53.446224] [INFO ] [sig       ] LMBS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:53.592835] [INFO ] [LOCAL     ] Saved forecast: LMBS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LMBS.txt
[2026-02-13T20:25:53.592998] [INFO ] [sig       ] [1842/3406] Completed LMBS in 0.3s | 2.84 sym/s | Total: 10.8m | ETA: 9.2m
[2026-02-13T20:25:53.593039] [INFO ] [sig       ] [1843/3406] Forecasting LMND...
[2026-02-13T20:25:53.593069] [INFO ] [sig       ] Generating forecast for: LMND
[2026-02-13T20:25:53.593099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2026-02-13T20:25:53.605051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2026-02-13T20:25:53.605447] [INFO ] [FORECASTER] Starting predict_future for LMND
[2026-02-13T20:25:53.606258] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2026-02-13T20:25:53.606326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:53.606359] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:53.606386] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:53.606443] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:53.666448] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:53.667413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:53.667511] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:53.667545] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:53.791169] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:53.791333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:53.791374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:53.791404] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:53.795185] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: UP (p=62.22%)
[2026-02-13T20:25:53.795623] [INFO ] [FORECASTER] Completed predict_future for LMND
[2026-02-13T20:25:53.795785] [INFO ] [sig       ] LMND: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:53.945996] [INFO ] [LOCAL     ] Saved forecast: LMND	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LMND.txt
[2026-02-13T20:25:53.946220] [INFO ] [sig       ] [1843/3406] Completed LMND in 0.4s | 2.84 sym/s | Total: 10.8m | ETA: 9.2m
[2026-02-13T20:25:53.946284] [INFO ] [sig       ] [1844/3406] Forecasting LNC...
[2026-02-13T20:25:53.946329] [INFO ] [sig       ] Generating forecast for: LNC
[2026-02-13T20:25:53.946371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2026-02-13T20:25:53.958783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2026-02-13T20:25:53.959197] [INFO ] [FORECASTER] Starting predict_future for LNC
[2026-02-13T20:25:53.960108] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2026-02-13T20:25:53.960165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:53.960198] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:53.960226] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:53.960285] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:54.020797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:54.021732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:54.021836] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:54.021879] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:54.147644] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:54.147808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:54.147849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:54.147879] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:54.151546] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=20.88%)
[2026-02-13T20:25:54.151892] [INFO ] [FORECASTER] Completed predict_future for LNC
[2026-02-13T20:25:54.152033] [INFO ] [sig       ] LNC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:54.297676] [INFO ] [LOCAL     ] Saved forecast: LNC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LNC.txt
[2026-02-13T20:25:54.297845] [INFO ] [sig       ] [1844/3406] Completed LNC in 0.4s | 2.84 sym/s | Total: 10.8m | ETA: 9.2m
[2026-02-13T20:25:54.297895] [INFO ] [sig       ] [1845/3406] Forecasting LND...
[2026-02-13T20:25:54.297926] [INFO ] [sig       ] Generating forecast for: LND
[2026-02-13T20:25:54.297959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2026-02-13T20:25:54.309069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2026-02-13T20:25:54.309430] [INFO ] [FORECASTER] Starting predict_future for LND
[2026-02-13T20:25:54.310251] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2026-02-13T20:25:54.310305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:54.310367] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:54.310398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:54.310457] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:54.370315] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:54.371254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:54.371342] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:54.371377] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:54.488089] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:54.488249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:54.488289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:54.488319] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:54.491918] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=12.73%)
[2026-02-13T20:25:54.492250] [INFO ] [FORECASTER] Completed predict_future for LND
[2026-02-13T20:25:54.492390] [INFO ] [sig       ] LND: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:54.638605] [INFO ] [LOCAL     ] Saved forecast: LND	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LND.txt
[2026-02-13T20:25:54.638753] [INFO ] [sig       ] [1845/3406] Completed LND in 0.3s | 2.84 sym/s | Total: 10.8m | ETA: 9.2m
[2026-02-13T20:25:54.638793] [INFO ] [sig       ] [1846/3406] Forecasting LNG...
[2026-02-13T20:25:54.638827] [INFO ] [sig       ] Generating forecast for: LNG
[2026-02-13T20:25:54.638856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2026-02-13T20:25:54.650340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2026-02-13T20:25:54.650754] [INFO ] [FORECASTER] Starting predict_future for LNG
[2026-02-13T20:25:54.651607] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2026-02-13T20:25:54.651662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:54.651695] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:54.651722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:54.651779] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:54.710191] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:54.711108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:54.711197] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:54.711231] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:54.832789] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:54.832959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:54.833011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:54.833044] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:54.836553] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=72.15%)
[2026-02-13T20:25:54.836862] [INFO ] [FORECASTER] Completed predict_future for LNG
[2026-02-13T20:25:54.836992] [INFO ] [sig       ] LNG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:54.977883] [INFO ] [LOCAL     ] Saved forecast: LNG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LNG.txt
[2026-02-13T20:25:54.978033] [INFO ] [sig       ] [1846/3406] Completed LNG in 0.3s | 2.84 sym/s | Total: 10.8m | ETA: 9.2m
[2026-02-13T20:25:54.978080] [INFO ] [sig       ] [1847/3406] Forecasting LNKB...
[2026-02-13T20:25:54.978112] [INFO ] [sig       ] Generating forecast for: LNKB
[2026-02-13T20:25:54.978142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2026-02-13T20:25:54.989095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNKB'.
[2026-02-13T20:25:54.989471] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2026-02-13T20:25:54.990308] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2026-02-13T20:25:54.990362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:54.990394] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:54.990421] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:54.990477] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:55.048065] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:55.048986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:55.049074] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:55.049108] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:55.170976] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:55.171139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:55.171179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:55.171209] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:55.174697] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: DOWN (p=13.38%)
[2026-02-13T20:25:55.174996] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2026-02-13T20:25:55.175127] [INFO ] [sig       ] LNKB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:55.314090] [INFO ] [LOCAL     ] Saved forecast: LNKB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LNKB.txt
[2026-02-13T20:25:55.314250] [INFO ] [sig       ] [1847/3406] Completed LNKB in 0.3s | 2.84 sym/s | Total: 10.8m | ETA: 9.2m
[2026-02-13T20:25:55.314290] [INFO ] [sig       ] [1848/3406] Forecasting LNN...
[2026-02-13T20:25:55.314320] [INFO ] [sig       ] Generating forecast for: LNN
[2026-02-13T20:25:55.314351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2026-02-13T20:25:55.326665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNN'.
[2026-02-13T20:25:55.327107] [INFO ] [FORECASTER] Starting predict_future for LNN
[2026-02-13T20:25:55.328029] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2026-02-13T20:25:55.328090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:55.328125] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:55.328153] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:55.328211] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:55.388061] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:55.388952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:55.389042] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:55.389078] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:55.509327] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:55.509485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:55.509525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:55.509625] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:55.513026] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: UP (p=78.21%)
[2026-02-13T20:25:55.513305] [INFO ] [FORECASTER] Completed predict_future for LNN
[2026-02-13T20:25:55.513443] [INFO ] [sig       ] LNN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:55.653918] [INFO ] [LOCAL     ] Saved forecast: LNN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LNN.txt
[2026-02-13T20:25:55.654066] [INFO ] [sig       ] [1848/3406] Completed LNN in 0.3s | 2.84 sym/s | Total: 10.8m | ETA: 9.1m
[2026-02-13T20:25:55.654105] [INFO ] [sig       ] [1849/3406] Forecasting LNTH...
[2026-02-13T20:25:55.654134] [INFO ] [sig       ] Generating forecast for: LNTH
[2026-02-13T20:25:55.654164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2026-02-13T20:25:55.665646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2026-02-13T20:25:55.666001] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2026-02-13T20:25:55.666886] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2026-02-13T20:25:55.666939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:55.666972] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:55.666999] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:55.667055] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:55.727648] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:55.728517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:55.728619] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:55.728656] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:55.852023] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:55.852182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:55.852222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:55.852250] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:55.855756] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2026-02-13T20:25:55.856039] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2026-02-13T20:25:55.856166] [INFO ] [sig       ] LNTH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:55.995552] [INFO ] [LOCAL     ] Saved forecast: LNTH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LNTH.txt
[2026-02-13T20:25:55.995715] [INFO ] [sig       ] [1849/3406] Completed LNTH in 0.3s | 2.84 sym/s | Total: 10.9m | ETA: 9.1m
[2026-02-13T20:25:55.995754] [INFO ] [sig       ] [1850/3406] Forecasting LNZA...
[2026-02-13T20:25:55.995783] [INFO ] [sig       ] Generating forecast for: LNZA
[2026-02-13T20:25:55.995813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2026-02-13T20:25:56.007281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2026-02-13T20:25:56.007633] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2026-02-13T20:25:56.008416] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2026-02-13T20:25:56.008469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:56.008500] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:56.008527] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:56.008609] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:56.066677] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:56.067312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:56.067392] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:56.067424] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:56.184854] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:56.185016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:56.185073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:56.185104] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:56.188547] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=38.82%)
[2026-02-13T20:25:56.188846] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2026-02-13T20:25:56.188972] [INFO ] [sig       ] LNZA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:56.329243] [INFO ] [LOCAL     ] Saved forecast: LNZA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LNZA.txt
[2026-02-13T20:25:56.329402] [INFO ] [sig       ] [1850/3406] Completed LNZA in 0.3s | 2.84 sym/s | Total: 10.9m | ETA: 9.1m
[2026-02-13T20:25:56.329442] [INFO ] [sig       ] [1851/3406] Forecasting LOAN...
[2026-02-13T20:25:56.329471] [INFO ] [sig       ] Generating forecast for: LOAN
[2026-02-13T20:25:56.329501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2026-02-13T20:25:56.340819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2026-02-13T20:25:56.341207] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2026-02-13T20:25:56.342009] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2026-02-13T20:25:56.342061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:56.342093] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:56.342120] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:56.342175] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:56.400797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:56.401612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:56.401698] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:56.401732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:56.514830] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:56.514991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:56.515031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:56.515059] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:56.518492] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: UP (p=86.91%)
[2026-02-13T20:25:56.518788] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2026-02-13T20:25:56.518919] [INFO ] [sig       ] LOAN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:56.660197] [INFO ] [LOCAL     ] Saved forecast: LOAN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LOAN.txt
[2026-02-13T20:25:56.660335] [INFO ] [sig       ] [1851/3406] Completed LOAN in 0.3s | 2.84 sym/s | Total: 10.9m | ETA: 9.1m
[2026-02-13T20:25:56.660374] [INFO ] [sig       ] [1852/3406] Forecasting LOB...
[2026-02-13T20:25:56.660403] [INFO ] [sig       ] Generating forecast for: LOB
[2026-02-13T20:25:56.660432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2026-02-13T20:25:56.672060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2026-02-13T20:25:56.672433] [INFO ] [FORECASTER] Starting predict_future for LOB
[2026-02-13T20:25:56.673241] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2026-02-13T20:25:56.673293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:56.673325] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:56.673352] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:56.673409] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:56.731007] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:56.731977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:56.732082] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:56.732115] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:56.855839] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:56.856004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:56.856043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:56.856072] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:56.859564] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2026-02-13T20:25:56.859909] [INFO ] [FORECASTER] Completed predict_future for LOB
[2026-02-13T20:25:56.860050] [INFO ] [sig       ] LOB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:57.007125] [INFO ] [LOCAL     ] Saved forecast: LOB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LOB.txt
[2026-02-13T20:25:57.007275] [INFO ] [sig       ] [1852/3406] Completed LOB in 0.3s | 2.84 sym/s | Total: 10.9m | ETA: 9.1m
[2026-02-13T20:25:57.007318] [INFO ] [sig       ] [1853/3406] Forecasting LOCO...
[2026-02-13T20:25:57.007350] [INFO ] [sig       ] Generating forecast for: LOCO
[2026-02-13T20:25:57.007382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2026-02-13T20:25:57.019631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2026-02-13T20:25:57.020033] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2026-02-13T20:25:57.020884] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2026-02-13T20:25:57.020940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:57.020973] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:57.021010] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:57.021105] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:57.088541] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:57.089484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:57.089596] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:57.089644] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:57.218420] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:57.218593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:57.218642] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:57.218672] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:57.222183] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: DOWN (p=11.81%)
[2026-02-13T20:25:57.222458] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2026-02-13T20:25:57.222601] [INFO ] [sig       ] LOCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:57.369239] [INFO ] [LOCAL     ] Saved forecast: LOCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LOCO.txt
[2026-02-13T20:25:57.369391] [INFO ] [sig       ] [1853/3406] Completed LOCO in 0.4s | 2.84 sym/s | Total: 10.9m | ETA: 9.1m
[2026-02-13T20:25:57.369433] [INFO ] [sig       ] [1854/3406] Forecasting LOGI...
[2026-02-13T20:25:57.369463] [INFO ] [sig       ] Generating forecast for: LOGI
[2026-02-13T20:25:57.369493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2026-02-13T20:25:57.382109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2026-02-13T20:25:57.382712] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2026-02-13T20:25:57.383530] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2026-02-13T20:25:57.383610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:57.383689] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:57.383720] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:57.383778] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:57.440797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:57.441566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:57.441665] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:57.441698] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:57.561662] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:57.561824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:57.561864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:57.561900] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:57.565607] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: UP (p=88.59%)
[2026-02-13T20:25:57.565886] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2026-02-13T20:25:57.566012] [INFO ] [sig       ] LOGI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:57.717904] [INFO ] [LOCAL     ] Saved forecast: LOGI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LOGI.txt
[2026-02-13T20:25:57.718064] [INFO ] [sig       ] [1854/3406] Completed LOGI in 0.3s | 2.84 sym/s | Total: 10.9m | ETA: 9.1m
[2026-02-13T20:25:57.718104] [INFO ] [sig       ] [1855/3406] Forecasting LOMA...
[2026-02-13T20:25:57.718135] [INFO ] [sig       ] Generating forecast for: LOMA
[2026-02-13T20:25:57.718167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2026-02-13T20:25:57.730004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2026-02-13T20:25:57.730364] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2026-02-13T20:25:57.731207] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2026-02-13T20:25:57.731262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:57.731294] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:57.731323] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:57.731382] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:57.789942] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:57.790594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:57.790698] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:57.790732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:57.909949] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:57.910114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:57.910153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:57.910181] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:57.913651] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=26.18%)
[2026-02-13T20:25:57.913932] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2026-02-13T20:25:57.914058] [INFO ] [sig       ] LOMA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:58.053483] [INFO ] [LOCAL     ] Saved forecast: LOMA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LOMA.txt
[2026-02-13T20:25:58.053629] [INFO ] [sig       ] [1855/3406] Completed LOMA in 0.3s | 2.84 sym/s | Total: 10.9m | ETA: 9.1m
[2026-02-13T20:25:58.053670] [INFO ] [sig       ] [1856/3406] Forecasting LOPE...
[2026-02-13T20:25:58.053701] [INFO ] [sig       ] Generating forecast for: LOPE
[2026-02-13T20:25:58.053731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2026-02-13T20:25:58.064680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2026-02-13T20:25:58.065020] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2026-02-13T20:25:58.065812] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2026-02-13T20:25:58.065864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:58.065896] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:58.065923] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:58.065980] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:58.123348] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:58.124022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:58.124098] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:58.124131] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:58.242456] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:58.242636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:58.242677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:58.242706] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:58.246231] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: UP (p=81.92%)
[2026-02-13T20:25:58.246515] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2026-02-13T20:25:58.246664] [INFO ] [sig       ] LOPE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:58.388383] [INFO ] [LOCAL     ] Saved forecast: LOPE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LOPE.txt
[2026-02-13T20:25:58.388542] [INFO ] [sig       ] [1856/3406] Completed LOPE in 0.3s | 2.84 sym/s | Total: 10.9m | ETA: 9.1m
[2026-02-13T20:25:58.388601] [INFO ] [sig       ] [1857/3406] Forecasting LOVE...
[2026-02-13T20:25:58.388635] [INFO ] [sig       ] Generating forecast for: LOVE
[2026-02-13T20:25:58.388665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2026-02-13T20:25:58.400037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2026-02-13T20:25:58.400419] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2026-02-13T20:25:58.401225] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2026-02-13T20:25:58.401278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:58.401309] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:58.401336] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:58.401393] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:58.459772] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:58.460692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:58.460777] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:58.460814] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:58.583309] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:58.583467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:58.583507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:58.583536] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:58.587044] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: UP (p=97.51%)
[2026-02-13T20:25:58.587335] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2026-02-13T20:25:58.587465] [INFO ] [sig       ] LOVE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:58.730912] [INFO ] [LOCAL     ] Saved forecast: LOVE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LOVE.txt
[2026-02-13T20:25:58.731073] [INFO ] [sig       ] [1857/3406] Completed LOVE in 0.3s | 2.84 sym/s | Total: 10.9m | ETA: 9.1m
[2026-02-13T20:25:58.731112] [INFO ] [sig       ] [1858/3406] Forecasting LPCN...
[2026-02-13T20:25:58.731151] [INFO ] [sig       ] Generating forecast for: LPCN
[2026-02-13T20:25:58.731182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2026-02-13T20:25:58.742215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2026-02-13T20:25:58.742633] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2026-02-13T20:25:58.743478] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2026-02-13T20:25:58.743532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:58.743565] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:58.743616] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:58.743676] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:58.804549] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:58.805447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:58.805537] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:58.805590] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:58.918924] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:58.919073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:58.919112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:58.919142] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:58.922712] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=12.41%)
[2026-02-13T20:25:58.923056] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2026-02-13T20:25:58.923212] [INFO ] [sig       ] LPCN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:59.072926] [INFO ] [LOCAL     ] Saved forecast: LPCN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LPCN.txt
[2026-02-13T20:25:59.073193] [INFO ] [sig       ] [1858/3406] Completed LPCN in 0.3s | 2.84 sym/s | Total: 10.9m | ETA: 9.1m
[2026-02-13T20:25:59.073258] [INFO ] [sig       ] [1859/3406] Forecasting LPG...
[2026-02-13T20:25:59.073302] [INFO ] [sig       ] Generating forecast for: LPG
[2026-02-13T20:25:59.073346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2026-02-13T20:25:59.085151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2026-02-13T20:25:59.085604] [INFO ] [FORECASTER] Starting predict_future for LPG
[2026-02-13T20:25:59.086655] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2026-02-13T20:25:59.086709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:59.086742] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:59.086769] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:59.086830] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:59.144010] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:59.144928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:59.145012] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:59.145045] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:59.272358] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:59.272523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:59.272563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:59.272625] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:59.276124] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=26.09%)
[2026-02-13T20:25:59.276463] [INFO ] [FORECASTER] Completed predict_future for LPG
[2026-02-13T20:25:59.276624] [INFO ] [sig       ] LPG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:25:59.417702] [INFO ] [LOCAL     ] Saved forecast: LPG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LPG.txt
[2026-02-13T20:25:59.417871] [INFO ] [sig       ] [1859/3406] Completed LPG in 0.3s | 2.84 sym/s | Total: 10.9m | ETA: 9.1m
[2026-02-13T20:25:59.417912] [INFO ] [sig       ] [1860/3406] Forecasting LPL...
[2026-02-13T20:25:59.417941] [INFO ] [sig       ] Generating forecast for: LPL
[2026-02-13T20:25:59.417971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPL' from 'https://tdm.silogroup.org/data/derivative_storage/LPL.csv'.
[2026-02-13T20:25:59.429299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPL'.
[2026-02-13T20:25:59.429715] [INFO ] [FORECASTER] Starting predict_future for LPL
[2026-02-13T20:25:59.430536] [DEBUG] [LOCAL     ] No optimal features file found for LPL: ./output/feature-sets/LPL.txt
[2026-02-13T20:25:59.430610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:59.430645] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:59.430671] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:59.430727] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:59.493841] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:59.495361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:59.495532] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:59.495586] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:59.618925] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:59.619104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:59.619146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:59.619174] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:59.622776] [DEBUG] [FORECASTER] LPL: Forecast T+1@11:T+2@11: UP (p=97.50%)
[2026-02-13T20:25:59.623090] [INFO ] [FORECASTER] Completed predict_future for LPL
[2026-02-13T20:25:59.623242] [INFO ] [sig       ] LPL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:25:59.767802] [INFO ] [LOCAL     ] Saved forecast: LPL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LPL.txt
[2026-02-13T20:25:59.768006] [INFO ] [sig       ] [1860/3406] Completed LPL in 0.4s | 2.84 sym/s | Total: 10.9m | ETA: 9.1m
[2026-02-13T20:25:59.768063] [INFO ] [sig       ] [1861/3406] Forecasting LPLA...
[2026-02-13T20:25:59.768094] [INFO ] [sig       ] Generating forecast for: LPLA
[2026-02-13T20:25:59.768134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2026-02-13T20:25:59.780050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2026-02-13T20:25:59.780442] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2026-02-13T20:25:59.781266] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2026-02-13T20:25:59.781319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:25:59.781352] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:25:59.781377] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:25:59.781453] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:25:59.841063] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:25:59.842002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:25:59.842093] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:25:59.842127] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:25:59.964214] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:25:59.964373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:25:59.964412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:25:59.964458] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:25:59.968057] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: DOWN (p=13.19%)
[2026-02-13T20:25:59.968349] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2026-02-13T20:25:59.968482] [INFO ] [sig       ] LPLA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:00.109749] [INFO ] [LOCAL     ] Saved forecast: LPLA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LPLA.txt
[2026-02-13T20:26:00.109908] [INFO ] [sig       ] [1861/3406] Completed LPLA in 0.3s | 2.84 sym/s | Total: 10.9m | ETA: 9.1m
[2026-02-13T20:26:00.109947] [INFO ] [sig       ] [1862/3406] Forecasting LPRO...
[2026-02-13T20:26:00.109978] [INFO ] [sig       ] Generating forecast for: LPRO
[2026-02-13T20:26:00.110008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2026-02-13T20:26:00.122794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2026-02-13T20:26:00.123168] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2026-02-13T20:26:00.123970] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2026-02-13T20:26:00.124023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:00.124120] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:00.124149] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:00.124211] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:00.182066] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:00.182959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:00.183052] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:00.183086] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:00.308025] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:00.308182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:00.308221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:00.308250] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:00.311702] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: DOWN (p=14.20%)
[2026-02-13T20:26:00.311990] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2026-02-13T20:26:00.312128] [INFO ] [sig       ] LPRO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:00.454861] [INFO ] [LOCAL     ] Saved forecast: LPRO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LPRO.txt
[2026-02-13T20:26:00.455032] [INFO ] [sig       ] [1862/3406] Completed LPRO in 0.3s | 2.84 sym/s | Total: 10.9m | ETA: 9.1m
[2026-02-13T20:26:00.455087] [INFO ] [sig       ] [1863/3406] Forecasting LPSN...
[2026-02-13T20:26:00.455118] [INFO ] [sig       ] Generating forecast for: LPSN
[2026-02-13T20:26:00.455149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2026-02-13T20:26:00.467395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2026-02-13T20:26:00.468135] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2026-02-13T20:26:00.469644] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2026-02-13T20:26:00.469701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:00.469735] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:00.469763] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:00.469820] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:00.531861] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:00.532741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:00.532844] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:00.532909] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:00.656744] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:00.656907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:00.656956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:00.656991] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:00.660787] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: UP (p=96.80%)
[2026-02-13T20:26:00.661085] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2026-02-13T20:26:00.661382] [INFO ] [sig       ] LPSN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:00.814840] [INFO ] [LOCAL     ] Saved forecast: LPSN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LPSN.txt
[2026-02-13T20:26:00.815027] [INFO ] [sig       ] [1863/3406] Completed LPSN in 0.4s | 2.84 sym/s | Total: 10.9m | ETA: 9.1m
[2026-02-13T20:26:00.815081] [INFO ] [sig       ] [1864/3406] Forecasting LPTH...
[2026-02-13T20:26:00.815115] [INFO ] [sig       ] Generating forecast for: LPTH
[2026-02-13T20:26:00.815145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2026-02-13T20:26:00.826933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2026-02-13T20:26:00.827341] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2026-02-13T20:26:00.828198] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2026-02-13T20:26:00.828254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:00.828287] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:00.828317] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:00.828374] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:00.887163] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:00.888046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:00.888130] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:00.888162] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:01.010408] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:01.010587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:01.010630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:01.010659] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:01.014337] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: DOWN (p=40.01%)
[2026-02-13T20:26:01.014652] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2026-02-13T20:26:01.014829] [INFO ] [sig       ] LPTH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:01.169742] [INFO ] [LOCAL     ] Saved forecast: LPTH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LPTH.txt
[2026-02-13T20:26:01.169916] [INFO ] [sig       ] [1864/3406] Completed LPTH in 0.4s | 2.84 sym/s | Total: 10.9m | ETA: 9.1m
[2026-02-13T20:26:01.169964] [INFO ] [sig       ] [1865/3406] Forecasting LPX...
[2026-02-13T20:26:01.170000] [INFO ] [sig       ] Generating forecast for: LPX
[2026-02-13T20:26:01.170037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2026-02-13T20:26:01.180886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2026-02-13T20:26:01.181284] [INFO ] [FORECASTER] Starting predict_future for LPX
[2026-02-13T20:26:01.182099] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2026-02-13T20:26:01.182152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:01.182184] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:01.182227] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:01.182286] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:01.239387] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:01.240300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:01.240387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:01.240419] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:01.383685] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:01.383883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:01.383948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:01.384047] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:01.388292] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: DOWN (p=29.36%)
[2026-02-13T20:26:01.388828] [INFO ] [FORECASTER] Completed predict_future for LPX
[2026-02-13T20:26:01.389027] [INFO ] [sig       ] LPX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:01.542980] [INFO ] [LOCAL     ] Saved forecast: LPX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LPX.txt
[2026-02-13T20:26:01.543140] [INFO ] [sig       ] [1865/3406] Completed LPX in 0.4s | 2.84 sym/s | Total: 10.9m | ETA: 9.0m
[2026-02-13T20:26:01.543199] [INFO ] [sig       ] [1866/3406] Forecasting LQDA...
[2026-02-13T20:26:01.543248] [INFO ] [sig       ] Generating forecast for: LQDA
[2026-02-13T20:26:01.543297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2026-02-13T20:26:01.555128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LQDA'.
[2026-02-13T20:26:01.555488] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2026-02-13T20:26:01.556360] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2026-02-13T20:26:01.556421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:01.556456] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:01.556484] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:01.556542] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:01.619378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:01.620289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:01.620381] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:01.620414] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:01.751070] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:01.751258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:01.751313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:01.751344] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:01.755102] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: DOWN (p=2.31%)
[2026-02-13T20:26:01.755413] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2026-02-13T20:26:01.755551] [INFO ] [sig       ] LQDA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:01.902284] [INFO ] [LOCAL     ] Saved forecast: LQDA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LQDA.txt
[2026-02-13T20:26:01.902458] [INFO ] [sig       ] [1866/3406] Completed LQDA in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 9.0m
[2026-02-13T20:26:01.902512] [INFO ] [sig       ] [1867/3406] Forecasting LRCX...
[2026-02-13T20:26:01.902547] [INFO ] [sig       ] Generating forecast for: LRCX
[2026-02-13T20:26:01.902614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2026-02-13T20:26:01.915323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2026-02-13T20:26:01.915737] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2026-02-13T20:26:01.916561] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2026-02-13T20:26:01.916643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:01.916676] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:01.916704] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:01.916765] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:01.979746] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:01.980901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:01.980987] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:01.981021] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:02.113856] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:02.114020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:02.114073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:02.114117] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:02.118264] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: UP (p=93.17%)
[2026-02-13T20:26:02.118601] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2026-02-13T20:26:02.118743] [INFO ] [sig       ] LRCX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:02.270974] [INFO ] [LOCAL     ] Saved forecast: LRCX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LRCX.txt
[2026-02-13T20:26:02.271144] [INFO ] [sig       ] [1867/3406] Completed LRCX in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 9.0m
[2026-02-13T20:26:02.271185] [INFO ] [sig       ] [1868/3406] Forecasting LRGE...
[2026-02-13T20:26:02.271215] [INFO ] [sig       ] Generating forecast for: LRGE
[2026-02-13T20:26:02.271245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2026-02-13T20:26:02.283363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2026-02-13T20:26:02.283910] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2026-02-13T20:26:02.285075] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2026-02-13T20:26:02.285132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:02.285165] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:02.285192] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:02.285250] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:02.345881] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:02.346797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:02.346894] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:02.346928] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:02.472689] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:02.472857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:02.472898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:02.472925] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:02.476467] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: DOWN (p=48.94%)
[2026-02-13T20:26:02.476780] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2026-02-13T20:26:02.476916] [INFO ] [sig       ] LRGE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:02.621564] [INFO ] [LOCAL     ] Saved forecast: LRGE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LRGE.txt
[2026-02-13T20:26:02.621747] [INFO ] [sig       ] [1868/3406] Completed LRGE in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 9.0m
[2026-02-13T20:26:02.621789] [INFO ] [sig       ] [1869/3406] Forecasting LSCC...
[2026-02-13T20:26:02.621823] [INFO ] [sig       ] Generating forecast for: LSCC
[2026-02-13T20:26:02.621862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2026-02-13T20:26:02.633117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2026-02-13T20:26:02.633526] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2026-02-13T20:26:02.634425] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2026-02-13T20:26:02.634481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:02.634514] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:02.634542] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:02.634626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:02.692201] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:02.693105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:02.693189] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:02.693222] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:02.830465] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:02.830648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:02.830690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:02.830719] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:02.834725] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=27.68%)
[2026-02-13T20:26:02.835082] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2026-02-13T20:26:02.835231] [INFO ] [sig       ] LSCC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:02.983594] [INFO ] [LOCAL     ] Saved forecast: LSCC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LSCC.txt
[2026-02-13T20:26:02.983764] [INFO ] [sig       ] [1869/3406] Completed LSCC in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 9.0m
[2026-02-13T20:26:02.983805] [INFO ] [sig       ] [1870/3406] Forecasting LSPD...
[2026-02-13T20:26:02.983835] [INFO ] [sig       ] Generating forecast for: LSPD
[2026-02-13T20:26:02.983866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2026-02-13T20:26:02.996437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2026-02-13T20:26:02.996913] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2026-02-13T20:26:02.997961] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2026-02-13T20:26:02.998033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:02.998074] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:02.998112] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:02.998194] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:03.072395] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:03.073371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:03.073477] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:03.073513] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:03.204105] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:03.204269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:03.204310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:03.204339] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:03.207853] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: UP (p=75.02%)
[2026-02-13T20:26:03.208196] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2026-02-13T20:26:03.208346] [INFO ] [sig       ] LSPD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:03.353940] [INFO ] [LOCAL     ] Saved forecast: LSPD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LSPD.txt
[2026-02-13T20:26:03.354170] [INFO ] [sig       ] [1870/3406] Completed LSPD in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 9.0m
[2026-02-13T20:26:03.354234] [INFO ] [sig       ] [1871/3406] Forecasting LTC...
[2026-02-13T20:26:03.354265] [INFO ] [sig       ] Generating forecast for: LTC
[2026-02-13T20:26:03.354297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2026-02-13T20:26:03.374022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2026-02-13T20:26:03.374441] [INFO ] [FORECASTER] Starting predict_future for LTC
[2026-02-13T20:26:03.375561] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2026-02-13T20:26:03.375640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:03.375675] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:03.375702] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:03.375760] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:03.434467] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:03.435346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:03.435511] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:03.435548] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:03.559485] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:03.559666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:03.559709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:03.559738] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:03.563369] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2026-02-13T20:26:03.563688] [INFO ] [FORECASTER] Completed predict_future for LTC
[2026-02-13T20:26:03.563825] [INFO ] [sig       ] LTC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:03.705192] [INFO ] [LOCAL     ] Saved forecast: LTC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LTC.txt
[2026-02-13T20:26:03.705353] [INFO ] [sig       ] [1871/3406] Completed LTC in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 9.0m
[2026-02-13T20:26:03.705392] [INFO ] [sig       ] [1872/3406] Forecasting LTH...
[2026-02-13T20:26:03.705422] [INFO ] [sig       ] Generating forecast for: LTH
[2026-02-13T20:26:03.705454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2026-02-13T20:26:03.717180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTH'.
[2026-02-13T20:26:03.717563] [INFO ] [FORECASTER] Starting predict_future for LTH
[2026-02-13T20:26:03.718454] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2026-02-13T20:26:03.718507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:03.718539] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:03.718567] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:03.718655] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:03.776613] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:03.777562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:03.777768] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:03.777804] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:03.903908] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:03.904070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:03.904118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:03.904153] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:03.907697] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2026-02-13T20:26:03.907986] [INFO ] [FORECASTER] Completed predict_future for LTH
[2026-02-13T20:26:03.908122] [INFO ] [sig       ] LTH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:04.049840] [INFO ] [LOCAL     ] Saved forecast: LTH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LTH.txt
[2026-02-13T20:26:04.050001] [INFO ] [sig       ] [1872/3406] Completed LTH in 0.3s | 2.84 sym/s | Total: 11.0m | ETA: 9.0m
[2026-02-13T20:26:04.050042] [INFO ] [sig       ] [1873/3406] Forecasting LTRN...
[2026-02-13T20:26:04.050073] [INFO ] [sig       ] Generating forecast for: LTRN
[2026-02-13T20:26:04.050103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2026-02-13T20:26:04.061415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2026-02-13T20:26:04.061820] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2026-02-13T20:26:04.062696] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2026-02-13T20:26:04.062750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:04.062783] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:04.062810] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:04.062869] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:04.122937] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:04.123863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:04.123947] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:04.123981] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:04.249857] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:04.250025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:04.250081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:04.250123] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:04.253937] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2026-02-13T20:26:04.254353] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2026-02-13T20:26:04.254526] [INFO ] [sig       ] LTRN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:04.401704] [INFO ] [LOCAL     ] Saved forecast: LTRN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LTRN.txt
[2026-02-13T20:26:04.401841] [INFO ] [sig       ] [1873/3406] Completed LTRN in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 9.0m
[2026-02-13T20:26:04.401878] [INFO ] [sig       ] [1874/3406] Forecasting LTRX...
[2026-02-13T20:26:04.401907] [INFO ] [sig       ] Generating forecast for: LTRX
[2026-02-13T20:26:04.401937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2026-02-13T20:26:04.413363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2026-02-13T20:26:04.413761] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2026-02-13T20:26:04.414653] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2026-02-13T20:26:04.414708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:04.414742] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:04.414770] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:04.414828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:04.474048] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:04.474755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:04.474840] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:04.474874] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:04.595544] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:04.595714] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:04.595754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:04.595782] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:04.599333] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: UP (p=51.26%)
[2026-02-13T20:26:04.599651] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2026-02-13T20:26:04.599786] [INFO ] [sig       ] LTRX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:04.745728] [INFO ] [LOCAL     ] Saved forecast: LTRX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LTRX.txt
[2026-02-13T20:26:04.745870] [INFO ] [sig       ] [1874/3406] Completed LTRX in 0.3s | 2.84 sym/s | Total: 11.0m | ETA: 9.0m
[2026-02-13T20:26:04.745913] [INFO ] [sig       ] [1875/3406] Forecasting LUCD...
[2026-02-13T20:26:04.745944] [INFO ] [sig       ] Generating forecast for: LUCD
[2026-02-13T20:26:04.745975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2026-02-13T20:26:04.757616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCD'.
[2026-02-13T20:26:04.757989] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2026-02-13T20:26:04.758842] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2026-02-13T20:26:04.758895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:04.758927] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:04.758954] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:04.759013] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:04.821817] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:04.822644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:04.822727] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:04.822761] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:04.946989] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:04.947154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:04.947197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:04.947228] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:04.951120] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: DOWN (p=48.61%)
[2026-02-13T20:26:04.951441] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2026-02-13T20:26:04.951593] [INFO ] [sig       ] LUCD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:05.094033] [INFO ] [LOCAL     ] Saved forecast: LUCD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LUCD.txt
[2026-02-13T20:26:05.094218] [INFO ] [sig       ] [1875/3406] Completed LUCD in 0.3s | 2.84 sym/s | Total: 11.0m | ETA: 9.0m
[2026-02-13T20:26:05.094260] [INFO ] [sig       ] [1876/3406] Forecasting LUMN...
[2026-02-13T20:26:05.094288] [INFO ] [sig       ] Generating forecast for: LUMN
[2026-02-13T20:26:05.094319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2026-02-13T20:26:05.105001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2026-02-13T20:26:05.105355] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2026-02-13T20:26:05.106188] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2026-02-13T20:26:05.106241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:05.106273] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:05.106320] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:05.106390] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:05.166711] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:05.167487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:05.167636] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:05.167677] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:05.291116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:05.291274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:05.291316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:05.291346] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:05.294952] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=1.69%)
[2026-02-13T20:26:05.295242] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2026-02-13T20:26:05.295375] [INFO ] [sig       ] LUMN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:05.453226] [INFO ] [LOCAL     ] Saved forecast: LUMN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LUMN.txt
[2026-02-13T20:26:05.453372] [INFO ] [sig       ] [1876/3406] Completed LUMN in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 9.0m
[2026-02-13T20:26:05.453413] [INFO ] [sig       ] [1877/3406] Forecasting LUNG...
[2026-02-13T20:26:05.453443] [INFO ] [sig       ] Generating forecast for: LUNG
[2026-02-13T20:26:05.453476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2026-02-13T20:26:05.465435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUNG'.
[2026-02-13T20:26:05.465895] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2026-02-13T20:26:05.466860] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2026-02-13T20:26:05.466916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:05.466950] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:05.466979] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:05.467038] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:05.527381] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:05.528327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:05.528416] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:05.528450] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:05.653896] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:05.654070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:05.654118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:05.654148] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:05.657830] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: UP (p=64.38%)
[2026-02-13T20:26:05.658134] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2026-02-13T20:26:05.658263] [INFO ] [sig       ] LUNG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:05.801094] [INFO ] [LOCAL     ] Saved forecast: LUNG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LUNG.txt
[2026-02-13T20:26:05.801248] [INFO ] [sig       ] [1877/3406] Completed LUNG in 0.3s | 2.84 sym/s | Total: 11.0m | ETA: 9.0m
[2026-02-13T20:26:05.801289] [INFO ] [sig       ] [1878/3406] Forecasting LVHD...
[2026-02-13T20:26:05.801497] [INFO ] [sig       ] Generating forecast for: LVHD
[2026-02-13T20:26:05.801526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2026-02-13T20:26:05.813324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2026-02-13T20:26:05.813694] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2026-02-13T20:26:05.814465] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2026-02-13T20:26:05.814532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:05.814566] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:05.814623] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:05.814681] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:05.876006] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:05.876771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:05.876868] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:05.876914] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:05.998521] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:05.998698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:05.998741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:05.998773] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:06.002276] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=92.32%)
[2026-02-13T20:26:06.002564] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2026-02-13T20:26:06.002720] [INFO ] [sig       ] LVHD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:06.143743] [INFO ] [LOCAL     ] Saved forecast: LVHD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LVHD.txt
[2026-02-13T20:26:06.143891] [INFO ] [sig       ] [1878/3406] Completed LVHD in 0.3s | 2.84 sym/s | Total: 11.0m | ETA: 9.0m
[2026-02-13T20:26:06.143931] [INFO ] [sig       ] [1879/3406] Forecasting LVO...
[2026-02-13T20:26:06.143961] [INFO ] [sig       ] Generating forecast for: LVO
[2026-02-13T20:26:06.143991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2026-02-13T20:26:06.155724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVO'.
[2026-02-13T20:26:06.156101] [INFO ] [FORECASTER] Starting predict_future for LVO
[2026-02-13T20:26:06.156977] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2026-02-13T20:26:06.157032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:06.157096] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:06.157125] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:06.157190] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:06.220930] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:06.221825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:06.221911] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:06.221944] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:06.338468] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:06.338648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:06.338693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:06.338723] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:06.342326] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: UP (p=92.70%)
[2026-02-13T20:26:06.342632] [INFO ] [FORECASTER] Completed predict_future for LVO
[2026-02-13T20:26:06.342766] [INFO ] [sig       ] LVO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:06.483875] [INFO ] [LOCAL     ] Saved forecast: LVO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LVO.txt
[2026-02-13T20:26:06.484019] [INFO ] [sig       ] [1879/3406] Completed LVO in 0.3s | 2.84 sym/s | Total: 11.0m | ETA: 9.0m
[2026-02-13T20:26:06.484062] [INFO ] [sig       ] [1880/3406] Forecasting LVS...
[2026-02-13T20:26:06.484092] [INFO ] [sig       ] Generating forecast for: LVS
[2026-02-13T20:26:06.484122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2026-02-13T20:26:06.495188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2026-02-13T20:26:06.495589] [INFO ] [FORECASTER] Starting predict_future for LVS
[2026-02-13T20:26:06.496429] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2026-02-13T20:26:06.496482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:06.496514] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:06.496541] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:06.496622] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:06.555383] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:06.556232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:06.556317] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:06.556351] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:06.684142] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:06.684518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:06.684593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:06.684628] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:06.688046] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=36.50%)
[2026-02-13T20:26:06.688334] [INFO ] [FORECASTER] Completed predict_future for LVS
[2026-02-13T20:26:06.688461] [INFO ] [sig       ] LVS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:06.832619] [INFO ] [LOCAL     ] Saved forecast: LVS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LVS.txt
[2026-02-13T20:26:06.832762] [INFO ] [sig       ] [1880/3406] Completed LVS in 0.3s | 2.84 sym/s | Total: 11.0m | ETA: 9.0m
[2026-02-13T20:26:06.832800] [INFO ] [sig       ] [1881/3406] Forecasting LWAY...
[2026-02-13T20:26:06.832830] [INFO ] [sig       ] Generating forecast for: LWAY
[2026-02-13T20:26:06.832859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2026-02-13T20:26:06.844273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2026-02-13T20:26:06.844871] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2026-02-13T20:26:06.845672] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2026-02-13T20:26:06.845724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:06.845756] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:06.845783] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:06.845839] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:06.910157] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:06.911021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:06.911122] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:06.911163] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:07.035837] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:07.035994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:07.036034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:07.036065] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:07.039756] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=27.74%)
[2026-02-13T20:26:07.040086] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2026-02-13T20:26:07.040247] [INFO ] [sig       ] LWAY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:07.182933] [INFO ] [LOCAL     ] Saved forecast: LWAY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LWAY.txt
[2026-02-13T20:26:07.183110] [INFO ] [sig       ] [1881/3406] Completed LWAY in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 9.0m
[2026-02-13T20:26:07.183150] [INFO ] [sig       ] [1882/3406] Forecasting LWLG...
[2026-02-13T20:26:07.183180] [INFO ] [sig       ] Generating forecast for: LWLG
[2026-02-13T20:26:07.183211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2026-02-13T20:26:07.195799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWLG'.
[2026-02-13T20:26:07.196280] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2026-02-13T20:26:07.197430] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2026-02-13T20:26:07.197499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:07.197546] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:07.197629] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:07.197709] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:07.260811] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:07.261734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:07.261822] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:07.261857] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:07.403245] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:07.403408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:07.403449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:07.403520] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:07.407152] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2026-02-13T20:26:07.407490] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2026-02-13T20:26:07.407702] [INFO ] [sig       ] LWLG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:07.549885] [INFO ] [LOCAL     ] Saved forecast: LWLG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LWLG.txt
[2026-02-13T20:26:07.550026] [INFO ] [sig       ] [1882/3406] Completed LWLG in 0.4s | 2.84 sym/s | Total: 11.0m | ETA: 8.9m
[2026-02-13T20:26:07.550066] [INFO ] [sig       ] [1883/3406] Forecasting LX...
[2026-02-13T20:26:07.550095] [INFO ] [sig       ] Generating forecast for: LX
[2026-02-13T20:26:07.550126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2026-02-13T20:26:07.561257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2026-02-13T20:26:07.561670] [INFO ] [FORECASTER] Starting predict_future for LX
[2026-02-13T20:26:07.562559] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2026-02-13T20:26:07.562646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:07.562683] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:07.562713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:07.562771] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:07.625529] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:07.626350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:07.626434] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:07.626469] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:07.748449] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:07.748620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:07.748664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:07.748694] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:07.752220] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: UP (p=53.76%)
[2026-02-13T20:26:07.752564] [INFO ] [FORECASTER] Completed predict_future for LX
[2026-02-13T20:26:07.752729] [INFO ] [sig       ] LX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:07.894674] [INFO ] [LOCAL     ] Saved forecast: LX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LX.txt
[2026-02-13T20:26:07.894860] [INFO ] [sig       ] [1883/3406] Completed LX in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 8.9m
[2026-02-13T20:26:07.894916] [INFO ] [sig       ] [1884/3406] Forecasting LXEO...
[2026-02-13T20:26:07.894953] [INFO ] [sig       ] Generating forecast for: LXEO
[2026-02-13T20:26:07.894998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2026-02-13T20:26:07.907301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXEO'.
[2026-02-13T20:26:07.907732] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2026-02-13T20:26:07.908591] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2026-02-13T20:26:07.908647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:07.908680] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:07.908709] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:07.908768] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:07.971164] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:07.972042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:07.972130] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:07.972165] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:08.102087] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:08.102255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:08.102297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:08.102326] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:08.106123] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2026-02-13T20:26:08.106436] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2026-02-13T20:26:08.106614] [INFO ] [sig       ] LXEO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:08.261981] [INFO ] [LOCAL     ] Saved forecast: LXEO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LXEO.txt
[2026-02-13T20:26:08.262173] [INFO ] [sig       ] [1884/3406] Completed LXEO in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 8.9m
[2026-02-13T20:26:08.262220] [INFO ] [sig       ] [1885/3406] Forecasting LXP...
[2026-02-13T20:26:08.262251] [INFO ] [sig       ] Generating forecast for: LXP
[2026-02-13T20:26:08.262282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2026-02-13T20:26:08.273903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2026-02-13T20:26:08.274322] [INFO ] [FORECASTER] Starting predict_future for LXP
[2026-02-13T20:26:08.275145] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2026-02-13T20:26:08.275198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:08.275230] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:08.275256] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:08.275312] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:08.335014] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:08.335990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:08.336082] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:08.336119] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:08.454355] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:08.454516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:08.454604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:08.454638] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:08.458151] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=55.95%)
[2026-02-13T20:26:08.458454] [INFO ] [FORECASTER] Completed predict_future for LXP
[2026-02-13T20:26:08.458618] [INFO ] [sig       ] LXP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:08.599351] [INFO ] [LOCAL     ] Saved forecast: LXP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LXP.txt
[2026-02-13T20:26:08.599492] [INFO ] [sig       ] [1885/3406] Completed LXP in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 8.9m
[2026-02-13T20:26:08.599531] [INFO ] [sig       ] [1886/3406] Forecasting LYB...
[2026-02-13T20:26:08.599559] [INFO ] [sig       ] Generating forecast for: LYB
[2026-02-13T20:26:08.599607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2026-02-13T20:26:08.611601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2026-02-13T20:26:08.611983] [INFO ] [FORECASTER] Starting predict_future for LYB
[2026-02-13T20:26:08.612823] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2026-02-13T20:26:08.612878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:08.612911] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:08.612939] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:08.613004] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:08.670679] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:08.671542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:08.671648] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:08.671683] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:08.793138] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:08.793296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:08.793336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:08.793365] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:08.796826] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=35.54%)
[2026-02-13T20:26:08.797107] [INFO ] [FORECASTER] Completed predict_future for LYB
[2026-02-13T20:26:08.797237] [INFO ] [sig       ] LYB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:08.935296] [INFO ] [LOCAL     ] Saved forecast: LYB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LYB.txt
[2026-02-13T20:26:08.935439] [INFO ] [sig       ] [1886/3406] Completed LYB in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 8.9m
[2026-02-13T20:26:08.935479] [INFO ] [sig       ] [1887/3406] Forecasting LYG...
[2026-02-13T20:26:08.935508] [INFO ] [sig       ] Generating forecast for: LYG
[2026-02-13T20:26:08.935539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2026-02-13T20:26:08.955557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2026-02-13T20:26:08.955959] [INFO ] [FORECASTER] Starting predict_future for LYG
[2026-02-13T20:26:08.956841] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2026-02-13T20:26:08.956895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:08.956927] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:08.956955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:08.957014] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:09.015204] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:09.016055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:09.016145] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:09.016179] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:09.142610] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:09.142775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:09.142815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:09.142843] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:09.146294] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2026-02-13T20:26:09.146594] [INFO ] [FORECASTER] Completed predict_future for LYG
[2026-02-13T20:26:09.146737] [INFO ] [sig       ] LYG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:09.285949] [INFO ] [LOCAL     ] Saved forecast: LYG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LYG.txt
[2026-02-13T20:26:09.286090] [INFO ] [sig       ] [1887/3406] Completed LYG in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 8.9m
[2026-02-13T20:26:09.286128] [INFO ] [sig       ] [1888/3406] Forecasting LYRA...
[2026-02-13T20:26:09.286158] [INFO ] [sig       ] Generating forecast for: LYRA
[2026-02-13T20:26:09.286188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2026-02-13T20:26:09.298704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2026-02-13T20:26:09.299139] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2026-02-13T20:26:09.300106] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2026-02-13T20:26:09.300161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:09.300193] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:09.300220] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:09.300278] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:09.359503] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:09.360238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:09.360326] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:09.360360] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:09.486548] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:09.486739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:09.486782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:09.486811] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:09.490816] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: UP (p=80.98%)
[2026-02-13T20:26:09.491144] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2026-02-13T20:26:09.491305] [INFO ] [sig       ] LYRA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:09.646604] [INFO ] [LOCAL     ] Saved forecast: LYRA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LYRA.txt
[2026-02-13T20:26:09.646807] [INFO ] [sig       ] [1888/3406] Completed LYRA in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 8.9m
[2026-02-13T20:26:09.646869] [INFO ] [sig       ] [1889/3406] Forecasting LYTS...
[2026-02-13T20:26:09.646911] [INFO ] [sig       ] Generating forecast for: LYTS
[2026-02-13T20:26:09.646944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2026-02-13T20:26:09.660723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2026-02-13T20:26:09.661141] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2026-02-13T20:26:09.662029] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2026-02-13T20:26:09.662085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:09.662155] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:09.662200] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:09.662273] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:09.725119] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:09.726151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:09.726307] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:09.726346] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:09.857142] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:09.857303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:09.857350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:09.857383] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:09.861673] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: UP (p=58.18%)
[2026-02-13T20:26:09.862008] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2026-02-13T20:26:09.862175] [INFO ] [sig       ] LYTS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:10.015069] [INFO ] [LOCAL     ] Saved forecast: LYTS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LYTS.txt
[2026-02-13T20:26:10.015228] [INFO ] [sig       ] [1889/3406] Completed LYTS in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 8.9m
[2026-02-13T20:26:10.015270] [INFO ] [sig       ] [1890/3406] Forecasting LZ...
[2026-02-13T20:26:10.015301] [INFO ] [sig       ] Generating forecast for: LZ
[2026-02-13T20:26:10.015336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2026-02-13T20:26:10.027816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2026-02-13T20:26:10.028222] [INFO ] [FORECASTER] Starting predict_future for LZ
[2026-02-13T20:26:10.029187] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2026-02-13T20:26:10.029254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:10.029290] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:10.029319] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:10.029378] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:10.091472] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:10.092479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:10.092613] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:10.092670] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:10.227073] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:10.227244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:10.227288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:10.227318] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:10.231146] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: UP (p=69.81%)
[2026-02-13T20:26:10.231520] [INFO ] [FORECASTER] Completed predict_future for LZ
[2026-02-13T20:26:10.231710] [INFO ] [sig       ] LZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:10.383831] [INFO ] [LOCAL     ] Saved forecast: LZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/LZ.txt
[2026-02-13T20:26:10.383986] [INFO ] [sig       ] [1890/3406] Completed LZ in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 8.9m
[2026-02-13T20:26:10.384036] [INFO ] [sig       ] [1891/3406] Forecasting LZB...
[2026-02-13T20:26:10.384084] [INFO ] [sig       ] Generating forecast for: LZB
[2026-02-13T20:26:10.384132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2026-02-13T20:26:10.396212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2026-02-13T20:26:10.396676] [INFO ] [FORECASTER] Starting predict_future for LZB
[2026-02-13T20:26:10.397702] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2026-02-13T20:26:10.397756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:10.397789] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:10.397817] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:10.397883] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:10.460690] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:10.461531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:10.461633] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:10.461668] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:10.585115] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:10.585278] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:10.585317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:10.585346] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:10.588848] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2026-02-13T20:26:10.589130] [INFO ] [FORECASTER] Completed predict_future for LZB
[2026-02-13T20:26:10.589262] [INFO ] [sig       ] LZB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:10.731942] [INFO ] [LOCAL     ] Saved forecast: LZB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LZB.txt
[2026-02-13T20:26:10.732105] [INFO ] [sig       ] [1891/3406] Completed LZB in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 8.9m
[2026-02-13T20:26:10.732155] [INFO ] [sig       ] [1892/3406] Forecasting LZM...
[2026-02-13T20:26:10.732202] [INFO ] [sig       ] Generating forecast for: LZM
[2026-02-13T20:26:10.732251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2026-02-13T20:26:10.744097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2026-02-13T20:26:10.744500] [INFO ] [FORECASTER] Starting predict_future for LZM
[2026-02-13T20:26:10.745338] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2026-02-13T20:26:10.745392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:10.745427] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:10.745456] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:10.745513] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:10.808252] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:10.809205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:10.809293] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:10.809327] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:10.937149] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:10.937301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:10.937343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:10.937373] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:10.941226] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=17.24%)
[2026-02-13T20:26:10.941516] [INFO ] [FORECASTER] Completed predict_future for LZM
[2026-02-13T20:26:10.941698] [INFO ] [sig       ] LZM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:11.092015] [INFO ] [LOCAL     ] Saved forecast: LZM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/LZM.txt
[2026-02-13T20:26:11.092198] [INFO ] [sig       ] [1892/3406] Completed LZM in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 8.9m
[2026-02-13T20:26:11.092240] [INFO ] [sig       ] [1893/3406] Forecasting M...
[2026-02-13T20:26:11.092280] [INFO ] [sig       ] Generating forecast for: M
[2026-02-13T20:26:11.092313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2026-02-13T20:26:11.103993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2026-02-13T20:26:11.104386] [INFO ] [FORECASTER] Starting predict_future for M
[2026-02-13T20:26:11.105252] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2026-02-13T20:26:11.105307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:11.105340] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:11.105369] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:11.105428] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:11.169672] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:11.170605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:11.170691] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:11.170725] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:11.304017] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:11.304170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:11.304210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:11.304238] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:11.307747] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: DOWN (p=4.66%)
[2026-02-13T20:26:11.308023] [INFO ] [FORECASTER] Completed predict_future for M
[2026-02-13T20:26:11.308152] [INFO ] [sig       ] M: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:11.457458] [INFO ] [LOCAL     ] Saved forecast: M	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/M.txt
[2026-02-13T20:26:11.457664] [INFO ] [sig       ] [1893/3406] Completed M in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 8.9m
[2026-02-13T20:26:11.457710] [INFO ] [sig       ] [1894/3406] Forecasting MA...
[2026-02-13T20:26:11.457743] [INFO ] [sig       ] Generating forecast for: MA
[2026-02-13T20:26:11.457774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2026-02-13T20:26:11.470681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2026-02-13T20:26:11.471055] [INFO ] [FORECASTER] Starting predict_future for MA
[2026-02-13T20:26:11.471965] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2026-02-13T20:26:11.472019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:11.472051] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:11.472080] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:11.472138] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:11.531659] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:11.532406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:11.532491] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:11.532523] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:11.656155] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:11.656313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:11.656353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:11.656383] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:11.660224] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: DOWN (p=42.13%)
[2026-02-13T20:26:11.660590] [INFO ] [FORECASTER] Completed predict_future for MA
[2026-02-13T20:26:11.660733] [INFO ] [sig       ] MA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:11.803382] [INFO ] [LOCAL     ] Saved forecast: MA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MA.txt
[2026-02-13T20:26:11.803542] [INFO ] [sig       ] [1894/3406] Completed MA in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 8.9m
[2026-02-13T20:26:11.803616] [INFO ] [sig       ] [1895/3406] Forecasting MAA...
[2026-02-13T20:26:11.803667] [INFO ] [sig       ] Generating forecast for: MAA
[2026-02-13T20:26:11.803704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2026-02-13T20:26:11.816478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2026-02-13T20:26:11.816908] [INFO ] [FORECASTER] Starting predict_future for MAA
[2026-02-13T20:26:11.817895] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2026-02-13T20:26:11.817950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:11.817984] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:11.818011] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:11.818068] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:11.877145] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:11.877945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:11.878030] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:11.878062] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:12.003097] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:12.003254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:12.003479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:12.003509] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:12.007117] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: DOWN (p=15.94%)
[2026-02-13T20:26:12.007402] [INFO ] [FORECASTER] Completed predict_future for MAA
[2026-02-13T20:26:12.007536] [INFO ] [sig       ] MAA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:12.148614] [INFO ] [LOCAL     ] Saved forecast: MAA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MAA.txt
[2026-02-13T20:26:12.148771] [INFO ] [sig       ] [1895/3406] Completed MAA in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 8.9m
[2026-02-13T20:26:12.148814] [INFO ] [sig       ] [1896/3406] Forecasting MAC...
[2026-02-13T20:26:12.148846] [INFO ] [sig       ] Generating forecast for: MAC
[2026-02-13T20:26:12.148878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2026-02-13T20:26:12.160423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAC'.
[2026-02-13T20:26:12.160878] [INFO ] [FORECASTER] Starting predict_future for MAC
[2026-02-13T20:26:12.161771] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2026-02-13T20:26:12.161827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:12.161890] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:12.161921] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:12.161980] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:12.222933] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:12.223861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:12.223954] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:12.223988] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:12.356427] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:12.356610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:12.356653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:12.356685] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:12.360482] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=48.08%)
[2026-02-13T20:26:12.360821] [INFO ] [FORECASTER] Completed predict_future for MAC
[2026-02-13T20:26:12.360969] [INFO ] [sig       ] MAC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:12.499800] [INFO ] [LOCAL     ] Saved forecast: MAC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MAC.txt
[2026-02-13T20:26:12.499947] [INFO ] [sig       ] [1896/3406] Completed MAC in 0.4s | 2.84 sym/s | Total: 11.1m | ETA: 8.9m
[2026-02-13T20:26:12.499987] [INFO ] [sig       ] [1897/3406] Forecasting MAMA...
[2026-02-13T20:26:12.500018] [INFO ] [sig       ] Generating forecast for: MAMA
[2026-02-13T20:26:12.500049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2026-02-13T20:26:12.511594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2026-02-13T20:26:12.511947] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2026-02-13T20:26:12.512748] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2026-02-13T20:26:12.512801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:12.512832] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:12.512858] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:12.512914] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:12.570751] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:12.571502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:12.571602] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:12.571637] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:12.695329] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:12.695690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:12.695730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:12.695763] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:12.699254] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: DOWN (p=35.38%)
[2026-02-13T20:26:12.699532] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2026-02-13T20:26:12.699681] [INFO ] [sig       ] MAMA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:12.839878] [INFO ] [LOCAL     ] Saved forecast: MAMA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MAMA.txt
[2026-02-13T20:26:12.840018] [INFO ] [sig       ] [1897/3406] Completed MAMA in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 8.9m
[2026-02-13T20:26:12.840057] [INFO ] [sig       ] [1898/3406] Forecasting MAN...
[2026-02-13T20:26:12.840086] [INFO ] [sig       ] Generating forecast for: MAN
[2026-02-13T20:26:12.840117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2026-02-13T20:26:12.851484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2026-02-13T20:26:12.851884] [INFO ] [FORECASTER] Starting predict_future for MAN
[2026-02-13T20:26:12.852780] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2026-02-13T20:26:12.852835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:12.852869] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:12.852897] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:12.852954] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:12.909504] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:12.910285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:12.910366] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:12.910398] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:13.028143] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:13.028300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:13.028339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:13.028367] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:13.031848] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2026-02-13T20:26:13.032124] [INFO ] [FORECASTER] Completed predict_future for MAN
[2026-02-13T20:26:13.032250] [INFO ] [sig       ] MAN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:13.170493] [INFO ] [LOCAL     ] Saved forecast: MAN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MAN.txt
[2026-02-13T20:26:13.170631] [INFO ] [sig       ] [1898/3406] Completed MAN in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 8.9m
[2026-02-13T20:26:13.170672] [INFO ] [sig       ] [1899/3406] Forecasting MANH...
[2026-02-13T20:26:13.170701] [INFO ] [sig       ] Generating forecast for: MANH
[2026-02-13T20:26:13.170733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2026-02-13T20:26:13.182454] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2026-02-13T20:26:13.182816] [INFO ] [FORECASTER] Starting predict_future for MANH
[2026-02-13T20:26:13.183689] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2026-02-13T20:26:13.183743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:13.183777] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:13.183804] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:13.183863] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:13.244846] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:13.245532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:13.245628] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:13.245662] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:13.369704] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:13.369852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:13.369891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:13.369951] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:13.373967] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=71.40%)
[2026-02-13T20:26:13.374248] [INFO ] [FORECASTER] Completed predict_future for MANH
[2026-02-13T20:26:13.374377] [INFO ] [sig       ] MANH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:13.516698] [INFO ] [LOCAL     ] Saved forecast: MANH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MANH.txt
[2026-02-13T20:26:13.516817] [INFO ] [sig       ] [1899/3406] Completed MANH in 0.3s | 2.84 sym/s | Total: 11.1m | ETA: 8.8m
[2026-02-13T20:26:13.516856] [INFO ] [sig       ] [1900/3406] Forecasting MARA...
[2026-02-13T20:26:13.516884] [INFO ] [sig       ] Generating forecast for: MARA
[2026-02-13T20:26:13.516922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2026-02-13T20:26:13.528801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2026-02-13T20:26:13.529126] [INFO ] [FORECASTER] Starting predict_future for MARA
[2026-02-13T20:26:13.529946] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2026-02-13T20:26:13.529999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:13.530033] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:13.530061] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:13.530133] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:13.590743] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:13.591429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:13.591513] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:13.591547] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:13.719900] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:13.720055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:13.720096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:13.720124] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:13.723513] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=57.59%)
[2026-02-13T20:26:13.723813] [INFO ] [FORECASTER] Completed predict_future for MARA
[2026-02-13T20:26:13.723941] [INFO ] [sig       ] MARA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:13.864698] [INFO ] [LOCAL     ] Saved forecast: MARA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MARA.txt
[2026-02-13T20:26:13.864821] [INFO ] [sig       ] [1900/3406] Completed MARA in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 8.8m
[2026-02-13T20:26:13.864861] [INFO ] [sig       ] [1901/3406] Forecasting MAS...
[2026-02-13T20:26:13.864892] [INFO ] [sig       ] Generating forecast for: MAS
[2026-02-13T20:26:13.864922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2026-02-13T20:26:13.876393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2026-02-13T20:26:13.876728] [INFO ] [FORECASTER] Starting predict_future for MAS
[2026-02-13T20:26:13.877524] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2026-02-13T20:26:13.877619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:13.877658] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:13.877688] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:13.877746] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:13.936069] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:13.936703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:13.936789] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:13.936821] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:14.059687] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:14.059838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:14.059875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:14.059905] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:14.063845] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: UP (p=72.52%)
[2026-02-13T20:26:14.064118] [INFO ] [FORECASTER] Completed predict_future for MAS
[2026-02-13T20:26:14.064258] [INFO ] [sig       ] MAS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:14.207285] [INFO ] [LOCAL     ] Saved forecast: MAS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MAS.txt
[2026-02-13T20:26:14.207418] [INFO ] [sig       ] [1901/3406] Completed MAS in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 8.8m
[2026-02-13T20:26:14.207455] [INFO ] [sig       ] [1902/3406] Forecasting MASI...
[2026-02-13T20:26:14.207484] [INFO ] [sig       ] Generating forecast for: MASI
[2026-02-13T20:26:14.207748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2026-02-13T20:26:14.220040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2026-02-13T20:26:14.220376] [INFO ] [FORECASTER] Starting predict_future for MASI
[2026-02-13T20:26:14.221200] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2026-02-13T20:26:14.221271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:14.221305] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:14.221332] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:14.221390] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:14.279426] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:14.280070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:14.280148] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:14.280197] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:14.399184] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:14.399322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:14.399359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:14.399387] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:14.402797] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=83.74%)
[2026-02-13T20:26:14.403071] [INFO ] [FORECASTER] Completed predict_future for MASI
[2026-02-13T20:26:14.403197] [INFO ] [sig       ] MASI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:14.550085] [INFO ] [LOCAL     ] Saved forecast: MASI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MASI.txt
[2026-02-13T20:26:14.550200] [INFO ] [sig       ] [1902/3406] Completed MASI in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 8.8m
[2026-02-13T20:26:14.550238] [INFO ] [sig       ] [1903/3406] Forecasting MASS...
[2026-02-13T20:26:14.550267] [INFO ] [sig       ] Generating forecast for: MASS
[2026-02-13T20:26:14.550296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2026-02-13T20:26:14.560972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASS'.
[2026-02-13T20:26:14.561302] [INFO ] [FORECASTER] Starting predict_future for MASS
[2026-02-13T20:26:14.562124] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2026-02-13T20:26:14.562177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:14.562210] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:14.562239] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:14.562298] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:14.620008] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:14.620638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:14.620716] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:14.620748] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:14.744543] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:14.744725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:14.744765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:14.744795] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:14.748241] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=8.62%)
[2026-02-13T20:26:14.748527] [INFO ] [FORECASTER] Completed predict_future for MASS
[2026-02-13T20:26:14.748673] [INFO ] [sig       ] MASS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:14.893661] [INFO ] [LOCAL     ] Saved forecast: MASS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MASS.txt
[2026-02-13T20:26:14.893816] [INFO ] [sig       ] [1903/3406] Completed MASS in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 8.8m
[2026-02-13T20:26:14.893856] [INFO ] [sig       ] [1904/3406] Forecasting MATX...
[2026-02-13T20:26:14.893887] [INFO ] [sig       ] Generating forecast for: MATX
[2026-02-13T20:26:14.893917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2026-02-13T20:26:14.906287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2026-02-13T20:26:14.906860] [INFO ] [FORECASTER] Starting predict_future for MATX
[2026-02-13T20:26:14.907727] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2026-02-13T20:26:14.907782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:14.907814] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:14.907840] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:14.907898] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:14.968822] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:14.969681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:14.969762] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:14.969794] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:15.087133] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:15.087261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:15.087298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:15.087327] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:15.091064] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=19.80%)
[2026-02-13T20:26:15.091359] [INFO ] [FORECASTER] Completed predict_future for MATX
[2026-02-13T20:26:15.091489] [INFO ] [sig       ] MATX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:15.240819] [INFO ] [LOCAL     ] Saved forecast: MATX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MATX.txt
[2026-02-13T20:26:15.240946] [INFO ] [sig       ] [1904/3406] Completed MATX in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 8.8m
[2026-02-13T20:26:15.240983] [INFO ] [sig       ] [1905/3406] Forecasting MAX...
[2026-02-13T20:26:15.241013] [INFO ] [sig       ] Generating forecast for: MAX
[2026-02-13T20:26:15.241043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2026-02-13T20:26:15.252911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAX'.
[2026-02-13T20:26:15.253228] [INFO ] [FORECASTER] Starting predict_future for MAX
[2026-02-13T20:26:15.254051] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2026-02-13T20:26:15.254103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:15.254134] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:15.254161] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:15.254221] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:15.315957] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:15.316596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:15.316678] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:15.316712] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:15.436827] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:15.436971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:15.437009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:15.437038] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:15.440828] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=26.81%)
[2026-02-13T20:26:15.441104] [INFO ] [FORECASTER] Completed predict_future for MAX
[2026-02-13T20:26:15.441228] [INFO ] [sig       ] MAX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:15.586929] [INFO ] [LOCAL     ] Saved forecast: MAX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MAX.txt
[2026-02-13T20:26:15.587052] [INFO ] [sig       ] [1905/3406] Completed MAX in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 8.8m
[2026-02-13T20:26:15.587096] [INFO ] [sig       ] [1906/3406] Forecasting MAXI...
[2026-02-13T20:26:15.587126] [INFO ] [sig       ] Generating forecast for: MAXI
[2026-02-13T20:26:15.587155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2026-02-13T20:26:15.599358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2026-02-13T20:26:15.599712] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2026-02-13T20:26:15.600586] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2026-02-13T20:26:15.600649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:15.600682] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:15.600711] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:15.600769] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:15.663756] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:15.664473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:15.664600] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:15.664638] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:15.784380] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:15.784535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:15.784592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:15.784625] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:15.788257] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: UP (p=74.58%)
[2026-02-13T20:26:15.788565] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2026-02-13T20:26:15.788716] [INFO ] [sig       ] MAXI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:15.932782] [INFO ] [LOCAL     ] Saved forecast: MAXI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MAXI.txt
[2026-02-13T20:26:15.932940] [INFO ] [sig       ] [1906/3406] Completed MAXI in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 8.8m
[2026-02-13T20:26:15.932979] [INFO ] [sig       ] [1907/3406] Forecasting MAXN...
[2026-02-13T20:26:15.933010] [INFO ] [sig       ] Generating forecast for: MAXN
[2026-02-13T20:26:15.933041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2026-02-13T20:26:15.944711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2026-02-13T20:26:15.945073] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2026-02-13T20:26:15.945955] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2026-02-13T20:26:15.946009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:15.946042] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:15.946070] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:15.946127] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:16.008480] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:16.009445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:16.009533] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:16.009568] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:16.129420] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:16.129796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:16.129839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:16.129867] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:16.133904] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: DOWN (p=35.57%)
[2026-02-13T20:26:16.134223] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2026-02-13T20:26:16.134358] [INFO ] [sig       ] MAXN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:16.285314] [INFO ] [LOCAL     ] Saved forecast: MAXN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MAXN.txt
[2026-02-13T20:26:16.285475] [INFO ] [sig       ] [1907/3406] Completed MAXN in 0.4s | 2.84 sym/s | Total: 11.2m | ETA: 8.8m
[2026-02-13T20:26:16.285729] [INFO ] [sig       ] [1908/3406] Forecasting MBB...
[2026-02-13T20:26:16.285762] [INFO ] [sig       ] Generating forecast for: MBB
[2026-02-13T20:26:16.285793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2026-02-13T20:26:16.298226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2026-02-13T20:26:16.298646] [INFO ] [FORECASTER] Starting predict_future for MBB
[2026-02-13T20:26:16.299509] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2026-02-13T20:26:16.299563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:16.299629] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:16.299660] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:16.299718] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:16.361790] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:16.362901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:16.362989] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:16.363023] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:16.493833] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:16.494001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:16.494041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:16.494070] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:16.498019] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: DOWN (p=47.34%)
[2026-02-13T20:26:16.498453] [INFO ] [FORECASTER] Completed predict_future for MBB
[2026-02-13T20:26:16.498681] [INFO ] [sig       ] MBB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:16.653899] [INFO ] [LOCAL     ] Saved forecast: MBB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MBB.txt
[2026-02-13T20:26:16.654058] [INFO ] [sig       ] [1908/3406] Completed MBB in 0.4s | 2.84 sym/s | Total: 11.2m | ETA: 8.8m
[2026-02-13T20:26:16.654098] [INFO ] [sig       ] [1909/3406] Forecasting MBC...
[2026-02-13T20:26:16.654127] [INFO ] [sig       ] Generating forecast for: MBC
[2026-02-13T20:26:16.654157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2026-02-13T20:26:16.666756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2026-02-13T20:26:16.667136] [INFO ] [FORECASTER] Starting predict_future for MBC
[2026-02-13T20:26:16.668228] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2026-02-13T20:26:16.668281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:16.668314] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:16.668339] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:16.668394] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:16.730705] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:16.731879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:16.731985] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:16.732045] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:16.854110] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:16.854277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:16.854346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:16.854394] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:16.858073] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=9.80%)
[2026-02-13T20:26:16.858410] [INFO ] [FORECASTER] Completed predict_future for MBC
[2026-02-13T20:26:16.858552] [INFO ] [sig       ] MBC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:17.003346] [INFO ] [LOCAL     ] Saved forecast: MBC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MBC.txt
[2026-02-13T20:26:17.003563] [INFO ] [sig       ] [1909/3406] Completed MBC in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 8.8m
[2026-02-13T20:26:17.003839] [INFO ] [sig       ] [1910/3406] Forecasting MBCN...
[2026-02-13T20:26:17.003898] [INFO ] [sig       ] Generating forecast for: MBCN
[2026-02-13T20:26:17.003933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2026-02-13T20:26:17.015547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2026-02-13T20:26:17.016200] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2026-02-13T20:26:17.017102] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2026-02-13T20:26:17.017155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:17.017188] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:17.017216] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:17.017273] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:17.076852] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:17.077822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:17.077912] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:17.077946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:17.176634] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:17.176794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:17.176835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:17.176865] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:17.180554] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: DOWN (p=10.47%)
[2026-02-13T20:26:17.180882] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2026-02-13T20:26:17.181022] [INFO ] [sig       ] MBCN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:17.324331] [INFO ] [LOCAL     ] Saved forecast: MBCN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MBCN.txt
[2026-02-13T20:26:17.324485] [INFO ] [sig       ] [1910/3406] Completed MBCN in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 8.8m
[2026-02-13T20:26:17.324541] [INFO ] [sig       ] [1911/3406] Forecasting MBI...
[2026-02-13T20:26:17.324590] [INFO ] [sig       ] Generating forecast for: MBI
[2026-02-13T20:26:17.324626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2026-02-13T20:26:17.335925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBI'.
[2026-02-13T20:26:17.336299] [INFO ] [FORECASTER] Starting predict_future for MBI
[2026-02-13T20:26:17.337660] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2026-02-13T20:26:17.337730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:17.337764] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:17.337793] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:17.337851] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:17.395742] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:17.396643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:17.396726] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:17.396758] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:17.520751] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:17.520914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:17.520955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:17.520986] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:17.524923] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: UP (p=97.49%)
[2026-02-13T20:26:17.525225] [INFO ] [FORECASTER] Completed predict_future for MBI
[2026-02-13T20:26:17.525368] [INFO ] [sig       ] MBI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:17.669874] [INFO ] [LOCAL     ] Saved forecast: MBI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MBI.txt
[2026-02-13T20:26:17.670052] [INFO ] [sig       ] [1911/3406] Completed MBI in 0.3s | 2.84 sym/s | Total: 11.2m | ETA: 8.8m
[2026-02-13T20:26:17.670099] [INFO ] [sig       ] [1912/3406] Forecasting MBIN...
[2026-02-13T20:26:17.670130] [INFO ] [sig       ] Generating forecast for: MBIN
[2026-02-13T20:26:17.670161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2026-02-13T20:26:17.683078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2026-02-13T20:26:17.683509] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2026-02-13T20:26:17.684610] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2026-02-13T20:26:17.684676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:17.684721] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:17.684759] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:17.684843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:17.749864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:17.750805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:17.750899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:17.750932] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:17.870142] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:17.870300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:17.870340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:17.870368] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:17.874003] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=67.98%)
[2026-02-13T20:26:17.874320] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2026-02-13T20:26:17.874511] [INFO ] [sig       ] MBIN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:18.021418] [INFO ] [LOCAL     ] Saved forecast: MBIN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MBIN.txt
[2026-02-13T20:26:18.021646] [INFO ] [sig       ] [1912/3406] Completed MBIN in 0.4s | 2.84 sym/s | Total: 11.2m | ETA: 8.8m
[2026-02-13T20:26:18.021709] [INFO ] [sig       ] [1913/3406] Forecasting MBLY...
[2026-02-13T20:26:18.021929] [INFO ] [sig       ] Generating forecast for: MBLY
[2026-02-13T20:26:18.021960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2026-02-13T20:26:18.035701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBLY'.
[2026-02-13T20:26:18.036172] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2026-02-13T20:26:18.037064] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2026-02-13T20:26:18.037129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:18.037230] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:18.037265] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:18.037336] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:18.108045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:18.109525] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:18.109640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:18.109676] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:18.268813] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:18.268987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:18.269029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:18.269059] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:18.273354] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: DOWN (p=14.03%)
[2026-02-13T20:26:18.273789] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2026-02-13T20:26:18.273954] [INFO ] [sig       ] MBLY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:18.432742] [INFO ] [LOCAL     ] Saved forecast: MBLY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MBLY.txt
[2026-02-13T20:26:18.432925] [INFO ] [sig       ] [1913/3406] Completed MBLY in 0.4s | 2.84 sym/s | Total: 11.2m | ETA: 8.8m
[2026-02-13T20:26:18.432976] [INFO ] [sig       ] [1914/3406] Forecasting MBS...
[2026-02-13T20:26:18.433012] [INFO ] [sig       ] Generating forecast for: MBS
[2026-02-13T20:26:18.433048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2026-02-13T20:26:18.445928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBS'.
[2026-02-13T20:26:18.446380] [INFO ] [FORECASTER] Starting predict_future for MBS
[2026-02-13T20:26:18.447384] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2026-02-13T20:26:18.447442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:18.447482] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:18.447517] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:18.447666] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:18.513254] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:18.514292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:18.514387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:18.514421] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:18.673456] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:18.673679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:18.673731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:18.673771] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:18.678465] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: UP (p=74.78%)
[2026-02-13T20:26:18.678931] [INFO ] [FORECASTER] Completed predict_future for MBS
[2026-02-13T20:26:18.679112] [INFO ] [sig       ] MBS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:18.903560] [INFO ] [LOCAL     ] Saved forecast: MBS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MBS.txt
[2026-02-13T20:26:18.903818] [INFO ] [sig       ] [1914/3406] Completed MBS in 0.5s | 2.84 sym/s | Total: 11.2m | ETA: 8.8m
[2026-02-13T20:26:18.903889] [INFO ] [sig       ] [1915/3406] Forecasting MBWM...
[2026-02-13T20:26:18.903946] [INFO ] [sig       ] Generating forecast for: MBWM
[2026-02-13T20:26:18.904000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2026-02-13T20:26:18.940047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2026-02-13T20:26:18.940667] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2026-02-13T20:26:18.941995] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2026-02-13T20:26:18.942067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:18.942121] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:18.942170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:18.942265] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:19.033299] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:19.034636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:19.034766] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:19.034825] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:19.203350] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:19.203554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:19.203637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:19.203684] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:19.208300] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=58.79%)
[2026-02-13T20:26:19.208753] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2026-02-13T20:26:19.208936] [INFO ] [sig       ] MBWM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:19.415387] [INFO ] [LOCAL     ] Saved forecast: MBWM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MBWM.txt
[2026-02-13T20:26:19.415643] [INFO ] [sig       ] [1915/3406] Completed MBWM in 0.5s | 2.84 sym/s | Total: 11.2m | ETA: 8.8m
[2026-02-13T20:26:19.415708] [INFO ] [sig       ] [1916/3406] Forecasting MBX...
[2026-02-13T20:26:19.415757] [INFO ] [sig       ] Generating forecast for: MBX
[2026-02-13T20:26:19.415807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2026-02-13T20:26:19.431763] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MBX'.
[2026-02-13T20:26:19.432260] [INFO ] [FORECASTER] Starting predict_future for MBX
[2026-02-13T20:26:19.433424] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2026-02-13T20:26:19.433496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:19.433540] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:19.433601] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:19.433690] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:19.504901] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:19.505864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:19.505955] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:19.505989] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:19.634490] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:19.634680] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-13T20:26:19.634726] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:19.634798] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:19.638781] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: DOWN (p=47.65%)
[2026-02-13T20:26:19.639190] [INFO ] [FORECASTER] Completed predict_future for MBX
[2026-02-13T20:26:19.639349] [INFO ] [sig       ] MBX: Forecast for 2026-02-12: DOWN (sign=0.00)
[2026-02-13T20:26:19.788952] [INFO ] [LOCAL     ] Saved forecast: MBX	2026-02-13	0 -> ./output/forecasts/individual/2026-02-13/MBX.txt
[2026-02-13T20:26:19.789134] [INFO ] [sig       ] [1916/3406] Completed MBX in 0.4s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:19.789178] [INFO ] [sig       ] [1917/3406] Forecasting MC...
[2026-02-13T20:26:19.789216] [INFO ] [sig       ] Generating forecast for: MC
[2026-02-13T20:26:19.789248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2026-02-13T20:26:19.799708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2026-02-13T20:26:19.800041] [INFO ] [FORECASTER] Starting predict_future for MC
[2026-02-13T20:26:19.800837] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2026-02-13T20:26:19.800889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:19.800921] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:19.800948] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:19.801004] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:19.857336] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:19.858021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:19.858111] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:19.858143] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:19.976735] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:19.976885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:19.976932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:19.976966] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:19.980398] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=36.34%)
[2026-02-13T20:26:19.980694] [INFO ] [FORECASTER] Completed predict_future for MC
[2026-02-13T20:26:19.980821] [INFO ] [sig       ] MC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:20.122097] [INFO ] [LOCAL     ] Saved forecast: MC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MC.txt
[2026-02-13T20:26:20.122229] [INFO ] [sig       ] [1917/3406] Completed MC in 0.3s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:20.122268] [INFO ] [sig       ] [1918/3406] Forecasting MCBS...
[2026-02-13T20:26:20.122297] [INFO ] [sig       ] Generating forecast for: MCBS
[2026-02-13T20:26:20.122326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2026-02-13T20:26:20.133396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2026-02-13T20:26:20.133780] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2026-02-13T20:26:20.134551] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2026-02-13T20:26:20.134622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:20.134655] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:20.134681] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:20.134738] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:20.191672] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:20.192311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:20.192390] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:20.192423] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:20.313989] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:20.314137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:20.314176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:20.314204] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:20.317606] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: DOWN (p=2.72%)
[2026-02-13T20:26:20.317892] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2026-02-13T20:26:20.318033] [INFO ] [sig       ] MCBS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:20.455991] [INFO ] [LOCAL     ] Saved forecast: MCBS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MCBS.txt
[2026-02-13T20:26:20.456123] [INFO ] [sig       ] [1918/3406] Completed MCBS in 0.3s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:20.456162] [INFO ] [sig       ] [1919/3406] Forecasting MCHI...
[2026-02-13T20:26:20.456190] [INFO ] [sig       ] Generating forecast for: MCHI
[2026-02-13T20:26:20.456221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2026-02-13T20:26:20.467822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2026-02-13T20:26:20.468171] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2026-02-13T20:26:20.468988] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2026-02-13T20:26:20.469041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:20.469073] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:20.469101] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:20.469159] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:20.528117] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:20.528817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:20.528899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:20.528933] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:20.657969] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:20.658116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:20.658155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:20.658184] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:20.662028] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=59.02%)
[2026-02-13T20:26:20.662309] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2026-02-13T20:26:20.662439] [INFO ] [sig       ] MCHI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:20.806324] [INFO ] [LOCAL     ] Saved forecast: MCHI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MCHI.txt
[2026-02-13T20:26:20.806458] [INFO ] [sig       ] [1919/3406] Completed MCHI in 0.4s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:20.806499] [INFO ] [sig       ] [1920/3406] Forecasting MCHP...
[2026-02-13T20:26:20.806531] [INFO ] [sig       ] Generating forecast for: MCHP
[2026-02-13T20:26:20.806563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2026-02-13T20:26:20.817778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2026-02-13T20:26:20.818118] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2026-02-13T20:26:20.818971] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2026-02-13T20:26:20.819025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:20.819058] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:20.819086] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:20.819143] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:20.878902] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:20.879822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:20.879905] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:20.879938] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:21.007880] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:21.008032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:21.008072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:21.008120] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:21.011684] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=35.51%)
[2026-02-13T20:26:21.011966] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2026-02-13T20:26:21.012100] [INFO ] [sig       ] MCHP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:21.157287] [INFO ] [LOCAL     ] Saved forecast: MCHP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MCHP.txt
[2026-02-13T20:26:21.157431] [INFO ] [sig       ] [1920/3406] Completed MCHP in 0.4s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:21.157477] [INFO ] [sig       ] [1921/3406] Forecasting MCHX...
[2026-02-13T20:26:21.157513] [INFO ] [sig       ] Generating forecast for: MCHX
[2026-02-13T20:26:21.157546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2026-02-13T20:26:21.168486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2026-02-13T20:26:21.168832] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2026-02-13T20:26:21.169654] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2026-02-13T20:26:21.169706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:21.169739] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:21.169765] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:21.169822] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:21.228435] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:21.229354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:21.229456] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:21.229497] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:21.352013] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:21.352185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:21.352226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:21.352256] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:21.356092] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: UP (p=60.28%)
[2026-02-13T20:26:21.356484] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2026-02-13T20:26:21.356654] [INFO ] [sig       ] MCHX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:21.513784] [INFO ] [LOCAL     ] Saved forecast: MCHX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MCHX.txt
[2026-02-13T20:26:21.513960] [INFO ] [sig       ] [1921/3406] Completed MCHX in 0.4s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:21.514010] [INFO ] [sig       ] [1922/3406] Forecasting MCI...
[2026-02-13T20:26:21.514049] [INFO ] [sig       ] Generating forecast for: MCI
[2026-02-13T20:26:21.514085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2026-02-13T20:26:21.526699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2026-02-13T20:26:21.527123] [INFO ] [FORECASTER] Starting predict_future for MCI
[2026-02-13T20:26:21.528088] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2026-02-13T20:26:21.528149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:21.528182] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:21.528210] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:21.528281] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:21.595865] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:21.596825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:21.596924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:21.596976] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:21.722640] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:21.722995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:21.723037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:21.723066] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:21.727012] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2026-02-13T20:26:21.727307] [INFO ] [FORECASTER] Completed predict_future for MCI
[2026-02-13T20:26:21.727445] [INFO ] [sig       ] MCI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:21.871955] [INFO ] [LOCAL     ] Saved forecast: MCI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MCI.txt
[2026-02-13T20:26:21.872090] [INFO ] [sig       ] [1922/3406] Completed MCI in 0.4s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:21.872130] [INFO ] [sig       ] [1923/3406] Forecasting MCK...
[2026-02-13T20:26:21.872162] [INFO ] [sig       ] Generating forecast for: MCK
[2026-02-13T20:26:21.872194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2026-02-13T20:26:21.884070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2026-02-13T20:26:21.884412] [INFO ] [FORECASTER] Starting predict_future for MCK
[2026-02-13T20:26:21.885240] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2026-02-13T20:26:21.885295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:21.885328] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:21.885357] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:21.885415] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:21.946934] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:21.947676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:21.947788] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:21.947823] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:22.074418] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:22.074587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:22.074633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:22.074664] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:22.078190] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=56.06%)
[2026-02-13T20:26:22.078475] [INFO ] [FORECASTER] Completed predict_future for MCK
[2026-02-13T20:26:22.078629] [INFO ] [sig       ] MCK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:22.227328] [INFO ] [LOCAL     ] Saved forecast: MCK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MCK.txt
[2026-02-13T20:26:22.227474] [INFO ] [sig       ] [1923/3406] Completed MCK in 0.4s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:22.227514] [INFO ] [sig       ] [1924/3406] Forecasting MCN...
[2026-02-13T20:26:22.227544] [INFO ] [sig       ] Generating forecast for: MCN
[2026-02-13T20:26:22.227625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2026-02-13T20:26:22.239856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2026-02-13T20:26:22.240187] [INFO ] [FORECASTER] Starting predict_future for MCN
[2026-02-13T20:26:22.241190] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2026-02-13T20:26:22.241243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:22.241275] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:22.241315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:22.241373] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:22.298910] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:22.299631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:22.299712] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:22.299745] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:22.422225] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:22.422400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:22.422473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:22.422521] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:22.426663] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=48.19%)
[2026-02-13T20:26:22.426957] [INFO ] [FORECASTER] Completed predict_future for MCN
[2026-02-13T20:26:22.427089] [INFO ] [sig       ] MCN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:22.575565] [INFO ] [LOCAL     ] Saved forecast: MCN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MCN.txt
[2026-02-13T20:26:22.575731] [INFO ] [sig       ] [1924/3406] Completed MCN in 0.3s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:22.575772] [INFO ] [sig       ] [1925/3406] Forecasting MCO...
[2026-02-13T20:26:22.575801] [INFO ] [sig       ] Generating forecast for: MCO
[2026-02-13T20:26:22.575831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2026-02-13T20:26:22.586964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2026-02-13T20:26:22.587284] [INFO ] [FORECASTER] Starting predict_future for MCO
[2026-02-13T20:26:22.588116] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2026-02-13T20:26:22.588168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:22.588200] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:22.588225] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:22.588280] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:22.647186] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:22.647884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:22.647965] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:22.647999] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:22.770415] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:22.770776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:22.770819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:22.770855] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:22.774692] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: UP (p=68.27%)
[2026-02-13T20:26:22.774978] [INFO ] [FORECASTER] Completed predict_future for MCO
[2026-02-13T20:26:22.775107] [INFO ] [sig       ] MCO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:22.916864] [INFO ] [LOCAL     ] Saved forecast: MCO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MCO.txt
[2026-02-13T20:26:22.916997] [INFO ] [sig       ] [1925/3406] Completed MCO in 0.3s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:22.917035] [INFO ] [sig       ] [1926/3406] Forecasting MCRB...
[2026-02-13T20:26:22.917064] [INFO ] [sig       ] Generating forecast for: MCRB
[2026-02-13T20:26:22.917093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2026-02-13T20:26:22.928873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRB'.
[2026-02-13T20:26:22.929191] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2026-02-13T20:26:22.930032] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2026-02-13T20:26:22.930084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:22.930116] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:22.930143] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:22.930199] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:22.988595] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:22.989224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:22.989304] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:22.989335] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:23.109900] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:23.110059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:23.110099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:23.110129] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:23.113604] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: UP (p=68.51%)
[2026-02-13T20:26:23.113892] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2026-02-13T20:26:23.114020] [INFO ] [sig       ] MCRB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:23.275190] [INFO ] [LOCAL     ] Saved forecast: MCRB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MCRB.txt
[2026-02-13T20:26:23.275385] [INFO ] [sig       ] [1926/3406] Completed MCRB in 0.4s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:23.275429] [INFO ] [sig       ] [1927/3406] Forecasting MCRI...
[2026-02-13T20:26:23.275459] [INFO ] [sig       ] Generating forecast for: MCRI
[2026-02-13T20:26:23.275490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2026-02-13T20:26:23.288510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2026-02-13T20:26:23.289230] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2026-02-13T20:26:23.290141] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2026-02-13T20:26:23.290197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:23.290230] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:23.290257] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:23.290315] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:23.353214] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:23.354180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:23.354263] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:23.354295] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:23.480021] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:23.480178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:23.480217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:23.480245] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:23.483728] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: DOWN (p=37.80%)
[2026-02-13T20:26:23.484006] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2026-02-13T20:26:23.484133] [INFO ] [sig       ] MCRI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:23.624857] [INFO ] [LOCAL     ] Saved forecast: MCRI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MCRI.txt
[2026-02-13T20:26:23.625016] [INFO ] [sig       ] [1927/3406] Completed MCRI in 0.3s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:23.625056] [INFO ] [sig       ] [1928/3406] Forecasting MCS...
[2026-02-13T20:26:23.625085] [INFO ] [sig       ] Generating forecast for: MCS
[2026-02-13T20:26:23.625135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2026-02-13T20:26:23.637063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2026-02-13T20:26:23.637562] [INFO ] [FORECASTER] Starting predict_future for MCS
[2026-02-13T20:26:23.638662] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2026-02-13T20:26:23.638728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:23.638774] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:23.638814] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:23.638897] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:23.696593] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:23.697488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:23.697617] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:23.697653] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:23.823178] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:23.823339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:23.823379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:23.823408] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:23.826830] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: DOWN (p=23.20%)
[2026-02-13T20:26:23.827121] [INFO ] [FORECASTER] Completed predict_future for MCS
[2026-02-13T20:26:23.827254] [INFO ] [sig       ] MCS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:23.975234] [INFO ] [LOCAL     ] Saved forecast: MCS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MCS.txt
[2026-02-13T20:26:23.975417] [INFO ] [sig       ] [1928/3406] Completed MCS in 0.4s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:23.975463] [INFO ] [sig       ] [1929/3406] Forecasting MCY...
[2026-02-13T20:26:23.975496] [INFO ] [sig       ] Generating forecast for: MCY
[2026-02-13T20:26:23.975526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2026-02-13T20:26:23.986558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2026-02-13T20:26:23.987126] [INFO ] [FORECASTER] Starting predict_future for MCY
[2026-02-13T20:26:23.988132] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2026-02-13T20:26:23.988183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:23.988215] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:23.988241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:23.988297] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:24.046188] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:24.047080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:24.047165] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:24.047198] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:24.168081] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:24.168246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:24.168287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:24.168317] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:24.171809] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2026-02-13T20:26:24.172102] [INFO ] [FORECASTER] Completed predict_future for MCY
[2026-02-13T20:26:24.172233] [INFO ] [sig       ] MCY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:24.316496] [INFO ] [LOCAL     ] Saved forecast: MCY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MCY.txt
[2026-02-13T20:26:24.316874] [INFO ] [sig       ] [1929/3406] Completed MCY in 0.3s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:24.316917] [INFO ] [sig       ] [1930/3406] Forecasting MD...
[2026-02-13T20:26:24.316948] [INFO ] [sig       ] Generating forecast for: MD
[2026-02-13T20:26:24.316978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2026-02-13T20:26:24.330054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2026-02-13T20:26:24.330445] [INFO ] [FORECASTER] Starting predict_future for MD
[2026-02-13T20:26:24.331441] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2026-02-13T20:26:24.331492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:24.331555] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:24.331602] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:24.331661] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:24.390001] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:24.390888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:24.390972] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:24.391005] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:24.517821] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:24.517985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:24.518025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:24.518054] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:24.521647] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: DOWN (p=15.12%)
[2026-02-13T20:26:24.521937] [INFO ] [FORECASTER] Completed predict_future for MD
[2026-02-13T20:26:24.522069] [INFO ] [sig       ] MD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:24.661953] [INFO ] [LOCAL     ] Saved forecast: MD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MD.txt
[2026-02-13T20:26:24.662108] [INFO ] [sig       ] [1930/3406] Completed MD in 0.3s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:24.662149] [INFO ] [sig       ] [1931/3406] Forecasting MDAI...
[2026-02-13T20:26:24.662179] [INFO ] [sig       ] Generating forecast for: MDAI
[2026-02-13T20:26:24.662209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2026-02-13T20:26:24.673197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2026-02-13T20:26:24.673589] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2026-02-13T20:26:24.674381] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2026-02-13T20:26:24.674432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:24.674464] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:24.674490] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:24.674546] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:24.732120] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:24.732971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:24.733053] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:24.733086] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:24.852504] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:24.852694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:24.852738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:24.852768] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:24.856412] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: DOWN (p=48.36%)
[2026-02-13T20:26:24.856775] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2026-02-13T20:26:24.856918] [INFO ] [sig       ] MDAI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:24.996801] [INFO ] [LOCAL     ] Saved forecast: MDAI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MDAI.txt
[2026-02-13T20:26:24.996962] [INFO ] [sig       ] [1931/3406] Completed MDAI in 0.3s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:24.997001] [INFO ] [sig       ] [1932/3406] Forecasting MDB...
[2026-02-13T20:26:24.997031] [INFO ] [sig       ] Generating forecast for: MDB
[2026-02-13T20:26:24.997061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2026-02-13T20:26:25.008066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2026-02-13T20:26:25.008441] [INFO ] [FORECASTER] Starting predict_future for MDB
[2026-02-13T20:26:25.009281] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2026-02-13T20:26:25.009333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:25.009365] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:25.009391] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:25.009454] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:25.066147] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:25.067045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:25.067131] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:25.067164] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:25.191818] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:25.191976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:25.192015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:25.192043] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:25.195467] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: DOWN (p=30.34%)
[2026-02-13T20:26:25.195772] [INFO ] [FORECASTER] Completed predict_future for MDB
[2026-02-13T20:26:25.195903] [INFO ] [sig       ] MDB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:25.340261] [INFO ] [LOCAL     ] Saved forecast: MDB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MDB.txt
[2026-02-13T20:26:25.340421] [INFO ] [sig       ] [1932/3406] Completed MDB in 0.3s | 2.84 sym/s | Total: 11.3m | ETA: 8.7m
[2026-02-13T20:26:25.340460] [INFO ] [sig       ] [1933/3406] Forecasting MDGL...
[2026-02-13T20:26:25.340491] [INFO ] [sig       ] Generating forecast for: MDGL
[2026-02-13T20:26:25.340521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2026-02-13T20:26:25.352001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2026-02-13T20:26:25.352414] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2026-02-13T20:26:25.353232] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2026-02-13T20:26:25.353285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:25.353316] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:25.353342] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:25.353398] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:25.410881] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:25.411779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:25.411864] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:25.411896] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:25.528555] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:25.528755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:25.528794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:25.528862] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:25.532769] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=39.49%)
[2026-02-13T20:26:25.533076] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2026-02-13T20:26:25.533213] [INFO ] [sig       ] MDGL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:25.677171] [INFO ] [LOCAL     ] Saved forecast: MDGL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MDGL.txt
[2026-02-13T20:26:25.677327] [INFO ] [sig       ] [1933/3406] Completed MDGL in 0.3s | 2.84 sym/s | Total: 11.3m | ETA: 8.6m
[2026-02-13T20:26:25.677366] [INFO ] [sig       ] [1934/3406] Forecasting MDLZ...
[2026-02-13T20:26:25.677395] [INFO ] [sig       ] Generating forecast for: MDLZ
[2026-02-13T20:26:25.677427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2026-02-13T20:26:25.689007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2026-02-13T20:26:25.689388] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2026-02-13T20:26:25.690296] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2026-02-13T20:26:25.690363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:25.690408] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:25.690449] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:25.690534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:25.749471] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:25.750412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:25.750510] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:25.750553] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:25.874255] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:25.874420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:25.874461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:25.874491] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:25.878049] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=89.11%)
[2026-02-13T20:26:25.878361] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2026-02-13T20:26:25.878521] [INFO ] [sig       ] MDLZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:26.019194] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MDLZ.txt
[2026-02-13T20:26:26.019353] [INFO ] [sig       ] [1934/3406] Completed MDLZ in 0.3s | 2.84 sym/s | Total: 11.4m | ETA: 8.6m
[2026-02-13T20:26:26.019393] [INFO ] [sig       ] [1935/3406] Forecasting MDWD...
[2026-02-13T20:26:26.019424] [INFO ] [sig       ] Generating forecast for: MDWD
[2026-02-13T20:26:26.019456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2026-02-13T20:26:26.030959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2026-02-13T20:26:26.031353] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2026-02-13T20:26:26.032166] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2026-02-13T20:26:26.032218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:26.032250] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:26.032277] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:26.032334] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:26.089701] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:26.090611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:26.090698] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:26.090732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:26.206410] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:26.206588] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:26.206630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:26.206659] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:26.210206] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2026-02-13T20:26:26.210500] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2026-02-13T20:26:26.210682] [INFO ] [sig       ] MDWD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:26.354303] [INFO ] [LOCAL     ] Saved forecast: MDWD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MDWD.txt
[2026-02-13T20:26:26.354454] [INFO ] [sig       ] [1935/3406] Completed MDWD in 0.3s | 2.84 sym/s | Total: 11.4m | ETA: 8.6m
[2026-02-13T20:26:26.354494] [INFO ] [sig       ] [1936/3406] Forecasting MDXG...
[2026-02-13T20:26:26.354523] [INFO ] [sig       ] Generating forecast for: MDXG
[2026-02-13T20:26:26.354555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2026-02-13T20:26:26.365607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2026-02-13T20:26:26.365965] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2026-02-13T20:26:26.366769] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2026-02-13T20:26:26.366821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:26.366853] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:26.366881] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:26.366937] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:26.424451] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:26.425339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:26.425426] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:26.425460] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:26.555142] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:26.555301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:26.555340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:26.555368] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:26.559359] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=92.35%)
[2026-02-13T20:26:26.559687] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2026-02-13T20:26:26.560023] [INFO ] [sig       ] MDXG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:26.709873] [INFO ] [LOCAL     ] Saved forecast: MDXG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MDXG.txt
[2026-02-13T20:26:26.710061] [INFO ] [sig       ] [1936/3406] Completed MDXG in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 8.6m
[2026-02-13T20:26:26.710103] [INFO ] [sig       ] [1937/3406] Forecasting MDXH...
[2026-02-13T20:26:26.710134] [INFO ] [sig       ] Generating forecast for: MDXH
[2026-02-13T20:26:26.710167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2026-02-13T20:26:26.722088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2026-02-13T20:26:26.722488] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2026-02-13T20:26:26.723442] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2026-02-13T20:26:26.723528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:26.723566] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:26.723624] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:26.723730] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:26.786153] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:26.787247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:26.787336] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:26.787369] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:26.906513] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:26.906687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:26.906731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:26.906762] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:26.910307] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2026-02-13T20:26:26.910622] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2026-02-13T20:26:26.910781] [INFO ] [sig       ] MDXH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:27.052638] [INFO ] [LOCAL     ] Saved forecast: MDXH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MDXH.txt
[2026-02-13T20:26:27.052802] [INFO ] [sig       ] [1937/3406] Completed MDXH in 0.3s | 2.84 sym/s | Total: 11.4m | ETA: 8.6m
[2026-02-13T20:26:27.052842] [INFO ] [sig       ] [1938/3406] Forecasting MEC...
[2026-02-13T20:26:27.052872] [INFO ] [sig       ] Generating forecast for: MEC
[2026-02-13T20:26:27.052904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2026-02-13T20:26:27.065103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2026-02-13T20:26:27.065541] [INFO ] [FORECASTER] Starting predict_future for MEC
[2026-02-13T20:26:27.066408] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2026-02-13T20:26:27.066463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:27.066496] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:27.066523] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:27.066601] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:27.127982] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:27.128901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:27.129003] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:27.129036] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:27.259198] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:27.259389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:27.259435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:27.259467] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:27.264106] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=49.60%)
[2026-02-13T20:26:27.264511] [INFO ] [FORECASTER] Completed predict_future for MEC
[2026-02-13T20:26:27.264706] [INFO ] [sig       ] MEC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:27.414819] [INFO ] [LOCAL     ] Saved forecast: MEC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MEC.txt
[2026-02-13T20:26:27.414978] [INFO ] [sig       ] [1938/3406] Completed MEC in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 8.6m
[2026-02-13T20:26:27.415018] [INFO ] [sig       ] [1939/3406] Forecasting MED...
[2026-02-13T20:26:27.415049] [INFO ] [sig       ] Generating forecast for: MED
[2026-02-13T20:26:27.415079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2026-02-13T20:26:27.427368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2026-02-13T20:26:27.427796] [INFO ] [FORECASTER] Starting predict_future for MED
[2026-02-13T20:26:27.428627] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2026-02-13T20:26:27.428680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:27.428713] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:27.428738] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:27.428794] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:27.490494] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:27.491351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:27.491437] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:27.491471] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:27.620162] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:27.620322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:27.620363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:27.620394] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:27.623944] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: DOWN (p=5.90%)
[2026-02-13T20:26:27.624258] [INFO ] [FORECASTER] Completed predict_future for MED
[2026-02-13T20:26:27.624402] [INFO ] [sig       ] MED: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:27.777905] [INFO ] [LOCAL     ] Saved forecast: MED	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MED.txt
[2026-02-13T20:26:27.778073] [INFO ] [sig       ] [1939/3406] Completed MED in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 8.6m
[2026-02-13T20:26:27.778113] [INFO ] [sig       ] [1940/3406] Forecasting MEDP...
[2026-02-13T20:26:27.778142] [INFO ] [sig       ] Generating forecast for: MEDP
[2026-02-13T20:26:27.778173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2026-02-13T20:26:27.790121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEDP'.
[2026-02-13T20:26:27.790528] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2026-02-13T20:26:27.791426] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2026-02-13T20:26:27.791482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:27.791518] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:27.791554] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:27.791656] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:27.855048] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:27.856219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:27.856368] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:27.856403] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:27.994539] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:27.994915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:27.994959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:27.994990] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:27.999270] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: UP (p=72.73%)
[2026-02-13T20:26:27.999613] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2026-02-13T20:26:27.999778] [INFO ] [sig       ] MEDP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:28.151043] [INFO ] [LOCAL     ] Saved forecast: MEDP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MEDP.txt
[2026-02-13T20:26:28.151206] [INFO ] [sig       ] [1940/3406] Completed MEDP in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 8.6m
[2026-02-13T20:26:28.151253] [INFO ] [sig       ] [1941/3406] Forecasting MEG...
[2026-02-13T20:26:28.151286] [INFO ] [sig       ] Generating forecast for: MEG
[2026-02-13T20:26:28.151319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2026-02-13T20:26:28.163690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEG'.
[2026-02-13T20:26:28.164354] [INFO ] [FORECASTER] Starting predict_future for MEG
[2026-02-13T20:26:28.165223] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2026-02-13T20:26:28.165277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:28.165310] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:28.165338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:28.165410] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:28.229075] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:28.230070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:28.230168] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:28.230203] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:28.360837] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:28.361000] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:28.361042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:28.361072] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:28.364928] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=27.27%)
[2026-02-13T20:26:28.365309] [INFO ] [FORECASTER] Completed predict_future for MEG
[2026-02-13T20:26:28.365465] [INFO ] [sig       ] MEG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:28.513795] [INFO ] [LOCAL     ] Saved forecast: MEG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MEG.txt
[2026-02-13T20:26:28.513963] [INFO ] [sig       ] [1941/3406] Completed MEG in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 8.6m
[2026-02-13T20:26:28.514003] [INFO ] [sig       ] [1942/3406] Forecasting MEGI...
[2026-02-13T20:26:28.514032] [INFO ] [sig       ] Generating forecast for: MEGI
[2026-02-13T20:26:28.514063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2026-02-13T20:26:28.526725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2026-02-13T20:26:28.527120] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2026-02-13T20:26:28.527974] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2026-02-13T20:26:28.528026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:28.528056] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:28.528081] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:28.528137] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:28.587368] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:28.588288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:28.588376] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:28.588410] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:28.713056] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:28.713223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:28.713263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:28.713294] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:28.717238] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: UP (p=85.31%)
[2026-02-13T20:26:28.717546] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2026-02-13T20:26:28.717948] [INFO ] [sig       ] MEGI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:28.865875] [INFO ] [LOCAL     ] Saved forecast: MEGI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MEGI.txt
[2026-02-13T20:26:28.866033] [INFO ] [sig       ] [1942/3406] Completed MEGI in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 8.6m
[2026-02-13T20:26:28.866074] [INFO ] [sig       ] [1943/3406] Forecasting MEI...
[2026-02-13T20:26:28.866102] [INFO ] [sig       ] Generating forecast for: MEI
[2026-02-13T20:26:28.866134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2026-02-13T20:26:28.878732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2026-02-13T20:26:28.879115] [INFO ] [FORECASTER] Starting predict_future for MEI
[2026-02-13T20:26:28.879971] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2026-02-13T20:26:28.880037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:28.880086] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:28.880126] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:28.880186] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:28.941301] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:28.942203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:28.942290] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:28.942325] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:29.069153] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:29.069315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:29.069355] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:29.069386] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:29.072981] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2026-02-13T20:26:29.073282] [INFO ] [FORECASTER] Completed predict_future for MEI
[2026-02-13T20:26:29.073422] [INFO ] [sig       ] MEI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:29.214785] [INFO ] [LOCAL     ] Saved forecast: MEI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MEI.txt
[2026-02-13T20:26:29.214972] [INFO ] [sig       ] [1943/3406] Completed MEI in 0.3s | 2.84 sym/s | Total: 11.4m | ETA: 8.6m
[2026-02-13T20:26:29.215013] [INFO ] [sig       ] [1944/3406] Forecasting MELI...
[2026-02-13T20:26:29.215042] [INFO ] [sig       ] Generating forecast for: MELI
[2026-02-13T20:26:29.215073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2026-02-13T20:26:29.227180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2026-02-13T20:26:29.227536] [INFO ] [FORECASTER] Starting predict_future for MELI
[2026-02-13T20:26:29.228405] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2026-02-13T20:26:29.228475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:29.228514] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:29.228543] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:29.228620] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:29.287425] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:29.288334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:29.288419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:29.288454] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:29.412595] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:29.412755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:29.412813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:29.412845] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:29.416402] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: DOWN (p=29.59%)
[2026-02-13T20:26:29.416713] [INFO ] [FORECASTER] Completed predict_future for MELI
[2026-02-13T20:26:29.416846] [INFO ] [sig       ] MELI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:29.560404] [INFO ] [LOCAL     ] Saved forecast: MELI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MELI.txt
[2026-02-13T20:26:29.560557] [INFO ] [sig       ] [1944/3406] Completed MELI in 0.3s | 2.84 sym/s | Total: 11.4m | ETA: 8.6m
[2026-02-13T20:26:29.560618] [INFO ] [sig       ] [1945/3406] Forecasting MEOH...
[2026-02-13T20:26:29.560649] [INFO ] [sig       ] Generating forecast for: MEOH
[2026-02-13T20:26:29.560682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2026-02-13T20:26:29.572732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2026-02-13T20:26:29.573106] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2026-02-13T20:26:29.573909] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2026-02-13T20:26:29.573961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:29.573992] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:29.574020] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:29.574075] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:29.636101] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:29.636937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:29.637024] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:29.637064] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:29.770500] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:29.770674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:29.770717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:29.770747] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:29.774768] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: DOWN (p=43.25%)
[2026-02-13T20:26:29.775250] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2026-02-13T20:26:29.775383] [INFO ] [sig       ] MEOH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:29.925771] [INFO ] [LOCAL     ] Saved forecast: MEOH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MEOH.txt
[2026-02-13T20:26:29.925944] [INFO ] [sig       ] [1945/3406] Completed MEOH in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 8.6m
[2026-02-13T20:26:29.925987] [INFO ] [sig       ] [1946/3406] Forecasting MERC...
[2026-02-13T20:26:29.926016] [INFO ] [sig       ] Generating forecast for: MERC
[2026-02-13T20:26:29.926045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2026-02-13T20:26:29.938020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2026-02-13T20:26:29.938418] [INFO ] [FORECASTER] Starting predict_future for MERC
[2026-02-13T20:26:29.939304] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2026-02-13T20:26:29.939357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:29.939391] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:29.939418] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:29.939474] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:30.000945] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:30.001935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:30.002022] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:30.002056] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:30.127906] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:30.128112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:30.128171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:30.128213] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:30.132598] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2026-02-13T20:26:30.132965] [INFO ] [FORECASTER] Completed predict_future for MERC
[2026-02-13T20:26:30.133113] [INFO ] [sig       ] MERC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:30.274916] [INFO ] [LOCAL     ] Saved forecast: MERC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MERC.txt
[2026-02-13T20:26:30.275077] [INFO ] [sig       ] [1946/3406] Completed MERC in 0.3s | 2.84 sym/s | Total: 11.4m | ETA: 8.6m
[2026-02-13T20:26:30.275118] [INFO ] [sig       ] [1947/3406] Forecasting META...
[2026-02-13T20:26:30.275147] [INFO ] [sig       ] Generating forecast for: META
[2026-02-13T20:26:30.275177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2026-02-13T20:26:30.286442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2026-02-13T20:26:30.286838] [INFO ] [FORECASTER] Starting predict_future for META
[2026-02-13T20:26:30.287657] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2026-02-13T20:26:30.287710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:30.287782] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:30.287811] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:30.287870] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:30.355442] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:30.356433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:30.356536] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:30.356601] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:30.497676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:30.497868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:30.497929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:30.497972] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:30.503115] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: DOWN (p=38.39%)
[2026-02-13T20:26:30.503684] [INFO ] [FORECASTER] Completed predict_future for META
[2026-02-13T20:26:30.503891] [INFO ] [sig       ] META: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:30.654519] [INFO ] [LOCAL     ] Saved forecast: META	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/META.txt
[2026-02-13T20:26:30.654688] [INFO ] [sig       ] [1947/3406] Completed META in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 8.6m
[2026-02-13T20:26:30.654730] [INFO ] [sig       ] [1948/3406] Forecasting METC...
[2026-02-13T20:26:30.654760] [INFO ] [sig       ] Generating forecast for: METC
[2026-02-13T20:26:30.654791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2026-02-13T20:26:30.666822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2026-02-13T20:26:30.667212] [INFO ] [FORECASTER] Starting predict_future for METC
[2026-02-13T20:26:30.668103] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2026-02-13T20:26:30.668156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:30.668228] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:30.668259] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:30.668317] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:30.728344] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:30.729218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:30.729304] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:30.729338] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:30.846213] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:30.846374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:30.846415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:30.846445] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:30.850059] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: UP (p=67.05%)
[2026-02-13T20:26:30.850345] [INFO ] [FORECASTER] Completed predict_future for METC
[2026-02-13T20:26:30.850476] [INFO ] [sig       ] METC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:31.005509] [INFO ] [LOCAL     ] Saved forecast: METC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/METC.txt
[2026-02-13T20:26:31.005706] [INFO ] [sig       ] [1948/3406] Completed METC in 0.4s | 2.84 sym/s | Total: 11.4m | ETA: 8.6m
[2026-02-13T20:26:31.005751] [INFO ] [sig       ] [1949/3406] Forecasting METCB...
[2026-02-13T20:26:31.005782] [INFO ] [sig       ] Generating forecast for: METCB
[2026-02-13T20:26:31.005812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2026-02-13T20:26:31.017835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2026-02-13T20:26:31.018202] [INFO ] [FORECASTER] Starting predict_future for METCB
[2026-02-13T20:26:31.019034] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2026-02-13T20:26:31.019087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:31.019119] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:31.019147] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:31.019204] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:31.079009] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:31.079855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:31.079946] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:31.079983] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:31.204994] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:31.205150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:31.205190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:31.205219] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:31.208738] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2026-02-13T20:26:31.209024] [INFO ] [FORECASTER] Completed predict_future for METCB
[2026-02-13T20:26:31.209153] [INFO ] [sig       ] METCB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:31.350946] [INFO ] [LOCAL     ] Saved forecast: METCB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/METCB.txt
[2026-02-13T20:26:31.351097] [INFO ] [sig       ] [1949/3406] Completed METCB in 0.3s | 2.84 sym/s | Total: 11.4m | ETA: 8.6m
[2026-02-13T20:26:31.351138] [INFO ] [sig       ] [1950/3406] Forecasting METD...
[2026-02-13T20:26:31.351167] [INFO ] [sig       ] Generating forecast for: METD
[2026-02-13T20:26:31.351197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2026-02-13T20:26:31.363328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METD'.
[2026-02-13T20:26:31.363733] [INFO ] [FORECASTER] Starting predict_future for METD
[2026-02-13T20:26:31.364514] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2026-02-13T20:26:31.364566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:31.364620] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:31.364650] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:31.364709] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:31.423557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:31.424662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:31.424762] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:31.424803] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:31.568922] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:31.569084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:31.569124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:31.569192] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:31.573294] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: UP (p=97.97%)
[2026-02-13T20:26:31.573616] [INFO ] [FORECASTER] Completed predict_future for METD
[2026-02-13T20:26:31.573780] [INFO ] [sig       ] METD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:31.717130] [INFO ] [LOCAL     ] Saved forecast: METD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/METD.txt
[2026-02-13T20:26:31.717266] [INFO ] [sig       ] [1950/3406] Completed METD in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:31.717306] [INFO ] [sig       ] [1951/3406] Forecasting MFA...
[2026-02-13T20:26:31.717335] [INFO ] [sig       ] Generating forecast for: MFA
[2026-02-13T20:26:31.717365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2026-02-13T20:26:31.728610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2026-02-13T20:26:31.728942] [INFO ] [FORECASTER] Starting predict_future for MFA
[2026-02-13T20:26:31.729780] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2026-02-13T20:26:31.729839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:31.729871] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:31.729899] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:31.729955] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:31.791285] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:31.792197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:31.792285] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:31.792320] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:31.919095] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:31.919258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:31.919299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:31.919330] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:31.922966] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: DOWN (p=23.58%)
[2026-02-13T20:26:31.923254] [INFO ] [FORECASTER] Completed predict_future for MFA
[2026-02-13T20:26:31.923389] [INFO ] [sig       ] MFA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:32.068375] [INFO ] [LOCAL     ] Saved forecast: MFA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MFA.txt
[2026-02-13T20:26:32.068535] [INFO ] [sig       ] [1951/3406] Completed MFA in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:32.068603] [INFO ] [sig       ] [1952/3406] Forecasting MFC...
[2026-02-13T20:26:32.068647] [INFO ] [sig       ] Generating forecast for: MFC
[2026-02-13T20:26:32.068684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2026-02-13T20:26:32.082415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2026-02-13T20:26:32.082896] [INFO ] [FORECASTER] Starting predict_future for MFC
[2026-02-13T20:26:32.083852] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2026-02-13T20:26:32.083912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:32.083948] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:32.083980] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:32.084054] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:32.147543] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:32.148498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:32.148619] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:32.148660] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:32.272593] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:32.272755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:32.272795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:32.272824] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:32.276281] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=93.50%)
[2026-02-13T20:26:32.276600] [INFO ] [FORECASTER] Completed predict_future for MFC
[2026-02-13T20:26:32.276733] [INFO ] [sig       ] MFC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:32.424079] [INFO ] [LOCAL     ] Saved forecast: MFC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MFC.txt
[2026-02-13T20:26:32.424267] [INFO ] [sig       ] [1952/3406] Completed MFC in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:32.424330] [INFO ] [sig       ] [1953/3406] Forecasting MFG...
[2026-02-13T20:26:32.424371] [INFO ] [sig       ] Generating forecast for: MFG
[2026-02-13T20:26:32.424415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2026-02-13T20:26:32.437690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2026-02-13T20:26:32.438136] [INFO ] [FORECASTER] Starting predict_future for MFG
[2026-02-13T20:26:32.439002] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2026-02-13T20:26:32.439056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:32.439089] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:32.439117] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:32.439174] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:32.499641] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:32.500510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:32.500615] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:32.500652] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:32.629471] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:32.629647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:32.629688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:32.629716] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:32.633120] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=89.62%)
[2026-02-13T20:26:32.633400] [INFO ] [FORECASTER] Completed predict_future for MFG
[2026-02-13T20:26:32.633529] [INFO ] [sig       ] MFG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:32.778972] [INFO ] [LOCAL     ] Saved forecast: MFG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MFG.txt
[2026-02-13T20:26:32.779132] [INFO ] [sig       ] [1953/3406] Completed MFG in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:32.779173] [INFO ] [sig       ] [1954/3406] Forecasting MFI...
[2026-02-13T20:26:32.779202] [INFO ] [sig       ] Generating forecast for: MFI
[2026-02-13T20:26:32.779232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2026-02-13T20:26:32.791281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2026-02-13T20:26:32.791700] [INFO ] [FORECASTER] Starting predict_future for MFI
[2026-02-13T20:26:32.792487] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2026-02-13T20:26:32.792539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:32.792592] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:32.792623] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:32.792685] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:32.852207] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:32.853200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:32.853290] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:32.853322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:32.973316] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:32.973478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:32.973518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:32.973549] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:32.977077] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2026-02-13T20:26:32.977354] [INFO ] [FORECASTER] Completed predict_future for MFI
[2026-02-13T20:26:32.977482] [INFO ] [sig       ] MFI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:33.117662] [INFO ] [LOCAL     ] Saved forecast: MFI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MFI.txt
[2026-02-13T20:26:33.117873] [INFO ] [sig       ] [1954/3406] Completed MFI in 0.3s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:33.117938] [INFO ] [sig       ] [1955/3406] Forecasting MFIC...
[2026-02-13T20:26:33.117989] [INFO ] [sig       ] Generating forecast for: MFIC
[2026-02-13T20:26:33.118040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2026-02-13T20:26:33.132116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2026-02-13T20:26:33.132627] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2026-02-13T20:26:33.133545] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2026-02-13T20:26:33.133625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:33.133660] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:33.133692] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:33.133751] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:33.194278] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:33.195139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:33.195222] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:33.195254] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:33.318641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:33.318799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:33.318840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:33.318886] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:33.322416] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: UP (p=94.08%)
[2026-02-13T20:26:33.322731] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2026-02-13T20:26:33.322862] [INFO ] [sig       ] MFIC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:33.468695] [INFO ] [LOCAL     ] Saved forecast: MFIC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MFIC.txt
[2026-02-13T20:26:33.468848] [INFO ] [sig       ] [1955/3406] Completed MFIC in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:33.468889] [INFO ] [sig       ] [1956/3406] Forecasting MFIN...
[2026-02-13T20:26:33.468918] [INFO ] [sig       ] Generating forecast for: MFIN
[2026-02-13T20:26:33.468947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2026-02-13T20:26:33.480526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2026-02-13T20:26:33.480912] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2026-02-13T20:26:33.481746] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2026-02-13T20:26:33.481808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:33.481846] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:33.481872] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:33.481928] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:33.541670] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:33.542538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:33.542639] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:33.542676] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:33.667177] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:33.667340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:33.667383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:33.667412] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:33.671126] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: DOWN (p=33.77%)
[2026-02-13T20:26:33.671453] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2026-02-13T20:26:33.671628] [INFO ] [sig       ] MFIN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:33.814264] [INFO ] [LOCAL     ] Saved forecast: MFIN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MFIN.txt
[2026-02-13T20:26:33.814420] [INFO ] [sig       ] [1956/3406] Completed MFIN in 0.3s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:33.814459] [INFO ] [sig       ] [1957/3406] Forecasting MFM...
[2026-02-13T20:26:33.814488] [INFO ] [sig       ] Generating forecast for: MFM
[2026-02-13T20:26:33.814517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2026-02-13T20:26:33.826266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFM'.
[2026-02-13T20:26:33.826703] [INFO ] [FORECASTER] Starting predict_future for MFM
[2026-02-13T20:26:33.827515] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2026-02-13T20:26:33.827614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:33.827653] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:33.827687] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:33.827756] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:33.888274] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:33.889141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:33.889291] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:33.889340] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:34.019545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:34.019724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:34.019772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:34.019809] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:34.023275] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: UP (p=86.72%)
[2026-02-13T20:26:34.023592] [INFO ] [FORECASTER] Completed predict_future for MFM
[2026-02-13T20:26:34.023729] [INFO ] [sig       ] MFM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:34.163654] [INFO ] [LOCAL     ] Saved forecast: MFM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MFM.txt
[2026-02-13T20:26:34.163810] [INFO ] [sig       ] [1957/3406] Completed MFM in 0.3s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:34.163851] [INFO ] [sig       ] [1958/3406] Forecasting MG...
[2026-02-13T20:26:34.163881] [INFO ] [sig       ] Generating forecast for: MG
[2026-02-13T20:26:34.163914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2026-02-13T20:26:34.175055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2026-02-13T20:26:34.175428] [INFO ] [FORECASTER] Starting predict_future for MG
[2026-02-13T20:26:34.176261] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2026-02-13T20:26:34.176313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:34.176345] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:34.176372] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:34.176428] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:34.234892] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:34.235758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:34.235859] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:34.235894] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:34.359558] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:34.359739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:34.359779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:34.359808] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:34.363308] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2026-02-13T20:26:34.363649] [INFO ] [FORECASTER] Completed predict_future for MG
[2026-02-13T20:26:34.363792] [INFO ] [sig       ] MG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:34.515993] [INFO ] [LOCAL     ] Saved forecast: MG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MG.txt
[2026-02-13T20:26:34.516153] [INFO ] [sig       ] [1958/3406] Completed MG in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:34.516200] [INFO ] [sig       ] [1959/3406] Forecasting MGA...
[2026-02-13T20:26:34.516231] [INFO ] [sig       ] Generating forecast for: MGA
[2026-02-13T20:26:34.516260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2026-02-13T20:26:34.529463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2026-02-13T20:26:34.529862] [INFO ] [FORECASTER] Starting predict_future for MGA
[2026-02-13T20:26:34.530956] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2026-02-13T20:26:34.531011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:34.531044] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:34.531072] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:34.531169] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:34.594152] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:34.594828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:34.594913] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:34.594946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:34.722269] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:34.722425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:34.722466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:34.722494] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:34.725962] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: DOWN (p=5.38%)
[2026-02-13T20:26:34.726243] [INFO ] [FORECASTER] Completed predict_future for MGA
[2026-02-13T20:26:34.726371] [INFO ] [sig       ] MGA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:34.873124] [INFO ] [LOCAL     ] Saved forecast: MGA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MGA.txt
[2026-02-13T20:26:34.873285] [INFO ] [sig       ] [1959/3406] Completed MGA in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:34.873334] [INFO ] [sig       ] [1960/3406] Forecasting MGEE...
[2026-02-13T20:26:34.873364] [INFO ] [sig       ] Generating forecast for: MGEE
[2026-02-13T20:26:34.873393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2026-02-13T20:26:34.885813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2026-02-13T20:26:34.886283] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2026-02-13T20:26:34.887278] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2026-02-13T20:26:34.887334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:34.887368] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:34.887394] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:34.887451] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:34.947941] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:34.949011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:34.949127] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:34.949173] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:35.083765] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:35.083929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:35.083970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:35.084011] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:35.088047] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: UP (p=69.96%)
[2026-02-13T20:26:35.088369] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2026-02-13T20:26:35.088509] [INFO ] [sig       ] MGEE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:35.228219] [INFO ] [LOCAL     ] Saved forecast: MGEE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MGEE.txt
[2026-02-13T20:26:35.228383] [INFO ] [sig       ] [1960/3406] Completed MGEE in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:35.228425] [INFO ] [sig       ] [1961/3406] Forecasting MGIC...
[2026-02-13T20:26:35.228455] [INFO ] [sig       ] Generating forecast for: MGIC
[2026-02-13T20:26:35.228485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2026-02-13T20:26:35.240052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2026-02-13T20:26:35.240411] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2026-02-13T20:26:35.241208] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2026-02-13T20:26:35.241277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:35.241310] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:35.241337] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:35.241393] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:35.297530] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:35.298324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:35.298407] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:35.298439] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:35.421932] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:35.422093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:35.422133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:35.422162] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:35.425628] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: UP (p=81.74%)
[2026-02-13T20:26:35.425944] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2026-02-13T20:26:35.426069] [INFO ] [sig       ] MGIC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:35.565071] [INFO ] [LOCAL     ] Saved forecast: MGIC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MGIC.txt
[2026-02-13T20:26:35.565205] [INFO ] [sig       ] [1961/3406] Completed MGIC in 0.3s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:35.565246] [INFO ] [sig       ] [1962/3406] Forecasting MGM...
[2026-02-13T20:26:35.565275] [INFO ] [sig       ] Generating forecast for: MGM
[2026-02-13T20:26:35.565305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2026-02-13T20:26:35.576435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2026-02-13T20:26:35.576847] [INFO ] [FORECASTER] Starting predict_future for MGM
[2026-02-13T20:26:35.577672] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2026-02-13T20:26:35.577723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:35.577756] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:35.577787] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:35.577849] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:35.634162] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:35.634937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:35.635019] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:35.635051] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:35.755988] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:35.756148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:35.756188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:35.756216] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:35.759668] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=11.12%)
[2026-02-13T20:26:35.759985] [INFO ] [FORECASTER] Completed predict_future for MGM
[2026-02-13T20:26:35.760111] [INFO ] [sig       ] MGM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:35.904498] [INFO ] [LOCAL     ] Saved forecast: MGM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MGM.txt
[2026-02-13T20:26:35.904668] [INFO ] [sig       ] [1962/3406] Completed MGM in 0.3s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:35.904719] [INFO ] [sig       ] [1963/3406] Forecasting MGNI...
[2026-02-13T20:26:35.904750] [INFO ] [sig       ] Generating forecast for: MGNI
[2026-02-13T20:26:35.904782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2026-02-13T20:26:35.916624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2026-02-13T20:26:35.916980] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2026-02-13T20:26:35.917865] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2026-02-13T20:26:35.917919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:35.917955] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:35.917984] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:35.918043] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:35.977424] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:35.978214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:35.978297] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:35.978331] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:36.110072] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:36.110228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:36.110267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:36.110295] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:36.113715] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: DOWN (p=30.20%)
[2026-02-13T20:26:36.113997] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2026-02-13T20:26:36.114125] [INFO ] [sig       ] MGNI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:36.259701] [INFO ] [LOCAL     ] Saved forecast: MGNI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MGNI.txt
[2026-02-13T20:26:36.259893] [INFO ] [sig       ] [1963/3406] Completed MGNI in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:36.259947] [INFO ] [sig       ] [1964/3406] Forecasting MGNX...
[2026-02-13T20:26:36.259979] [INFO ] [sig       ] Generating forecast for: MGNX
[2026-02-13T20:26:36.260010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2026-02-13T20:26:36.272276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2026-02-13T20:26:36.272627] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2026-02-13T20:26:36.273434] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2026-02-13T20:26:36.273486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:36.273548] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:36.273595] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:36.273655] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:36.336678] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:36.337887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:36.338013] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:36.338062] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:36.475302] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:36.475466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:36.475505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:36.475533] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:36.479966] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: DOWN (p=13.88%)
[2026-02-13T20:26:36.480312] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2026-02-13T20:26:36.480458] [INFO ] [sig       ] MGNX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:36.704668] [INFO ] [LOCAL     ] Saved forecast: MGNX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MGNX.txt
[2026-02-13T20:26:36.704857] [INFO ] [sig       ] [1964/3406] Completed MGNX in 0.4s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:36.704910] [INFO ] [sig       ] [1965/3406] Forecasting MGPI...
[2026-02-13T20:26:36.704947] [INFO ] [sig       ] Generating forecast for: MGPI
[2026-02-13T20:26:36.704978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2026-02-13T20:26:36.716974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2026-02-13T20:26:36.717400] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2026-02-13T20:26:36.718302] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2026-02-13T20:26:36.718359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:36.718392] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:36.718420] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:36.718479] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:36.778095] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:36.779010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:36.779098] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:36.779133] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:36.904402] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:36.904559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:36.904628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:36.904669] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:36.908315] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=2.86%)
[2026-02-13T20:26:36.908621] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2026-02-13T20:26:36.908756] [INFO ] [sig       ] MGPI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:37.054107] [INFO ] [LOCAL     ] Saved forecast: MGPI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MGPI.txt
[2026-02-13T20:26:37.054239] [INFO ] [sig       ] [1965/3406] Completed MGPI in 0.3s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:37.054280] [INFO ] [sig       ] [1966/3406] Forecasting MGRC...
[2026-02-13T20:26:37.054311] [INFO ] [sig       ] Generating forecast for: MGRC
[2026-02-13T20:26:37.054342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2026-02-13T20:26:37.066756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2026-02-13T20:26:37.067097] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2026-02-13T20:26:37.067968] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2026-02-13T20:26:37.068023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:37.068058] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:37.068269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:37.068327] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:37.129084] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:37.129756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:37.129851] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:37.129892] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:37.243672] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:37.243837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:37.243877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:37.243906] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:37.247468] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=83.53%)
[2026-02-13T20:26:37.247819] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2026-02-13T20:26:37.247962] [INFO ] [sig       ] MGRC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:37.389646] [INFO ] [LOCAL     ] Saved forecast: MGRC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MGRC.txt
[2026-02-13T20:26:37.389772] [INFO ] [sig       ] [1966/3406] Completed MGRC in 0.3s | 2.84 sym/s | Total: 11.5m | ETA: 8.5m
[2026-02-13T20:26:37.389815] [INFO ] [sig       ] [1967/3406] Forecasting MGTX...
[2026-02-13T20:26:37.389843] [INFO ] [sig       ] Generating forecast for: MGTX
[2026-02-13T20:26:37.389874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2026-02-13T20:26:37.402091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2026-02-13T20:26:37.402449] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2026-02-13T20:26:37.403314] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2026-02-13T20:26:37.403367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:37.403399] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:37.403426] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:37.403482] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:37.461787] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:37.462619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:37.462705] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:37.462744] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:37.587649] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:37.587808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:37.587848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:37.587916] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:37.592473] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: UP (p=98.53%)
[2026-02-13T20:26:37.592823] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2026-02-13T20:26:37.592967] [INFO ] [sig       ] MGTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:37.742830] [INFO ] [LOCAL     ] Saved forecast: MGTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MGTX.txt
[2026-02-13T20:26:37.742967] [INFO ] [sig       ] [1967/3406] Completed MGTX in 0.4s | 2.84 sym/s | Total: 11.6m | ETA: 8.5m
[2026-02-13T20:26:37.743006] [INFO ] [sig       ] [1968/3406] Forecasting MGX...
[2026-02-13T20:26:37.743036] [INFO ] [sig       ] Generating forecast for: MGX
[2026-02-13T20:26:37.743066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2026-02-13T20:26:37.755781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2026-02-13T20:26:37.756165] [INFO ] [FORECASTER] Starting predict_future for MGX
[2026-02-13T20:26:37.756989] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2026-02-13T20:26:37.757043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:37.757076] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:37.757104] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:37.757162] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:37.814675] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:37.815489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:37.815589] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:37.815624] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:37.934356] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:37.934528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:37.934584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:37.934617] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:37.938004] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: UP (p=80.89%)
[2026-02-13T20:26:37.938280] [INFO ] [FORECASTER] Completed predict_future for MGX
[2026-02-13T20:26:37.938409] [INFO ] [sig       ] MGX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:38.077893] [INFO ] [LOCAL     ] Saved forecast: MGX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MGX.txt
[2026-02-13T20:26:38.078026] [INFO ] [sig       ] [1968/3406] Completed MGX in 0.3s | 2.84 sym/s | Total: 11.6m | ETA: 8.4m
[2026-02-13T20:26:38.078064] [INFO ] [sig       ] [1969/3406] Forecasting MGY...
[2026-02-13T20:26:38.078094] [INFO ] [sig       ] Generating forecast for: MGY
[2026-02-13T20:26:38.078123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2026-02-13T20:26:38.088787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGY'.
[2026-02-13T20:26:38.089116] [INFO ] [FORECASTER] Starting predict_future for MGY
[2026-02-13T20:26:38.089910] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2026-02-13T20:26:38.089962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:38.089993] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:38.090020] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:38.090077] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:38.149248] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:38.150137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:38.150219] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:38.150251] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:38.273514] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:38.273690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:38.273733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:38.273763] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:38.277261] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=71.57%)
[2026-02-13T20:26:38.277566] [INFO ] [FORECASTER] Completed predict_future for MGY
[2026-02-13T20:26:38.277743] [INFO ] [sig       ] MGY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:38.420197] [INFO ] [LOCAL     ] Saved forecast: MGY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MGY.txt
[2026-02-13T20:26:38.420331] [INFO ] [sig       ] [1969/3406] Completed MGY in 0.3s | 2.84 sym/s | Total: 11.6m | ETA: 8.4m
[2026-02-13T20:26:38.420370] [INFO ] [sig       ] [1970/3406] Forecasting MHD...
[2026-02-13T20:26:38.420400] [INFO ] [sig       ] Generating forecast for: MHD
[2026-02-13T20:26:38.420431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2026-02-13T20:26:38.432552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2026-02-13T20:26:38.432900] [INFO ] [FORECASTER] Starting predict_future for MHD
[2026-02-13T20:26:38.433693] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2026-02-13T20:26:38.433745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:38.433781] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:38.433812] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:38.433880] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:38.493309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:38.494028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:38.494280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:38.494312] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:38.614878] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:38.615029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:38.615069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:38.615097] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:38.618481] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: DOWN (p=12.57%)
[2026-02-13T20:26:38.618775] [INFO ] [FORECASTER] Completed predict_future for MHD
[2026-02-13T20:26:38.618919] [INFO ] [sig       ] MHD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:38.762486] [INFO ] [LOCAL     ] Saved forecast: MHD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MHD.txt
[2026-02-13T20:26:38.762649] [INFO ] [sig       ] [1970/3406] Completed MHD in 0.3s | 2.84 sym/s | Total: 11.6m | ETA: 8.4m
[2026-02-13T20:26:38.762697] [INFO ] [sig       ] [1971/3406] Forecasting MHF...
[2026-02-13T20:26:38.762727] [INFO ] [sig       ] Generating forecast for: MHF
[2026-02-13T20:26:38.762756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2026-02-13T20:26:38.773493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2026-02-13T20:26:38.773870] [INFO ] [FORECASTER] Starting predict_future for MHF
[2026-02-13T20:26:38.774671] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2026-02-13T20:26:38.774724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:38.774755] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:38.774782] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:38.774838] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:38.836195] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:38.837087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:38.837179] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:38.837215] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:38.961374] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:38.961533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:38.961594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:38.961628] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:38.965538] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: UP (p=83.76%)
[2026-02-13T20:26:38.965881] [INFO ] [FORECASTER] Completed predict_future for MHF
[2026-02-13T20:26:38.966020] [INFO ] [sig       ] MHF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:39.109252] [INFO ] [LOCAL     ] Saved forecast: MHF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MHF.txt
[2026-02-13T20:26:39.109381] [INFO ] [sig       ] [1971/3406] Completed MHF in 0.3s | 2.84 sym/s | Total: 11.6m | ETA: 8.4m
[2026-02-13T20:26:39.109420] [INFO ] [sig       ] [1972/3406] Forecasting MHK...
[2026-02-13T20:26:39.109449] [INFO ] [sig       ] Generating forecast for: MHK
[2026-02-13T20:26:39.109478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2026-02-13T20:26:39.153251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2026-02-13T20:26:39.153647] [INFO ] [FORECASTER] Starting predict_future for MHK
[2026-02-13T20:26:39.154494] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2026-02-13T20:26:39.154548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:39.154616] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:39.154646] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:39.154704] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:39.215483] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:39.216459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:39.216555] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:39.216612] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:39.337091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:39.337247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:39.337287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:39.337316] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:39.340817] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2026-02-13T20:26:39.341100] [INFO ] [FORECASTER] Completed predict_future for MHK
[2026-02-13T20:26:39.341227] [INFO ] [sig       ] MHK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:39.488163] [INFO ] [LOCAL     ] Saved forecast: MHK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MHK.txt
[2026-02-13T20:26:39.488295] [INFO ] [sig       ] [1972/3406] Completed MHK in 0.4s | 2.84 sym/s | Total: 11.6m | ETA: 8.4m
[2026-02-13T20:26:39.488333] [INFO ] [sig       ] [1973/3406] Forecasting MHO...
[2026-02-13T20:26:39.488364] [INFO ] [sig       ] Generating forecast for: MHO
[2026-02-13T20:26:39.488393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2026-02-13T20:26:39.499629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2026-02-13T20:26:39.499945] [INFO ] [FORECASTER] Starting predict_future for MHO
[2026-02-13T20:26:39.500759] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2026-02-13T20:26:39.500812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:39.500843] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:39.500877] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:39.500961] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:39.558849] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:39.559497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:39.559596] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:39.559634] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:39.686883] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:39.687243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:39.687291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:39.687321] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:39.691217] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: UP (p=51.94%)
[2026-02-13T20:26:39.691503] [INFO ] [FORECASTER] Completed predict_future for MHO
[2026-02-13T20:26:39.691656] [INFO ] [sig       ] MHO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:39.839489] [INFO ] [LOCAL     ] Saved forecast: MHO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MHO.txt
[2026-02-13T20:26:39.839652] [INFO ] [sig       ] [1973/3406] Completed MHO in 0.4s | 2.84 sym/s | Total: 11.6m | ETA: 8.4m
[2026-02-13T20:26:39.839694] [INFO ] [sig       ] [1974/3406] Forecasting MIDD...
[2026-02-13T20:26:39.839724] [INFO ] [sig       ] Generating forecast for: MIDD
[2026-02-13T20:26:39.839754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2026-02-13T20:26:39.851725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIDD'.
[2026-02-13T20:26:39.852087] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2026-02-13T20:26:39.852937] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2026-02-13T20:26:39.853001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:39.853039] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:39.853065] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:39.853137] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:39.910654] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:39.911297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:39.911423] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:39.911458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:40.031709] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:40.031879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:40.031918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:40.031947] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:40.035341] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2026-02-13T20:26:40.035650] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2026-02-13T20:26:40.035779] [INFO ] [sig       ] MIDD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:40.181896] [INFO ] [LOCAL     ] Saved forecast: MIDD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MIDD.txt
[2026-02-13T20:26:40.182038] [INFO ] [sig       ] [1974/3406] Completed MIDD in 0.3s | 2.84 sym/s | Total: 11.6m | ETA: 8.4m
[2026-02-13T20:26:40.182077] [INFO ] [sig       ] [1975/3406] Forecasting MIGI...
[2026-02-13T20:26:40.182108] [INFO ] [sig       ] Generating forecast for: MIGI
[2026-02-13T20:26:40.182138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2026-02-13T20:26:40.193210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2026-02-13T20:26:40.193537] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2026-02-13T20:26:40.194359] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2026-02-13T20:26:40.194413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:40.194447] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:40.194474] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:40.194532] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:40.252619] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:40.253263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:40.253364] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:40.253401] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:40.369138] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:40.369267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:40.369306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:40.369334] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:40.372666] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=66.32%)
[2026-02-13T20:26:40.372944] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2026-02-13T20:26:40.373068] [INFO ] [sig       ] MIGI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:40.511967] [INFO ] [LOCAL     ] Saved forecast: MIGI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MIGI.txt
[2026-02-13T20:26:40.512092] [INFO ] [sig       ] [1975/3406] Completed MIGI in 0.3s | 2.84 sym/s | Total: 11.6m | ETA: 8.4m
[2026-02-13T20:26:40.512136] [INFO ] [sig       ] [1976/3406] Forecasting MILN...
[2026-02-13T20:26:40.512166] [INFO ] [sig       ] Generating forecast for: MILN
[2026-02-13T20:26:40.512196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2026-02-13T20:26:40.523222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MILN'.
[2026-02-13T20:26:40.523587] [INFO ] [FORECASTER] Starting predict_future for MILN
[2026-02-13T20:26:40.524357] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2026-02-13T20:26:40.524412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:40.524445] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:40.524471] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:40.524527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:40.581484] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:40.582459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:40.582543] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:40.582595] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:40.698405] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:40.698563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:40.698624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:40.698654] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:40.702217] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=0.81%)
[2026-02-13T20:26:40.702511] [INFO ] [FORECASTER] Completed predict_future for MILN
[2026-02-13T20:26:40.702665] [INFO ] [sig       ] MILN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:40.848475] [INFO ] [LOCAL     ] Saved forecast: MILN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MILN.txt
[2026-02-13T20:26:40.848634] [INFO ] [sig       ] [1976/3406] Completed MILN in 0.3s | 2.84 sym/s | Total: 11.6m | ETA: 8.4m
[2026-02-13T20:26:40.848677] [INFO ] [sig       ] [1977/3406] Forecasting MIND...
[2026-02-13T20:26:40.848708] [INFO ] [sig       ] Generating forecast for: MIND
[2026-02-13T20:26:40.848738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2026-02-13T20:26:40.860624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2026-02-13T20:26:40.860982] [INFO ] [FORECASTER] Starting predict_future for MIND
[2026-02-13T20:26:40.861820] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2026-02-13T20:26:40.861873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:40.861907] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:40.861934] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:40.861992] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:40.921816] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:40.922568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:40.922668] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:40.922702] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:41.046116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:41.046277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:41.046318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:41.046350] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:41.050081] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: UP (p=89.28%)
[2026-02-13T20:26:41.050412] [INFO ] [FORECASTER] Completed predict_future for MIND
[2026-02-13T20:26:41.050594] [INFO ] [sig       ] MIND: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:41.197121] [INFO ] [LOCAL     ] Saved forecast: MIND	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MIND.txt
[2026-02-13T20:26:41.197320] [INFO ] [sig       ] [1977/3406] Completed MIND in 0.3s | 2.84 sym/s | Total: 11.6m | ETA: 8.4m
[2026-02-13T20:26:41.197365] [INFO ] [sig       ] [1978/3406] Forecasting MIRA...
[2026-02-13T20:26:41.197394] [INFO ] [sig       ] Generating forecast for: MIRA
[2026-02-13T20:26:41.197426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2026-02-13T20:26:41.209406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2026-02-13T20:26:41.209822] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2026-02-13T20:26:41.210689] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2026-02-13T20:26:41.210743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:41.210776] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:41.210803] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:41.210859] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:41.268616] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:41.269523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:41.269640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:41.269675] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:41.391834] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:41.392007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:41.392053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:41.392081] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:41.395568] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: UP (p=62.15%)
[2026-02-13T20:26:41.395878] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2026-02-13T20:26:41.396009] [INFO ] [sig       ] MIRA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:41.537063] [INFO ] [LOCAL     ] Saved forecast: MIRA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MIRA.txt
[2026-02-13T20:26:41.537228] [INFO ] [sig       ] [1978/3406] Completed MIRA in 0.3s | 2.84 sym/s | Total: 11.6m | ETA: 8.4m
[2026-02-13T20:26:41.537268] [INFO ] [sig       ] [1979/3406] Forecasting MIRM...
[2026-02-13T20:26:41.537299] [INFO ] [sig       ] Generating forecast for: MIRM
[2026-02-13T20:26:41.537329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2026-02-13T20:26:41.548546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2026-02-13T20:26:41.548961] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2026-02-13T20:26:41.549843] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2026-02-13T20:26:41.549897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:41.549929] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:41.549956] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:41.550013] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:41.608642] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:41.609591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:41.609681] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:41.609714] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:41.731933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:41.732096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:41.732155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:41.732184] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:41.735665] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=78.17%)
[2026-02-13T20:26:41.735989] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2026-02-13T20:26:41.736129] [INFO ] [sig       ] MIRM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:41.877728] [INFO ] [LOCAL     ] Saved forecast: MIRM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MIRM.txt
[2026-02-13T20:26:41.877904] [INFO ] [sig       ] [1979/3406] Completed MIRM in 0.3s | 2.84 sym/s | Total: 11.6m | ETA: 8.4m
[2026-02-13T20:26:41.877946] [INFO ] [sig       ] [1980/3406] Forecasting MITK...
[2026-02-13T20:26:41.877977] [INFO ] [sig       ] Generating forecast for: MITK
[2026-02-13T20:26:41.878008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2026-02-13T20:26:41.889279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2026-02-13T20:26:41.889706] [INFO ] [FORECASTER] Starting predict_future for MITK
[2026-02-13T20:26:41.890500] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2026-02-13T20:26:41.890553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:41.890620] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:41.890650] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:41.890705] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:41.948251] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:41.949155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:41.949240] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:41.949273] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:42.076210] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:42.076366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:42.076406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:42.076436] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:42.079873] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: DOWN (p=33.78%)
[2026-02-13T20:26:42.080180] [INFO ] [FORECASTER] Completed predict_future for MITK
[2026-02-13T20:26:42.080305] [INFO ] [sig       ] MITK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:42.219459] [INFO ] [LOCAL     ] Saved forecast: MITK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MITK.txt
[2026-02-13T20:26:42.219618] [INFO ] [sig       ] [1980/3406] Completed MITK in 0.3s | 2.84 sym/s | Total: 11.6m | ETA: 8.4m
[2026-02-13T20:26:42.219660] [INFO ] [sig       ] [1981/3406] Forecasting MIY...
[2026-02-13T20:26:42.219689] [INFO ] [sig       ] Generating forecast for: MIY
[2026-02-13T20:26:42.219721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2026-02-13T20:26:42.230889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2026-02-13T20:26:42.231276] [INFO ] [FORECASTER] Starting predict_future for MIY
[2026-02-13T20:26:42.232088] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2026-02-13T20:26:42.232141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:42.232218] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:42.232247] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:42.232304] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:42.289708] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:42.290507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:42.290640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:42.290678] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:42.409401] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:42.409566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:42.409626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:42.409654] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:42.413136] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=70.39%)
[2026-02-13T20:26:42.413415] [INFO ] [FORECASTER] Completed predict_future for MIY
[2026-02-13T20:26:42.413541] [INFO ] [sig       ] MIY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:42.556064] [INFO ] [LOCAL     ] Saved forecast: MIY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MIY.txt
[2026-02-13T20:26:42.556228] [INFO ] [sig       ] [1981/3406] Completed MIY in 0.3s | 2.84 sym/s | Total: 11.6m | ETA: 8.4m
[2026-02-13T20:26:42.556269] [INFO ] [sig       ] [1982/3406] Forecasting MKC...
[2026-02-13T20:26:42.556299] [INFO ] [sig       ] Generating forecast for: MKC
[2026-02-13T20:26:42.556332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2026-02-13T20:26:42.567707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2026-02-13T20:26:42.568101] [INFO ] [FORECASTER] Starting predict_future for MKC
[2026-02-13T20:26:42.568912] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2026-02-13T20:26:42.568963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:42.568994] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:42.569019] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:42.569074] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:42.626721] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:42.627621] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:42.627703] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:42.627736] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:42.748347] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:42.748518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:42.748561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:42.748613] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:42.752260] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=4.26%)
[2026-02-13T20:26:42.752676] [INFO ] [FORECASTER] Completed predict_future for MKC
[2026-02-13T20:26:42.752827] [INFO ] [sig       ] MKC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:42.895184] [INFO ] [LOCAL     ] Saved forecast: MKC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MKC.txt
[2026-02-13T20:26:42.895317] [INFO ] [sig       ] [1982/3406] Completed MKC in 0.3s | 2.84 sym/s | Total: 11.6m | ETA: 8.4m
[2026-02-13T20:26:42.895357] [INFO ] [sig       ] [1983/3406] Forecasting MKSI...
[2026-02-13T20:26:42.895389] [INFO ] [sig       ] Generating forecast for: MKSI
[2026-02-13T20:26:42.895420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2026-02-13T20:26:42.906428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2026-02-13T20:26:42.906776] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2026-02-13T20:26:42.907553] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2026-02-13T20:26:42.907644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:42.907693] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:42.907721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:42.907782] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:42.978246] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:42.979463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:42.979589] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:42.979633] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:43.113680] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:43.113843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:43.113883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:43.113912] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:43.117635] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: UP (p=93.19%)
[2026-02-13T20:26:43.117982] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2026-02-13T20:26:43.118138] [INFO ] [sig       ] MKSI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:43.264890] [INFO ] [LOCAL     ] Saved forecast: MKSI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MKSI.txt
[2026-02-13T20:26:43.265050] [INFO ] [sig       ] [1983/3406] Completed MKSI in 0.4s | 2.84 sym/s | Total: 11.6m | ETA: 8.4m
[2026-02-13T20:26:43.265091] [INFO ] [sig       ] [1984/3406] Forecasting MKTX...
[2026-02-13T20:26:43.265122] [INFO ] [sig       ] Generating forecast for: MKTX
[2026-02-13T20:26:43.265152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2026-02-13T20:26:43.280472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2026-02-13T20:26:43.280950] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2026-02-13T20:26:43.281897] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2026-02-13T20:26:43.281951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:43.281984] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:43.282011] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:43.282082] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:43.342889] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:43.343785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:43.343870] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:43.343912] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:43.464636] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:43.464796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:43.464837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:43.464902] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:43.468597] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: UP (p=78.92%)
[2026-02-13T20:26:43.468926] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2026-02-13T20:26:43.469067] [INFO ] [sig       ] MKTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:43.630736] [INFO ] [LOCAL     ] Saved forecast: MKTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MKTX.txt
[2026-02-13T20:26:43.630944] [INFO ] [sig       ] [1984/3406] Completed MKTX in 0.4s | 2.84 sym/s | Total: 11.6m | ETA: 8.3m
[2026-02-13T20:26:43.630995] [INFO ] [sig       ] [1985/3406] Forecasting MLAB...
[2026-02-13T20:26:43.631033] [INFO ] [sig       ] Generating forecast for: MLAB
[2026-02-13T20:26:43.631074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2026-02-13T20:26:43.645292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2026-02-13T20:26:43.645824] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2026-02-13T20:26:43.646870] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2026-02-13T20:26:43.646933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:43.646974] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:43.647011] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:43.647089] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:43.710395] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:43.711386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:43.711477] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:43.711512] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:43.830124] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:43.830288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:43.830329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:43.830357] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:43.833993] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=28.27%)
[2026-02-13T20:26:43.834297] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2026-02-13T20:26:43.834431] [INFO ] [sig       ] MLAB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:43.978498] [INFO ] [LOCAL     ] Saved forecast: MLAB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MLAB.txt
[2026-02-13T20:26:43.978676] [INFO ] [sig       ] [1985/3406] Completed MLAB in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 8.3m
[2026-02-13T20:26:43.978719] [INFO ] [sig       ] [1986/3406] Forecasting MLCO...
[2026-02-13T20:26:43.978751] [INFO ] [sig       ] Generating forecast for: MLCO
[2026-02-13T20:26:43.978780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2026-02-13T20:26:43.995186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2026-02-13T20:26:43.995663] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2026-02-13T20:26:43.996502] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2026-02-13T20:26:43.996554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:43.996605] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:43.996633] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:43.996690] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:44.053457] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:44.054519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:44.054627] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:44.054662] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:44.176869] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:44.177015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:44.177054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:44.177082] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:44.180617] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: DOWN (p=48.15%)
[2026-02-13T20:26:44.180897] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2026-02-13T20:26:44.181031] [INFO ] [sig       ] MLCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:44.320015] [INFO ] [LOCAL     ] Saved forecast: MLCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MLCO.txt
[2026-02-13T20:26:44.320133] [INFO ] [sig       ] [1986/3406] Completed MLCO in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 8.3m
[2026-02-13T20:26:44.320176] [INFO ] [sig       ] [1987/3406] Forecasting MLGO...
[2026-02-13T20:26:44.320213] [INFO ] [sig       ] Generating forecast for: MLGO
[2026-02-13T20:26:44.320245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2026-02-13T20:26:44.332803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2026-02-13T20:26:44.333357] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2026-02-13T20:26:44.334203] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2026-02-13T20:26:44.334256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:44.334288] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:44.334315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:44.334370] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:44.390700] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:44.391308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:44.391385] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:44.391418] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:44.509445] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:44.509590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:44.509631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:44.509664] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:44.513011] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: DOWN (p=26.02%)
[2026-02-13T20:26:44.513286] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2026-02-13T20:26:44.513413] [INFO ] [sig       ] MLGO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:44.653891] [INFO ] [LOCAL     ] Saved forecast: MLGO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MLGO.txt
[2026-02-13T20:26:44.654011] [INFO ] [sig       ] [1987/3406] Completed MLGO in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 8.3m
[2026-02-13T20:26:44.654049] [INFO ] [sig       ] [1988/3406] Forecasting MLI...
[2026-02-13T20:26:44.654077] [INFO ] [sig       ] Generating forecast for: MLI
[2026-02-13T20:26:44.654107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2026-02-13T20:26:44.665441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2026-02-13T20:26:44.665780] [INFO ] [FORECASTER] Starting predict_future for MLI
[2026-02-13T20:26:44.666553] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2026-02-13T20:26:44.666624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:44.666657] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:44.666684] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:44.666740] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:44.728741] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:44.729653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:44.729756] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:44.729791] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:44.858690] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:44.858841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:44.858880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:44.858909] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:44.862349] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=95.87%)
[2026-02-13T20:26:44.862650] [INFO ] [FORECASTER] Completed predict_future for MLI
[2026-02-13T20:26:44.862778] [INFO ] [sig       ] MLI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:45.002543] [INFO ] [LOCAL     ] Saved forecast: MLI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MLI.txt
[2026-02-13T20:26:45.002720] [INFO ] [sig       ] [1988/3406] Completed MLI in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 8.3m
[2026-02-13T20:26:45.002761] [INFO ] [sig       ] [1989/3406] Forecasting MLKN...
[2026-02-13T20:26:45.002792] [INFO ] [sig       ] Generating forecast for: MLKN
[2026-02-13T20:26:45.002835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2026-02-13T20:26:45.014592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2026-02-13T20:26:45.014961] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2026-02-13T20:26:45.015785] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2026-02-13T20:26:45.015838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:45.015869] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:45.015895] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:45.015962] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:45.074262] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:45.074884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:45.074975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:45.075014] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:45.194273] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:45.194419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:45.194457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:45.194484] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:45.197854] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: UP (p=75.71%)
[2026-02-13T20:26:45.198163] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2026-02-13T20:26:45.198285] [INFO ] [sig       ] MLKN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:45.338158] [INFO ] [LOCAL     ] Saved forecast: MLKN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MLKN.txt
[2026-02-13T20:26:45.338298] [INFO ] [sig       ] [1989/3406] Completed MLKN in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 8.3m
[2026-02-13T20:26:45.338337] [INFO ] [sig       ] [1990/3406] Forecasting MLM...
[2026-02-13T20:26:45.338366] [INFO ] [sig       ] Generating forecast for: MLM
[2026-02-13T20:26:45.338395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2026-02-13T20:26:45.349222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2026-02-13T20:26:45.349536] [INFO ] [FORECASTER] Starting predict_future for MLM
[2026-02-13T20:26:45.350339] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2026-02-13T20:26:45.350391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:45.350422] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:45.350449] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:45.350505] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:45.407625] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:45.408265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:45.408343] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:45.408376] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:45.533379] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:45.533662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:45.533709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:45.533769] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:45.537294] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=73.49%)
[2026-02-13T20:26:45.537804] [INFO ] [FORECASTER] Completed predict_future for MLM
[2026-02-13T20:26:45.537949] [INFO ] [sig       ] MLM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:45.679785] [INFO ] [LOCAL     ] Saved forecast: MLM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MLM.txt
[2026-02-13T20:26:45.679948] [INFO ] [sig       ] [1990/3406] Completed MLM in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 8.3m
[2026-02-13T20:26:45.679988] [INFO ] [sig       ] [1991/3406] Forecasting MLP...
[2026-02-13T20:26:45.680020] [INFO ] [sig       ] Generating forecast for: MLP
[2026-02-13T20:26:45.680051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2026-02-13T20:26:45.691906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2026-02-13T20:26:45.692340] [INFO ] [FORECASTER] Starting predict_future for MLP
[2026-02-13T20:26:45.693296] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2026-02-13T20:26:45.693349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:45.693381] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:45.693408] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:45.693463] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:45.752259] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:45.753180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:45.753305] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:45.753341] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:45.857854] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:45.858020] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-13T20:26:45.858068] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:45.858103] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:45.861652] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2026-02-13T20:26:45.861971] [INFO ] [FORECASTER] Completed predict_future for MLP
[2026-02-13T20:26:45.862129] [INFO ] [sig       ] MLP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:46.015957] [INFO ] [LOCAL     ] Saved forecast: MLP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MLP.txt
[2026-02-13T20:26:46.016141] [INFO ] [sig       ] [1991/3406] Completed MLP in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 8.3m
[2026-02-13T20:26:46.016182] [INFO ] [sig       ] [1992/3406] Forecasting MLTX...
[2026-02-13T20:26:46.016212] [INFO ] [sig       ] Generating forecast for: MLTX
[2026-02-13T20:26:46.016245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2026-02-13T20:26:46.027869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2026-02-13T20:26:46.028252] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2026-02-13T20:26:46.029071] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2026-02-13T20:26:46.029135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:46.029172] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:46.029198] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:46.029254] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:46.085529] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:46.086433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:46.086517] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:46.086550] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:46.212185] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:46.212405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:46.212454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:46.212489] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:46.216277] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2026-02-13T20:26:46.216651] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2026-02-13T20:26:46.216798] [INFO ] [sig       ] MLTX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:46.363814] [INFO ] [LOCAL     ] Saved forecast: MLTX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MLTX.txt
[2026-02-13T20:26:46.363972] [INFO ] [sig       ] [1992/3406] Completed MLTX in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 8.3m
[2026-02-13T20:26:46.364013] [INFO ] [sig       ] [1993/3406] Forecasting MLYS...
[2026-02-13T20:26:46.364044] [INFO ] [sig       ] Generating forecast for: MLYS
[2026-02-13T20:26:46.364073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2026-02-13T20:26:46.377518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2026-02-13T20:26:46.378062] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2026-02-13T20:26:46.379131] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2026-02-13T20:26:46.379195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:46.379239] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:46.379275] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:46.379351] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:46.458413] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:46.459569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:46.459697] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:46.459741] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:46.580127] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:46.580281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:46.580322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:46.580350] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:46.583906] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2026-02-13T20:26:46.584196] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2026-02-13T20:26:46.584326] [INFO ] [sig       ] MLYS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:46.722929] [INFO ] [LOCAL     ] Saved forecast: MLYS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MLYS.txt
[2026-02-13T20:26:46.723081] [INFO ] [sig       ] [1993/3406] Completed MLYS in 0.4s | 2.84 sym/s | Total: 11.7m | ETA: 8.3m
[2026-02-13T20:26:46.723124] [INFO ] [sig       ] [1994/3406] Forecasting MMD...
[2026-02-13T20:26:46.723153] [INFO ] [sig       ] Generating forecast for: MMD
[2026-02-13T20:26:46.723184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2026-02-13T20:26:46.734872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2026-02-13T20:26:46.735239] [INFO ] [FORECASTER] Starting predict_future for MMD
[2026-02-13T20:26:46.736050] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2026-02-13T20:26:46.736107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:46.736138] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:46.736164] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:46.736240] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:46.792546] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:46.793238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:46.793318] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:46.793351] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:46.914905] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:46.915068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:46.915117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:46.915153] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:46.918745] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: DOWN (p=22.50%)
[2026-02-13T20:26:46.919031] [INFO ] [FORECASTER] Completed predict_future for MMD
[2026-02-13T20:26:46.919177] [INFO ] [sig       ] MMD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:47.060445] [INFO ] [LOCAL     ] Saved forecast: MMD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MMD.txt
[2026-02-13T20:26:47.060636] [INFO ] [sig       ] [1994/3406] Completed MMD in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 8.3m
[2026-02-13T20:26:47.060678] [INFO ] [sig       ] [1995/3406] Forecasting MMLP...
[2026-02-13T20:26:47.060708] [INFO ] [sig       ] Generating forecast for: MMLP
[2026-02-13T20:26:47.060739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2026-02-13T20:26:47.071451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMLP'.
[2026-02-13T20:26:47.071831] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2026-02-13T20:26:47.072648] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2026-02-13T20:26:47.072703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:47.072736] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:47.072763] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:47.072820] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:47.130229] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:47.130918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:47.130998] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:47.131031] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:47.240923] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:47.241086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:47.241127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:47.241156] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:47.244663] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: UP (p=78.17%)
[2026-02-13T20:26:47.244952] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2026-02-13T20:26:47.245106] [INFO ] [sig       ] MMLP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:47.397296] [INFO ] [LOCAL     ] Saved forecast: MMLP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MMLP.txt
[2026-02-13T20:26:47.397453] [INFO ] [sig       ] [1995/3406] Completed MMLP in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 8.3m
[2026-02-13T20:26:47.397493] [INFO ] [sig       ] [1996/3406] Forecasting MMS...
[2026-02-13T20:26:47.397523] [INFO ] [sig       ] Generating forecast for: MMS
[2026-02-13T20:26:47.397555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2026-02-13T20:26:47.410130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2026-02-13T20:26:47.410531] [INFO ] [FORECASTER] Starting predict_future for MMS
[2026-02-13T20:26:47.411423] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2026-02-13T20:26:47.411493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:47.411528] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:47.411555] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:47.411633] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:47.471836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:47.472777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:47.472886] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:47.472921] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:47.600945] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:47.601123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:47.601172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:47.601204] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:47.604856] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: UP (p=82.54%)
[2026-02-13T20:26:47.605160] [INFO ] [FORECASTER] Completed predict_future for MMS
[2026-02-13T20:26:47.605298] [INFO ] [sig       ] MMS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:47.750420] [INFO ] [LOCAL     ] Saved forecast: MMS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MMS.txt
[2026-02-13T20:26:47.750629] [INFO ] [sig       ] [1996/3406] Completed MMS in 0.4s | 2.84 sym/s | Total: 11.7m | ETA: 8.3m
[2026-02-13T20:26:47.750674] [INFO ] [sig       ] [1997/3406] Forecasting MMSI...
[2026-02-13T20:26:47.750706] [INFO ] [sig       ] Generating forecast for: MMSI
[2026-02-13T20:26:47.750738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2026-02-13T20:26:47.762479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2026-02-13T20:26:47.762892] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2026-02-13T20:26:47.763743] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2026-02-13T20:26:47.763797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:47.763830] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:47.763858] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:47.763915] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:47.824238] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:47.825178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:47.825264] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:47.825300] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:47.950599] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:47.950759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:47.950799] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:47.950827] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:47.954261] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2026-02-13T20:26:47.954549] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2026-02-13T20:26:47.954701] [INFO ] [sig       ] MMSI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:48.102345] [INFO ] [LOCAL     ] Saved forecast: MMSI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MMSI.txt
[2026-02-13T20:26:48.102534] [INFO ] [sig       ] [1997/3406] Completed MMSI in 0.4s | 2.84 sym/s | Total: 11.7m | ETA: 8.3m
[2026-02-13T20:26:48.102593] [INFO ] [sig       ] [1998/3406] Forecasting MNDO...
[2026-02-13T20:26:48.102627] [INFO ] [sig       ] Generating forecast for: MNDO
[2026-02-13T20:26:48.102657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2026-02-13T20:26:48.114759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2026-02-13T20:26:48.115184] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2026-02-13T20:26:48.116034] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2026-02-13T20:26:48.116088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:48.116156] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:48.116185] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:48.116241] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:48.174145] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:48.175087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:48.175184] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:48.175220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:48.293548] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:48.293728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:48.293768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:48.293799] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:48.297307] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=4.73%)
[2026-02-13T20:26:48.297636] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2026-02-13T20:26:48.297774] [INFO ] [sig       ] MNDO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:48.443103] [INFO ] [LOCAL     ] Saved forecast: MNDO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MNDO.txt
[2026-02-13T20:26:48.443448] [INFO ] [sig       ] [1998/3406] Completed MNDO in 0.3s | 2.84 sym/s | Total: 11.7m | ETA: 8.3m
[2026-02-13T20:26:48.443488] [INFO ] [sig       ] [1999/3406] Forecasting MNDY...
[2026-02-13T20:26:48.443519] [INFO ] [sig       ] Generating forecast for: MNDY
[2026-02-13T20:26:48.443548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2026-02-13T20:26:48.454750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2026-02-13T20:26:48.455130] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2026-02-13T20:26:48.455956] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2026-02-13T20:26:48.456009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:48.456040] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:48.456066] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:48.456122] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:48.514940] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:48.515853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:48.515940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:48.515974] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:48.641769] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:48.641944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:48.641990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:48.642024] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:48.645501] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: UP (p=90.79%)
[2026-02-13T20:26:48.645803] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2026-02-13T20:26:48.645933] [INFO ] [sig       ] MNDY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:48.798125] [INFO ] [LOCAL     ] Saved forecast: MNDY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MNDY.txt
[2026-02-13T20:26:48.798317] [INFO ] [sig       ] [1999/3406] Completed MNDY in 0.4s | 2.84 sym/s | Total: 11.7m | ETA: 8.3m
[2026-02-13T20:26:48.798361] [INFO ] [sig       ] [2000/3406] Forecasting MNKD...
[2026-02-13T20:26:48.798393] [INFO ] [sig       ] Generating forecast for: MNKD
[2026-02-13T20:26:48.798424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2026-02-13T20:26:48.810294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNKD'.
[2026-02-13T20:26:48.810712] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2026-02-13T20:26:48.811558] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2026-02-13T20:26:48.811639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:48.811671] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:48.811698] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:48.811754] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:48.869205] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:48.870208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:48.870296] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:48.870330] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:49.001228] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:49.001608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:49.001650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:49.001680] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:49.005213] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: UP (p=69.43%)
[2026-02-13T20:26:49.005522] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2026-02-13T20:26:49.005677] [INFO ] [sig       ] MNKD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:49.154474] [INFO ] [LOCAL     ] Saved forecast: MNKD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MNKD.txt
[2026-02-13T20:26:49.154660] [INFO ] [sig       ] [2000/3406] Completed MNKD in 0.4s | 2.84 sym/s | Total: 11.7m | ETA: 8.3m
[2026-02-13T20:26:49.154702] [INFO ] [sig       ] [2001/3406] Forecasting MNRO...
[2026-02-13T20:26:49.154732] [INFO ] [sig       ] Generating forecast for: MNRO
[2026-02-13T20:26:49.154763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2026-02-13T20:26:49.166807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2026-02-13T20:26:49.167227] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2026-02-13T20:26:49.168185] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2026-02-13T20:26:49.168242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:49.168274] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:49.168300] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:49.168356] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:49.227306] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:49.228432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:49.228550] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:49.228606] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:49.352751] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:49.352925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:49.352967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:49.353035] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:49.356761] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: UP (p=63.90%)
[2026-02-13T20:26:49.357126] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2026-02-13T20:26:49.357272] [INFO ] [sig       ] MNRO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:49.507458] [INFO ] [LOCAL     ] Saved forecast: MNRO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MNRO.txt
[2026-02-13T20:26:49.507689] [INFO ] [sig       ] [2001/3406] Completed MNRO in 0.4s | 2.84 sym/s | Total: 11.7m | ETA: 8.2m
[2026-02-13T20:26:49.507736] [INFO ] [sig       ] [2002/3406] Forecasting MNSO...
[2026-02-13T20:26:49.507769] [INFO ] [sig       ] Generating forecast for: MNSO
[2026-02-13T20:26:49.507800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2026-02-13T20:26:49.521354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2026-02-13T20:26:49.521776] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2026-02-13T20:26:49.522672] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2026-02-13T20:26:49.522725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:49.522757] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:49.522783] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:49.522839] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:49.580397] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:49.581342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:49.581429] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:49.581462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:49.706895] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:49.707265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:49.707305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:49.707332] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:49.711793] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: UP (p=97.77%)
[2026-02-13T20:26:49.712132] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2026-02-13T20:26:49.712489] [INFO ] [sig       ] MNSO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:49.859788] [INFO ] [LOCAL     ] Saved forecast: MNSO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MNSO.txt
[2026-02-13T20:26:49.859917] [INFO ] [sig       ] [2002/3406] Completed MNSO in 0.4s | 2.84 sym/s | Total: 11.8m | ETA: 8.2m
[2026-02-13T20:26:49.859955] [INFO ] [sig       ] [2003/3406] Forecasting MNTK...
[2026-02-13T20:26:49.859984] [INFO ] [sig       ] Generating forecast for: MNTK
[2026-02-13T20:26:49.860013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2026-02-13T20:26:49.871303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2026-02-13T20:26:49.871657] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2026-02-13T20:26:49.872449] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2026-02-13T20:26:49.872501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:49.872533] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:49.872559] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:49.872648] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:49.929465] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:49.930168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:49.930257] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:49.930289] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:50.047301] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:50.047467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:50.047507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:50.047536] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:50.053052] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: DOWN (p=15.40%)
[2026-02-13T20:26:50.053522] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2026-02-13T20:26:50.053759] [INFO ] [sig       ] MNTK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:50.225798] [INFO ] [LOCAL     ] Saved forecast: MNTK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MNTK.txt
[2026-02-13T20:26:50.226034] [INFO ] [sig       ] [2003/3406] Completed MNTK in 0.4s | 2.84 sym/s | Total: 11.8m | ETA: 8.2m
[2026-02-13T20:26:50.226108] [INFO ] [sig       ] [2004/3406] Forecasting MNY...
[2026-02-13T20:26:50.226159] [INFO ] [sig       ] Generating forecast for: MNY
[2026-02-13T20:26:50.226208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2026-02-13T20:26:50.240131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2026-02-13T20:26:50.240650] [INFO ] [FORECASTER] Starting predict_future for MNY
[2026-02-13T20:26:50.241736] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2026-02-13T20:26:50.241798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:50.241833] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:50.241860] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:50.241918] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:50.306557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:50.307609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:50.307700] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:50.307742] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:50.429110] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:50.429281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:50.429324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:50.429365] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:50.433136] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: DOWN (p=29.63%)
[2026-02-13T20:26:50.433434] [INFO ] [FORECASTER] Completed predict_future for MNY
[2026-02-13T20:26:50.433597] [INFO ] [sig       ] MNY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:50.588266] [INFO ] [LOCAL     ] Saved forecast: MNY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MNY.txt
[2026-02-13T20:26:50.588424] [INFO ] [sig       ] [2004/3406] Completed MNY in 0.4s | 2.84 sym/s | Total: 11.8m | ETA: 8.2m
[2026-02-13T20:26:50.588466] [INFO ] [sig       ] [2005/3406] Forecasting MOD...
[2026-02-13T20:26:50.588496] [INFO ] [sig       ] Generating forecast for: MOD
[2026-02-13T20:26:50.588528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2026-02-13T20:26:50.600885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOD'.
[2026-02-13T20:26:50.601283] [INFO ] [FORECASTER] Starting predict_future for MOD
[2026-02-13T20:26:50.602136] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2026-02-13T20:26:50.602203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:50.602248] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:50.602291] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:50.602374] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:50.665347] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:50.666217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:50.666303] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:50.666337] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:50.800876] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:50.801040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:50.801082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:50.801111] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:50.805490] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: UP (p=83.81%)
[2026-02-13T20:26:50.805844] [INFO ] [FORECASTER] Completed predict_future for MOD
[2026-02-13T20:26:50.805998] [INFO ] [sig       ] MOD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:50.962637] [INFO ] [LOCAL     ] Saved forecast: MOD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MOD.txt
[2026-02-13T20:26:50.962816] [INFO ] [sig       ] [2005/3406] Completed MOD in 0.4s | 2.84 sym/s | Total: 11.8m | ETA: 8.2m
[2026-02-13T20:26:50.962860] [INFO ] [sig       ] [2006/3406] Forecasting MODL...
[2026-02-13T20:26:50.962895] [INFO ] [sig       ] Generating forecast for: MODL
[2026-02-13T20:26:50.962938] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2026-02-13T20:26:50.977067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2026-02-13T20:26:50.977510] [INFO ] [FORECASTER] Starting predict_future for MODL
[2026-02-13T20:26:50.978520] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2026-02-13T20:26:50.978599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:50.978639] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:50.978666] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:50.978726] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:51.044217] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:51.045113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:51.045213] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:51.045264] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:51.175892] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:51.176058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:51.176106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:51.176135] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:51.179766] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=22.00%)
[2026-02-13T20:26:51.180074] [INFO ] [FORECASTER] Completed predict_future for MODL
[2026-02-13T20:26:51.180212] [INFO ] [sig       ] MODL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:51.328921] [INFO ] [LOCAL     ] Saved forecast: MODL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MODL.txt
[2026-02-13T20:26:51.329073] [INFO ] [sig       ] [2006/3406] Completed MODL in 0.4s | 2.84 sym/s | Total: 11.8m | ETA: 8.2m
[2026-02-13T20:26:51.329118] [INFO ] [sig       ] [2007/3406] Forecasting MOFG...
[2026-02-13T20:26:51.329150] [INFO ] [sig       ] Generating forecast for: MOFG
[2026-02-13T20:26:51.329181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2026-02-13T20:26:51.341119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2026-02-13T20:26:51.341504] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2026-02-13T20:26:51.342366] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2026-02-13T20:26:51.342421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:51.342471] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:51.342524] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:51.342601] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:51.404521] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:51.405387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:51.405473] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:51.405506] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:51.529509] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:51.529686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:51.529728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:51.529757] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:51.533355] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: UP (p=52.45%)
[2026-02-13T20:26:51.533667] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2026-02-13T20:26:51.533798] [INFO ] [sig       ] MOFG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:51.692003] [INFO ] [LOCAL     ] Saved forecast: MOFG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MOFG.txt
[2026-02-13T20:26:51.692197] [INFO ] [sig       ] [2007/3406] Completed MOFG in 0.4s | 2.84 sym/s | Total: 11.8m | ETA: 8.2m
[2026-02-13T20:26:51.692241] [INFO ] [sig       ] [2008/3406] Forecasting MOH...
[2026-02-13T20:26:51.692273] [INFO ] [sig       ] Generating forecast for: MOH
[2026-02-13T20:26:51.692303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2026-02-13T20:26:51.705159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2026-02-13T20:26:51.705559] [INFO ] [FORECASTER] Starting predict_future for MOH
[2026-02-13T20:26:51.706489] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2026-02-13T20:26:51.706544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:51.706594] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:51.706626] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:51.706683] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:51.769021] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:51.769942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:51.770066] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:51.770109] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:51.899961] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:51.900125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:51.900168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:51.900199] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:51.903723] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=17.11%)
[2026-02-13T20:26:51.904028] [INFO ] [FORECASTER] Completed predict_future for MOH
[2026-02-13T20:26:51.904188] [INFO ] [sig       ] MOH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:52.055356] [INFO ] [LOCAL     ] Saved forecast: MOH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MOH.txt
[2026-02-13T20:26:52.055690] [INFO ] [sig       ] [2008/3406] Completed MOH in 0.4s | 2.84 sym/s | Total: 11.8m | ETA: 8.2m
[2026-02-13T20:26:52.055731] [INFO ] [sig       ] [2009/3406] Forecasting MOMO...
[2026-02-13T20:26:52.055762] [INFO ] [sig       ] Generating forecast for: MOMO
[2026-02-13T20:26:52.055795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2026-02-13T20:26:52.068353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2026-02-13T20:26:52.068756] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2026-02-13T20:26:52.069560] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2026-02-13T20:26:52.069633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:52.069667] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:52.069695] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:52.069752] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:52.132646] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:52.133524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:52.133630] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:52.133667] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:52.263183] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:52.263348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:52.263389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:52.263419] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:52.267658] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: UP (p=89.50%)
[2026-02-13T20:26:52.268057] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2026-02-13T20:26:52.268221] [INFO ] [sig       ] MOMO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:52.423365] [INFO ] [LOCAL     ] Saved forecast: MOMO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MOMO.txt
[2026-02-13T20:26:52.423520] [INFO ] [sig       ] [2009/3406] Completed MOMO in 0.4s | 2.84 sym/s | Total: 11.8m | ETA: 8.2m
[2026-02-13T20:26:52.423562] [INFO ] [sig       ] [2010/3406] Forecasting MORN...
[2026-02-13T20:26:52.423614] [INFO ] [sig       ] Generating forecast for: MORN
[2026-02-13T20:26:52.423648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2026-02-13T20:26:52.435520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2026-02-13T20:26:52.435911] [INFO ] [FORECASTER] Starting predict_future for MORN
[2026-02-13T20:26:52.436809] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2026-02-13T20:26:52.436865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:52.436899] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:52.436927] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:52.436984] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:52.498560] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:52.499449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:52.499538] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:52.499592] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:52.630267] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:52.630423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:52.630464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:52.630494] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:52.634133] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2026-02-13T20:26:52.634466] [INFO ] [FORECASTER] Completed predict_future for MORN
[2026-02-13T20:26:52.634624] [INFO ] [sig       ] MORN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:52.790380] [INFO ] [LOCAL     ] Saved forecast: MORN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MORN.txt
[2026-02-13T20:26:52.790527] [INFO ] [sig       ] [2010/3406] Completed MORN in 0.4s | 2.84 sym/s | Total: 11.8m | ETA: 8.2m
[2026-02-13T20:26:52.790591] [INFO ] [sig       ] [2011/3406] Forecasting MOS...
[2026-02-13T20:26:52.790626] [INFO ] [sig       ] Generating forecast for: MOS
[2026-02-13T20:26:52.790657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2026-02-13T20:26:52.804168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2026-02-13T20:26:52.804632] [INFO ] [FORECASTER] Starting predict_future for MOS
[2026-02-13T20:26:52.805781] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2026-02-13T20:26:52.805841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:52.805877] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:52.805909] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:52.805995] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:52.870328] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:52.871195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:52.871282] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:52.871317] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:53.000645] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:53.000803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:53.000844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:53.000874] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:53.004464] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: DOWN (p=4.24%)
[2026-02-13T20:26:53.004772] [INFO ] [FORECASTER] Completed predict_future for MOS
[2026-02-13T20:26:53.004904] [INFO ] [sig       ] MOS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:53.151793] [INFO ] [LOCAL     ] Saved forecast: MOS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MOS.txt
[2026-02-13T20:26:53.151988] [INFO ] [sig       ] [2011/3406] Completed MOS in 0.4s | 2.84 sym/s | Total: 11.8m | ETA: 8.2m
[2026-02-13T20:26:53.152043] [INFO ] [sig       ] [2012/3406] Forecasting MP...
[2026-02-13T20:26:53.152079] [INFO ] [sig       ] Generating forecast for: MP
[2026-02-13T20:26:53.152110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2026-02-13T20:26:53.164058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2026-02-13T20:26:53.164434] [INFO ] [FORECASTER] Starting predict_future for MP
[2026-02-13T20:26:53.165274] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2026-02-13T20:26:53.165341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:53.165382] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:53.165410] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:53.165467] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:53.228331] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:53.229095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:53.229177] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:53.229212] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:53.359458] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:53.359648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:53.359698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:53.359730] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:53.363667] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2026-02-13T20:26:53.363965] [INFO ] [FORECASTER] Completed predict_future for MP
[2026-02-13T20:26:53.364138] [INFO ] [sig       ] MP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:53.520228] [INFO ] [LOCAL     ] Saved forecast: MP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MP.txt
[2026-02-13T20:26:53.520387] [INFO ] [sig       ] [2012/3406] Completed MP in 0.4s | 2.84 sym/s | Total: 11.8m | ETA: 8.2m
[2026-02-13T20:26:53.520427] [INFO ] [sig       ] [2013/3406] Forecasting MPA...
[2026-02-13T20:26:53.520458] [INFO ] [sig       ] Generating forecast for: MPA
[2026-02-13T20:26:53.520489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2026-02-13T20:26:53.532087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2026-02-13T20:26:53.532470] [INFO ] [FORECASTER] Starting predict_future for MPA
[2026-02-13T20:26:53.533282] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2026-02-13T20:26:53.533335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:53.533366] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:53.533391] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:53.533446] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:53.593700] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:53.594463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:53.594555] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:53.594625] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:53.716527] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:53.716699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:53.716742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:53.716770] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:53.720825] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: DOWN (p=22.70%)
[2026-02-13T20:26:53.721167] [INFO ] [FORECASTER] Completed predict_future for MPA
[2026-02-13T20:26:53.721328] [INFO ] [sig       ] MPA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:53.864797] [INFO ] [LOCAL     ] Saved forecast: MPA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MPA.txt
[2026-02-13T20:26:53.864954] [INFO ] [sig       ] [2013/3406] Completed MPA in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 8.2m
[2026-02-13T20:26:53.864995] [INFO ] [sig       ] [2014/3406] Forecasting MPAA...
[2026-02-13T20:26:53.865026] [INFO ] [sig       ] Generating forecast for: MPAA
[2026-02-13T20:26:53.865056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2026-02-13T20:26:53.877164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2026-02-13T20:26:53.877530] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2026-02-13T20:26:53.878395] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2026-02-13T20:26:53.878448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:53.878481] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:53.878509] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:53.878566] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:53.937542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:53.938323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:53.938406] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:53.938440] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:54.061432] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:54.061616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:54.061658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:54.061725] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:54.065352] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: DOWN (p=22.51%)
[2026-02-13T20:26:54.065667] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2026-02-13T20:26:54.065801] [INFO ] [sig       ] MPAA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:54.208279] [INFO ] [LOCAL     ] Saved forecast: MPAA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MPAA.txt
[2026-02-13T20:26:54.208453] [INFO ] [sig       ] [2014/3406] Completed MPAA in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 8.2m
[2026-02-13T20:26:54.208504] [INFO ] [sig       ] [2015/3406] Forecasting MPB...
[2026-02-13T20:26:54.208536] [INFO ] [sig       ] Generating forecast for: MPB
[2026-02-13T20:26:54.208589] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2026-02-13T20:26:54.221507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2026-02-13T20:26:54.221909] [INFO ] [FORECASTER] Starting predict_future for MPB
[2026-02-13T20:26:54.223036] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2026-02-13T20:26:54.223091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:54.223151] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:54.223181] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:54.223238] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:54.284602] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:54.285510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:54.285614] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:54.285652] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:54.410156] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:54.410316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:54.410356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:54.410386] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:54.414123] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: DOWN (p=20.19%)
[2026-02-13T20:26:54.414424] [INFO ] [FORECASTER] Completed predict_future for MPB
[2026-02-13T20:26:54.414563] [INFO ] [sig       ] MPB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:54.560197] [INFO ] [LOCAL     ] Saved forecast: MPB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MPB.txt
[2026-02-13T20:26:54.560337] [INFO ] [sig       ] [2015/3406] Completed MPB in 0.4s | 2.84 sym/s | Total: 11.8m | ETA: 8.2m
[2026-02-13T20:26:54.560376] [INFO ] [sig       ] [2016/3406] Forecasting MPC...
[2026-02-13T20:26:54.560406] [INFO ] [sig       ] Generating forecast for: MPC
[2026-02-13T20:26:54.560438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2026-02-13T20:26:54.572140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2026-02-13T20:26:54.572483] [INFO ] [FORECASTER] Starting predict_future for MPC
[2026-02-13T20:26:54.573325] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2026-02-13T20:26:54.573386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:54.573418] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:54.573444] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:54.573499] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:54.633688] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:54.634672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:54.634780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:54.634814] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:54.768020] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:54.768188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:54.768238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:54.768275] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:54.771974] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: DOWN (p=28.24%)
[2026-02-13T20:26:54.772298] [INFO ] [FORECASTER] Completed predict_future for MPC
[2026-02-13T20:26:54.772445] [INFO ] [sig       ] MPC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:54.930836] [INFO ] [LOCAL     ] Saved forecast: MPC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MPC.txt
[2026-02-13T20:26:54.930998] [INFO ] [sig       ] [2016/3406] Completed MPC in 0.4s | 2.84 sym/s | Total: 11.8m | ETA: 8.2m
[2026-02-13T20:26:54.931038] [INFO ] [sig       ] [2017/3406] Forecasting MPX...
[2026-02-13T20:26:54.931069] [INFO ] [sig       ] Generating forecast for: MPX
[2026-02-13T20:26:54.931098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2026-02-13T20:26:54.942099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPX'.
[2026-02-13T20:26:54.942477] [INFO ] [FORECASTER] Starting predict_future for MPX
[2026-02-13T20:26:54.943279] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2026-02-13T20:26:54.943331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:54.943363] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:54.943390] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:54.943647] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:55.002390] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:55.003333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:55.003421] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:55.003455] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:55.114112] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:55.114275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:55.114314] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:55.114343] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:55.117812] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: DOWN (p=18.81%)
[2026-02-13T20:26:55.118106] [INFO ] [FORECASTER] Completed predict_future for MPX
[2026-02-13T20:26:55.118254] [INFO ] [sig       ] MPX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:55.262294] [INFO ] [LOCAL     ] Saved forecast: MPX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MPX.txt
[2026-02-13T20:26:55.262424] [INFO ] [sig       ] [2017/3406] Completed MPX in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 8.2m
[2026-02-13T20:26:55.262462] [INFO ] [sig       ] [2018/3406] Forecasting MQ...
[2026-02-13T20:26:55.262491] [INFO ] [sig       ] Generating forecast for: MQ
[2026-02-13T20:26:55.262524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2026-02-13T20:26:55.273800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQ'.
[2026-02-13T20:26:55.274131] [INFO ] [FORECASTER] Starting predict_future for MQ
[2026-02-13T20:26:55.274949] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2026-02-13T20:26:55.275002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:55.275033] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:55.275084] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:55.275143] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:55.332317] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:55.333272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:55.333374] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:55.333407] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:55.452213] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:55.452376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:55.452414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:55.452442] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:55.455940] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: UP (p=87.85%)
[2026-02-13T20:26:55.456221] [INFO ] [FORECASTER] Completed predict_future for MQ
[2026-02-13T20:26:55.456354] [INFO ] [sig       ] MQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:55.596212] [INFO ] [LOCAL     ] Saved forecast: MQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MQ.txt
[2026-02-13T20:26:55.596363] [INFO ] [sig       ] [2018/3406] Completed MQ in 0.3s | 2.84 sym/s | Total: 11.8m | ETA: 8.1m
[2026-02-13T20:26:55.596403] [INFO ] [sig       ] [2019/3406] Forecasting MQY...
[2026-02-13T20:26:55.596433] [INFO ] [sig       ] Generating forecast for: MQY
[2026-02-13T20:26:55.596463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2026-02-13T20:26:55.607784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2026-02-13T20:26:55.608114] [INFO ] [FORECASTER] Starting predict_future for MQY
[2026-02-13T20:26:55.608941] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2026-02-13T20:26:55.608996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:55.609029] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:55.609057] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:55.609113] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:55.667343] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:55.668058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:55.668141] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:55.668174] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:55.798664] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:55.798828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:55.798870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:55.798900] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:55.802766] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: UP (p=92.05%)
[2026-02-13T20:26:55.803071] [INFO ] [FORECASTER] Completed predict_future for MQY
[2026-02-13T20:26:55.803208] [INFO ] [sig       ] MQY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:55.948419] [INFO ] [LOCAL     ] Saved forecast: MQY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MQY.txt
[2026-02-13T20:26:55.948603] [INFO ] [sig       ] [2019/3406] Completed MQY in 0.4s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:26:55.948646] [INFO ] [sig       ] [2020/3406] Forecasting MRAM...
[2026-02-13T20:26:55.948677] [INFO ] [sig       ] Generating forecast for: MRAM
[2026-02-13T20:26:55.948710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2026-02-13T20:26:55.960681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2026-02-13T20:26:55.961081] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2026-02-13T20:26:55.961938] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2026-02-13T20:26:55.961992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:55.962026] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:55.962052] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:55.962110] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:56.026866] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:56.027919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:56.028020] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:56.028060] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:56.155766] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:56.155928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:56.155968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:56.155997] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:56.159546] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: DOWN (p=3.01%)
[2026-02-13T20:26:56.159876] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2026-02-13T20:26:56.160010] [INFO ] [sig       ] MRAM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:56.303298] [INFO ] [LOCAL     ] Saved forecast: MRAM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MRAM.txt
[2026-02-13T20:26:56.303461] [INFO ] [sig       ] [2020/3406] Completed MRAM in 0.4s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:26:56.303502] [INFO ] [sig       ] [2021/3406] Forecasting MRBK...
[2026-02-13T20:26:56.303533] [INFO ] [sig       ] Generating forecast for: MRBK
[2026-02-13T20:26:56.303563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2026-02-13T20:26:56.315064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2026-02-13T20:26:56.315482] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2026-02-13T20:26:56.316296] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2026-02-13T20:26:56.316350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:56.316381] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:56.316407] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:56.316463] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:56.376165] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:56.377093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:56.377180] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:56.377214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:56.500971] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:56.501134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:56.501173] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:56.501201] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:56.504728] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=27.58%)
[2026-02-13T20:26:56.505032] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2026-02-13T20:26:56.505171] [INFO ] [sig       ] MRBK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:56.651746] [INFO ] [LOCAL     ] Saved forecast: MRBK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MRBK.txt
[2026-02-13T20:26:56.652014] [INFO ] [sig       ] [2021/3406] Completed MRBK in 0.3s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:26:56.652069] [INFO ] [sig       ] [2022/3406] Forecasting MRCC...
[2026-02-13T20:26:56.652101] [INFO ] [sig       ] Generating forecast for: MRCC
[2026-02-13T20:26:56.652156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2026-02-13T20:26:56.663976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2026-02-13T20:26:56.664419] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2026-02-13T20:26:56.665277] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2026-02-13T20:26:56.665342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:56.665392] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:56.665428] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:56.665506] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:56.723886] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:56.725067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:56.725199] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:56.725235] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:56.851951] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:56.852108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:56.852147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:56.852177] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:56.855641] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=4.07%)
[2026-02-13T20:26:56.855921] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2026-02-13T20:26:56.856046] [INFO ] [sig       ] MRCC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:57.001920] [INFO ] [LOCAL     ] Saved forecast: MRCC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MRCC.txt
[2026-02-13T20:26:57.002071] [INFO ] [sig       ] [2022/3406] Completed MRCC in 0.3s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:26:57.002111] [INFO ] [sig       ] [2023/3406] Forecasting MRCY...
[2026-02-13T20:26:57.002142] [INFO ] [sig       ] Generating forecast for: MRCY
[2026-02-13T20:26:57.002172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2026-02-13T20:26:57.014119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2026-02-13T20:26:57.014686] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2026-02-13T20:26:57.015709] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2026-02-13T20:26:57.015762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:57.015794] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:57.015820] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:57.015876] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:57.076678] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:57.077617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:57.077701] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:57.077735] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:57.206026] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:57.206190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:57.206228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:57.206257] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:57.210380] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=36.76%)
[2026-02-13T20:26:57.210925] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2026-02-13T20:26:57.211068] [INFO ] [sig       ] MRCY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:57.361750] [INFO ] [LOCAL     ] Saved forecast: MRCY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MRCY.txt
[2026-02-13T20:26:57.361922] [INFO ] [sig       ] [2023/3406] Completed MRCY in 0.4s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:26:57.361964] [INFO ] [sig       ] [2024/3406] Forecasting MRK...
[2026-02-13T20:26:57.361992] [INFO ] [sig       ] Generating forecast for: MRK
[2026-02-13T20:26:57.362023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2026-02-13T20:26:57.373964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2026-02-13T20:26:57.374378] [INFO ] [FORECASTER] Starting predict_future for MRK
[2026-02-13T20:26:57.375210] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2026-02-13T20:26:57.375264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:57.375296] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:57.375322] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:57.375379] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:57.434460] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:57.435777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:57.435863] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:57.435895] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:57.570309] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:57.570480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:57.570520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:57.570549] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:57.574139] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: DOWN (p=22.79%)
[2026-02-13T20:26:57.574516] [INFO ] [FORECASTER] Completed predict_future for MRK
[2026-02-13T20:26:57.574681] [INFO ] [sig       ] MRK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:57.725205] [INFO ] [LOCAL     ] Saved forecast: MRK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MRK.txt
[2026-02-13T20:26:57.725373] [INFO ] [sig       ] [2024/3406] Completed MRK in 0.4s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:26:57.725425] [INFO ] [sig       ] [2025/3406] Forecasting MRM...
[2026-02-13T20:26:57.725459] [INFO ] [sig       ] Generating forecast for: MRM
[2026-02-13T20:26:57.725489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2026-02-13T20:26:57.737833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2026-02-13T20:26:57.738260] [INFO ] [FORECASTER] Starting predict_future for MRM
[2026-02-13T20:26:57.739162] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2026-02-13T20:26:57.739218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:57.739250] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:57.739282] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:57.739338] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:57.803114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:57.804243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:57.804381] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:57.804424] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:57.934039] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:57.934197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:57.934236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:57.934265] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:57.938089] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=68.09%)
[2026-02-13T20:26:57.938367] [INFO ] [FORECASTER] Completed predict_future for MRM
[2026-02-13T20:26:57.938495] [INFO ] [sig       ] MRM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:58.086556] [INFO ] [LOCAL     ] Saved forecast: MRM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MRM.txt
[2026-02-13T20:26:58.086933] [INFO ] [sig       ] [2025/3406] Completed MRM in 0.4s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:26:58.087001] [INFO ] [sig       ] [2026/3406] Forecasting MRNA...
[2026-02-13T20:26:58.087046] [INFO ] [sig       ] Generating forecast for: MRNA
[2026-02-13T20:26:58.087096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2026-02-13T20:26:58.106591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRNA'.
[2026-02-13T20:26:58.106949] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2026-02-13T20:26:58.108015] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2026-02-13T20:26:58.108068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:58.108099] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:58.108125] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:58.108180] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:58.166836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:58.167557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:58.167747] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:58.167786] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:58.295216] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:58.295374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:58.295424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:58.295453] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:58.299155] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: DOWN (p=22.05%)
[2026-02-13T20:26:58.299442] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2026-02-13T20:26:58.299592] [INFO ] [sig       ] MRNA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:58.452128] [INFO ] [LOCAL     ] Saved forecast: MRNA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MRNA.txt
[2026-02-13T20:26:58.452267] [INFO ] [sig       ] [2026/3406] Completed MRNA in 0.4s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:26:58.452319] [INFO ] [sig       ] [2027/3406] Forecasting MRTN...
[2026-02-13T20:26:58.452353] [INFO ] [sig       ] Generating forecast for: MRTN
[2026-02-13T20:26:58.452385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2026-02-13T20:26:58.463602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2026-02-13T20:26:58.463963] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2026-02-13T20:26:58.464851] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2026-02-13T20:26:58.464905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:58.464938] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:58.464966] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:58.465025] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:58.523360] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:58.524088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:58.524172] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:58.524207] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:58.649718] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:58.649879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:58.649920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:58.649949] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:58.653455] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=29.77%)
[2026-02-13T20:26:58.653780] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2026-02-13T20:26:58.653915] [INFO ] [sig       ] MRTN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:58.809526] [INFO ] [LOCAL     ] Saved forecast: MRTN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MRTN.txt
[2026-02-13T20:26:58.809704] [INFO ] [sig       ] [2027/3406] Completed MRTN in 0.4s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:26:58.809748] [INFO ] [sig       ] [2028/3406] Forecasting MRVI...
[2026-02-13T20:26:58.809792] [INFO ] [sig       ] Generating forecast for: MRVI
[2026-02-13T20:26:58.809829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2026-02-13T20:26:58.821390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2026-02-13T20:26:58.821790] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2026-02-13T20:26:58.822796] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2026-02-13T20:26:58.822848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:58.822879] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:58.822905] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:58.822959] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:58.882127] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:58.883032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:58.883118] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:58.883152] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:59.012606] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:59.012771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:59.012817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:59.012847] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:59.016523] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2026-02-13T20:26:59.016841] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2026-02-13T20:26:59.016977] [INFO ] [sig       ] MRVI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:59.159344] [INFO ] [LOCAL     ] Saved forecast: MRVI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MRVI.txt
[2026-02-13T20:26:59.159533] [INFO ] [sig       ] [2028/3406] Completed MRVI in 0.3s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:26:59.159591] [INFO ] [sig       ] [2029/3406] Forecasting MRVL...
[2026-02-13T20:26:59.159626] [INFO ] [sig       ] Generating forecast for: MRVL
[2026-02-13T20:26:59.159657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2026-02-13T20:26:59.170963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2026-02-13T20:26:59.171376] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2026-02-13T20:26:59.172243] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2026-02-13T20:26:59.172296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:59.172328] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:59.172355] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:59.172428] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:59.230161] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:59.231035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:59.231116] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:59.231150] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:59.352930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:59.353090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:59.353130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:59.353158] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:59.356727] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=71.88%)
[2026-02-13T20:26:59.357022] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2026-02-13T20:26:59.357156] [INFO ] [sig       ] MRVL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:26:59.501768] [INFO ] [LOCAL     ] Saved forecast: MRVL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MRVL.txt
[2026-02-13T20:26:59.501925] [INFO ] [sig       ] [2029/3406] Completed MRVL in 0.3s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:26:59.501966] [INFO ] [sig       ] [2030/3406] Forecasting MRX...
[2026-02-13T20:26:59.501995] [INFO ] [sig       ] Generating forecast for: MRX
[2026-02-13T20:26:59.502026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2026-02-13T20:26:59.513394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2026-02-13T20:26:59.513802] [INFO ] [FORECASTER] Starting predict_future for MRX
[2026-02-13T20:26:59.514627] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2026-02-13T20:26:59.514681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:59.514712] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:59.514740] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:59.514797] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:59.574199] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:59.575097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:59.575180] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:59.575212] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:26:59.698287] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:26:59.698461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:26:59.698501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:26:59.698529] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:26:59.702227] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=29.05%)
[2026-02-13T20:26:59.702541] [INFO ] [FORECASTER] Completed predict_future for MRX
[2026-02-13T20:26:59.702713] [INFO ] [sig       ] MRX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:26:59.853962] [INFO ] [LOCAL     ] Saved forecast: MRX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MRX.txt
[2026-02-13T20:26:59.854124] [INFO ] [sig       ] [2030/3406] Completed MRX in 0.4s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:26:59.854165] [INFO ] [sig       ] [2031/3406] Forecasting MS...
[2026-02-13T20:26:59.854194] [INFO ] [sig       ] Generating forecast for: MS
[2026-02-13T20:26:59.854224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2026-02-13T20:26:59.867872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MS'.
[2026-02-13T20:26:59.868238] [INFO ] [FORECASTER] Starting predict_future for MS
[2026-02-13T20:26:59.869063] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2026-02-13T20:26:59.869130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:26:59.869164] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:26:59.869190] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:26:59.869250] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:26:59.931010] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:26:59.931940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:26:59.932032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:26:59.932067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:00.064609] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:00.064770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:00.064813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:00.064845] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:00.068825] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=16.21%)
[2026-02-13T20:27:00.069117] [INFO ] [FORECASTER] Completed predict_future for MS
[2026-02-13T20:27:00.069249] [INFO ] [sig       ] MS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:00.234933] [INFO ] [LOCAL     ] Saved forecast: MS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MS.txt
[2026-02-13T20:27:00.235127] [INFO ] [sig       ] [2031/3406] Completed MS in 0.4s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:27:00.235181] [INFO ] [sig       ] [2032/3406] Forecasting MSA...
[2026-02-13T20:27:00.235219] [INFO ] [sig       ] Generating forecast for: MSA
[2026-02-13T20:27:00.235264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2026-02-13T20:27:00.246721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2026-02-13T20:27:00.247098] [INFO ] [FORECASTER] Starting predict_future for MSA
[2026-02-13T20:27:00.248029] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2026-02-13T20:27:00.248084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:00.248150] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:00.248180] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:00.248239] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:00.312116] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:00.313046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:00.313137] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:00.313172] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:00.468738] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:00.468911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:00.468971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:00.469004] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:00.473055] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: UP (p=81.89%)
[2026-02-13T20:27:00.473444] [INFO ] [FORECASTER] Completed predict_future for MSA
[2026-02-13T20:27:00.473624] [INFO ] [sig       ] MSA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:00.629844] [INFO ] [LOCAL     ] Saved forecast: MSA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MSA.txt
[2026-02-13T20:27:00.630017] [INFO ] [sig       ] [2032/3406] Completed MSA in 0.4s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:27:00.630059] [INFO ] [sig       ] [2033/3406] Forecasting MSB...
[2026-02-13T20:27:00.630092] [INFO ] [sig       ] Generating forecast for: MSB
[2026-02-13T20:27:00.630124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2026-02-13T20:27:00.650256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2026-02-13T20:27:00.650829] [INFO ] [FORECASTER] Starting predict_future for MSB
[2026-02-13T20:27:00.651920] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2026-02-13T20:27:00.651986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:00.652029] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:00.652067] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:00.652150] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:00.726786] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:00.727746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:00.727854] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:00.727887] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:00.852798] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:00.852961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:00.853001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:00.853030] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:00.856467] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: DOWN (p=22.26%)
[2026-02-13T20:27:00.856765] [INFO ] [FORECASTER] Completed predict_future for MSB
[2026-02-13T20:27:00.856891] [INFO ] [sig       ] MSB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:00.999822] [INFO ] [LOCAL     ] Saved forecast: MSB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MSB.txt
[2026-02-13T20:27:00.999983] [INFO ] [sig       ] [2033/3406] Completed MSB in 0.4s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:27:01.000022] [INFO ] [sig       ] [2034/3406] Forecasting MSBI...
[2026-02-13T20:27:01.000053] [INFO ] [sig       ] Generating forecast for: MSBI
[2026-02-13T20:27:01.000084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2026-02-13T20:27:01.011856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2026-02-13T20:27:01.012186] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2026-02-13T20:27:01.012991] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2026-02-13T20:27:01.013043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:01.013075] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:01.013101] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:01.013157] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:01.072661] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:01.073469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:01.073552] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:01.073604] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:01.199648] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:01.199808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:01.199848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:01.199876] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:01.204303] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=35.72%)
[2026-02-13T20:27:01.204689] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2026-02-13T20:27:01.204838] [INFO ] [sig       ] MSBI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:01.355626] [INFO ] [LOCAL     ] Saved forecast: MSBI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MSBI.txt
[2026-02-13T20:27:01.355825] [INFO ] [sig       ] [2034/3406] Completed MSBI in 0.4s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:27:01.355884] [INFO ] [sig       ] [2035/3406] Forecasting MSCI...
[2026-02-13T20:27:01.355924] [INFO ] [sig       ] Generating forecast for: MSCI
[2026-02-13T20:27:01.355966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2026-02-13T20:27:01.369616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2026-02-13T20:27:01.370032] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2026-02-13T20:27:01.371025] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2026-02-13T20:27:01.371091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:01.371133] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:01.371170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:01.371253] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:01.429627] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:01.430502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:01.430607] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:01.430643] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:01.547566] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:01.547769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:01.547807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:01.547872] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:01.551376] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2026-02-13T20:27:01.551692] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2026-02-13T20:27:01.551829] [INFO ] [sig       ] MSCI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:01.690931] [INFO ] [LOCAL     ] Saved forecast: MSCI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MSCI.txt
[2026-02-13T20:27:01.691084] [INFO ] [sig       ] [2035/3406] Completed MSCI in 0.3s | 2.84 sym/s | Total: 11.9m | ETA: 8.1m
[2026-02-13T20:27:01.691123] [INFO ] [sig       ] [2036/3406] Forecasting MSD...
[2026-02-13T20:27:01.691151] [INFO ] [sig       ] Generating forecast for: MSD
[2026-02-13T20:27:01.691183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2026-02-13T20:27:01.702429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2026-02-13T20:27:01.702864] [INFO ] [FORECASTER] Starting predict_future for MSD
[2026-02-13T20:27:01.703725] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2026-02-13T20:27:01.703777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:01.703809] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:01.703837] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:01.703894] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:01.763670] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:01.764636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:01.764724] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:01.764758] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:01.895301] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:01.895479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:01.895528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:01.895592] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:01.899809] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: UP (p=56.74%)
[2026-02-13T20:27:01.900169] [INFO ] [FORECASTER] Completed predict_future for MSD
[2026-02-13T20:27:01.900329] [INFO ] [sig       ] MSD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:02.049129] [INFO ] [LOCAL     ] Saved forecast: MSD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MSD.txt
[2026-02-13T20:27:02.049304] [INFO ] [sig       ] [2036/3406] Completed MSD in 0.4s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:02.049360] [INFO ] [sig       ] [2037/3406] Forecasting MSEX...
[2026-02-13T20:27:02.049414] [INFO ] [sig       ] Generating forecast for: MSEX
[2026-02-13T20:27:02.049477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2026-02-13T20:27:02.060983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2026-02-13T20:27:02.061334] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2026-02-13T20:27:02.062151] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2026-02-13T20:27:02.062205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:02.062237] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:02.062263] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:02.062320] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:02.118930] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:02.119777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:02.119861] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:02.119894] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:02.240947] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:02.241098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:02.241137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:02.241165] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:02.244593] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=59.27%)
[2026-02-13T20:27:02.244877] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2026-02-13T20:27:02.245004] [INFO ] [sig       ] MSEX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:02.389493] [INFO ] [LOCAL     ] Saved forecast: MSEX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MSEX.txt
[2026-02-13T20:27:02.389666] [INFO ] [sig       ] [2037/3406] Completed MSEX in 0.3s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:02.389707] [INFO ] [sig       ] [2038/3406] Forecasting MSFD...
[2026-02-13T20:27:02.389736] [INFO ] [sig       ] Generating forecast for: MSFD
[2026-02-13T20:27:02.389767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2026-02-13T20:27:02.402036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2026-02-13T20:27:02.402430] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2026-02-13T20:27:02.403312] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2026-02-13T20:27:02.403379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:02.403413] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:02.403441] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:02.403499] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:02.463872] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:02.464544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:02.464645] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:02.464680] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:02.590996] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:02.591125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:02.591179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:02.591213] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:02.594687] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2026-02-13T20:27:02.595074] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2026-02-13T20:27:02.595229] [INFO ] [sig       ] MSFD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:02.737665] [INFO ] [LOCAL     ] Saved forecast: MSFD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MSFD.txt
[2026-02-13T20:27:02.737836] [INFO ] [sig       ] [2038/3406] Completed MSFD in 0.3s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:02.737878] [INFO ] [sig       ] [2039/3406] Forecasting MSFL...
[2026-02-13T20:27:02.737909] [INFO ] [sig       ] Generating forecast for: MSFL
[2026-02-13T20:27:02.737940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2026-02-13T20:27:02.750927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2026-02-13T20:27:02.751387] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2026-02-13T20:27:02.752275] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2026-02-13T20:27:02.752331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:02.752365] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:02.752411] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:02.752489] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:02.813507] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:02.814478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:02.814564] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:02.814620] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:02.937140] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:02.937282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:02.937335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:02.937370] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:02.940846] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: UP (p=97.06%)
[2026-02-13T20:27:02.941135] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2026-02-13T20:27:02.941267] [INFO ] [sig       ] MSFL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:03.084661] [INFO ] [LOCAL     ] Saved forecast: MSFL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MSFL.txt
[2026-02-13T20:27:03.084770] [INFO ] [sig       ] [2039/3406] Completed MSFL in 0.3s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:03.084809] [INFO ] [sig       ] [2040/3406] Forecasting MSGE...
[2026-02-13T20:27:03.084839] [INFO ] [sig       ] Generating forecast for: MSGE
[2026-02-13T20:27:03.084868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2026-02-13T20:27:03.095933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2026-02-13T20:27:03.096248] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2026-02-13T20:27:03.097044] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2026-02-13T20:27:03.097097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:03.097128] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:03.097155] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:03.097211] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:03.155989] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:03.156762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:03.156843] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:03.156874] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:03.282665] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:03.282830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:03.282872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:03.282901] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:03.286428] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: UP (p=70.02%)
[2026-02-13T20:27:03.286739] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2026-02-13T20:27:03.286870] [INFO ] [sig       ] MSGE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:03.436058] [INFO ] [LOCAL     ] Saved forecast: MSGE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MSGE.txt
[2026-02-13T20:27:03.436219] [INFO ] [sig       ] [2040/3406] Completed MSGE in 0.4s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:03.436260] [INFO ] [sig       ] [2041/3406] Forecasting MSGM...
[2026-02-13T20:27:03.436290] [INFO ] [sig       ] Generating forecast for: MSGM
[2026-02-13T20:27:03.436320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2026-02-13T20:27:03.447108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2026-02-13T20:27:03.447489] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2026-02-13T20:27:03.448334] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2026-02-13T20:27:03.448387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:03.448419] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:03.448445] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:03.448501] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:03.505348] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:03.506218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:03.506301] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:03.506335] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:03.621935] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:03.622094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:03.622133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:03.622161] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:03.625621] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: UP (p=51.71%)
[2026-02-13T20:27:03.625905] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2026-02-13T20:27:03.626037] [INFO ] [sig       ] MSGM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:03.782421] [INFO ] [LOCAL     ] Saved forecast: MSGM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MSGM.txt
[2026-02-13T20:27:03.782600] [INFO ] [sig       ] [2041/3406] Completed MSGM in 0.3s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:03.782642] [INFO ] [sig       ] [2042/3406] Forecasting MSGS...
[2026-02-13T20:27:03.782672] [INFO ] [sig       ] Generating forecast for: MSGS
[2026-02-13T20:27:03.782702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2026-02-13T20:27:03.795131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2026-02-13T20:27:03.795479] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2026-02-13T20:27:03.796275] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2026-02-13T20:27:03.796327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:03.796376] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:03.796410] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:03.796478] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:03.856465] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:03.857535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:03.857688] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:03.857724] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:03.984422] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:03.984613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:03.984656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:03.984877] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:03.988907] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: UP (p=59.30%)
[2026-02-13T20:27:03.989214] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2026-02-13T20:27:03.989352] [INFO ] [sig       ] MSGS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:04.133689] [INFO ] [LOCAL     ] Saved forecast: MSGS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MSGS.txt
[2026-02-13T20:27:04.133849] [INFO ] [sig       ] [2042/3406] Completed MSGS in 0.4s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:04.133889] [INFO ] [sig       ] [2043/3406] Forecasting MSI...
[2026-02-13T20:27:04.133921] [INFO ] [sig       ] Generating forecast for: MSI
[2026-02-13T20:27:04.133951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2026-02-13T20:27:04.145419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2026-02-13T20:27:04.145789] [INFO ] [FORECASTER] Starting predict_future for MSI
[2026-02-13T20:27:04.146606] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2026-02-13T20:27:04.146660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:04.146694] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:04.146722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:04.146780] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:04.205840] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:04.206626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:04.206710] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:04.206744] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:04.333883] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:04.334044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:04.334085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:04.334115] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:04.337718] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=49.14%)
[2026-02-13T20:27:04.338028] [INFO ] [FORECASTER] Completed predict_future for MSI
[2026-02-13T20:27:04.338166] [INFO ] [sig       ] MSI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:04.499478] [INFO ] [LOCAL     ] Saved forecast: MSI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MSI.txt
[2026-02-13T20:27:04.499668] [INFO ] [sig       ] [2043/3406] Completed MSI in 0.4s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:04.499714] [INFO ] [sig       ] [2044/3406] Forecasting MSM...
[2026-02-13T20:27:04.499746] [INFO ] [sig       ] Generating forecast for: MSM
[2026-02-13T20:27:04.499779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2026-02-13T20:27:04.512289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2026-02-13T20:27:04.512750] [INFO ] [FORECASTER] Starting predict_future for MSM
[2026-02-13T20:27:04.513636] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2026-02-13T20:27:04.513691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:04.513724] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:04.513758] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:04.513830] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:04.592915] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:04.593884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:04.593979] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:04.594014] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:04.736186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:04.736353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:04.736393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:04.736428] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:04.740050] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: UP (p=82.68%)
[2026-02-13T20:27:04.740367] [INFO ] [FORECASTER] Completed predict_future for MSM
[2026-02-13T20:27:04.740503] [INFO ] [sig       ] MSM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:04.886173] [INFO ] [LOCAL     ] Saved forecast: MSM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MSM.txt
[2026-02-13T20:27:04.886335] [INFO ] [sig       ] [2044/3406] Completed MSM in 0.4s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:04.886374] [INFO ] [sig       ] [2045/3406] Forecasting MTB...
[2026-02-13T20:27:04.886405] [INFO ] [sig       ] Generating forecast for: MTB
[2026-02-13T20:27:04.886439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2026-02-13T20:27:04.898302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2026-02-13T20:27:04.898730] [INFO ] [FORECASTER] Starting predict_future for MTB
[2026-02-13T20:27:04.899767] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2026-02-13T20:27:04.899821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:04.899853] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:04.899879] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:04.900090] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:04.957675] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:04.958284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:04.958363] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:04.958395] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:05.080208] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:05.080344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:05.080380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:05.080409] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:05.083824] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: DOWN (p=39.97%)
[2026-02-13T20:27:05.084105] [INFO ] [FORECASTER] Completed predict_future for MTB
[2026-02-13T20:27:05.084235] [INFO ] [sig       ] MTB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:05.230017] [INFO ] [LOCAL     ] Saved forecast: MTB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MTB.txt
[2026-02-13T20:27:05.230159] [INFO ] [sig       ] [2045/3406] Completed MTB in 0.3s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:05.230197] [INFO ] [sig       ] [2046/3406] Forecasting MTCH...
[2026-02-13T20:27:05.230235] [INFO ] [sig       ] Generating forecast for: MTCH
[2026-02-13T20:27:05.230266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2026-02-13T20:27:05.241917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2026-02-13T20:27:05.242244] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2026-02-13T20:27:05.243084] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2026-02-13T20:27:05.243137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:05.243168] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:05.243195] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:05.243250] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:05.302552] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:05.303165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:05.303245] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:05.303278] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:05.421212] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:05.421351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:05.421389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:05.421418] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:05.424790] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: UP (p=90.41%)
[2026-02-13T20:27:05.425069] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2026-02-13T20:27:05.425197] [INFO ] [sig       ] MTCH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:05.569822] [INFO ] [LOCAL     ] Saved forecast: MTCH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MTCH.txt
[2026-02-13T20:27:05.569947] [INFO ] [sig       ] [2046/3406] Completed MTCH in 0.3s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:05.569986] [INFO ] [sig       ] [2047/3406] Forecasting MTG...
[2026-02-13T20:27:05.570015] [INFO ] [sig       ] Generating forecast for: MTG
[2026-02-13T20:27:05.570043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2026-02-13T20:27:05.581136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2026-02-13T20:27:05.581476] [INFO ] [FORECASTER] Starting predict_future for MTG
[2026-02-13T20:27:05.582295] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2026-02-13T20:27:05.582347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:05.582379] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:05.582405] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:05.582461] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:05.639545] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:05.640227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:05.640307] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:05.640340] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:05.758162] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:05.758324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:05.758363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:05.758392] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:05.762029] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2026-02-13T20:27:05.762314] [INFO ] [FORECASTER] Completed predict_future for MTG
[2026-02-13T20:27:05.762439] [INFO ] [sig       ] MTG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:05.912825] [INFO ] [LOCAL     ] Saved forecast: MTG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MTG.txt
[2026-02-13T20:27:05.912949] [INFO ] [sig       ] [2047/3406] Completed MTG in 0.3s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:05.912987] [INFO ] [sig       ] [2048/3406] Forecasting MTH...
[2026-02-13T20:27:05.913017] [INFO ] [sig       ] Generating forecast for: MTH
[2026-02-13T20:27:05.913047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2026-02-13T20:27:05.924128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2026-02-13T20:27:05.924457] [INFO ] [FORECASTER] Starting predict_future for MTH
[2026-02-13T20:27:05.925260] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2026-02-13T20:27:05.925313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:05.925344] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:05.925370] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:05.925426] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:05.981496] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:05.982147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:05.982225] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:05.982257] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:06.098035] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:06.098190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:06.098228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:06.098257] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:06.101645] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2026-02-13T20:27:06.101933] [INFO ] [FORECASTER] Completed predict_future for MTH
[2026-02-13T20:27:06.102062] [INFO ] [sig       ] MTH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:06.242502] [INFO ] [LOCAL     ] Saved forecast: MTH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MTH.txt
[2026-02-13T20:27:06.242652] [INFO ] [sig       ] [2048/3406] Completed MTH in 0.3s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:06.242693] [INFO ] [sig       ] [2049/3406] Forecasting MTLS...
[2026-02-13T20:27:06.242723] [INFO ] [sig       ] Generating forecast for: MTLS
[2026-02-13T20:27:06.242752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2026-02-13T20:27:06.254303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2026-02-13T20:27:06.254686] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2026-02-13T20:27:06.255467] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2026-02-13T20:27:06.255530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:06.255625] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:06.255655] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:06.255711] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:06.313067] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:06.313844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:06.313924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:06.313956] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:06.429479] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:06.429652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:06.429692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:06.429739] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:06.433114] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2026-02-13T20:27:06.433392] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2026-02-13T20:27:06.433516] [INFO ] [sig       ] MTLS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:06.576042] [INFO ] [LOCAL     ] Saved forecast: MTLS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MTLS.txt
[2026-02-13T20:27:06.576168] [INFO ] [sig       ] [2049/3406] Completed MTLS in 0.3s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:06.576207] [INFO ] [sig       ] [2050/3406] Forecasting MTN...
[2026-02-13T20:27:06.576237] [INFO ] [sig       ] Generating forecast for: MTN
[2026-02-13T20:27:06.576267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2026-02-13T20:27:06.588976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2026-02-13T20:27:06.589307] [INFO ] [FORECASTER] Starting predict_future for MTN
[2026-02-13T20:27:06.590316] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2026-02-13T20:27:06.590370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:06.590402] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:06.590433] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:06.590502] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:06.649782] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:06.650469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:06.650563] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:06.650627] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:06.778699] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:06.778858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:06.778901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:06.778931] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:06.782454] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=74.71%)
[2026-02-13T20:27:06.782770] [INFO ] [FORECASTER] Completed predict_future for MTN
[2026-02-13T20:27:06.782902] [INFO ] [sig       ] MTN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:06.934890] [INFO ] [LOCAL     ] Saved forecast: MTN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MTN.txt
[2026-02-13T20:27:06.935037] [INFO ] [sig       ] [2050/3406] Completed MTN in 0.4s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:06.935077] [INFO ] [sig       ] [2051/3406] Forecasting MTRN...
[2026-02-13T20:27:06.935106] [INFO ] [sig       ] Generating forecast for: MTRN
[2026-02-13T20:27:06.935135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2026-02-13T20:27:06.947324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2026-02-13T20:27:06.947739] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2026-02-13T20:27:06.948601] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2026-02-13T20:27:06.948663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:06.948696] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:06.948723] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:06.948779] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:07.006768] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:07.007702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:07.007792] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:07.007843] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:07.133822] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:07.133981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:07.134021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:07.134049] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:07.137469] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=71.59%)
[2026-02-13T20:27:07.137817] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2026-02-13T20:27:07.137956] [INFO ] [sig       ] MTRN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:07.293029] [INFO ] [LOCAL     ] Saved forecast: MTRN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MTRN.txt
[2026-02-13T20:27:07.293189] [INFO ] [sig       ] [2051/3406] Completed MTRN in 0.4s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:07.293229] [INFO ] [sig       ] [2052/3406] Forecasting MTRX...
[2026-02-13T20:27:07.293260] [INFO ] [sig       ] Generating forecast for: MTRX
[2026-02-13T20:27:07.293291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2026-02-13T20:27:07.305243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2026-02-13T20:27:07.305648] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2026-02-13T20:27:07.306467] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2026-02-13T20:27:07.306521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:07.306555] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:07.306608] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:07.306670] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:07.367606] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:07.368554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:07.368662] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:07.368696] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:07.495428] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:07.495607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:07.495649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:07.495715] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:07.499490] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: UP (p=89.24%)
[2026-02-13T20:27:07.499838] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2026-02-13T20:27:07.499976] [INFO ] [sig       ] MTRX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:07.645475] [INFO ] [LOCAL     ] Saved forecast: MTRX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MTRX.txt
[2026-02-13T20:27:07.645666] [INFO ] [sig       ] [2052/3406] Completed MTRX in 0.4s | 2.84 sym/s | Total: 12.0m | ETA: 8.0m
[2026-02-13T20:27:07.645709] [INFO ] [sig       ] [2053/3406] Forecasting MTSI...
[2026-02-13T20:27:07.645739] [INFO ] [sig       ] Generating forecast for: MTSI
[2026-02-13T20:27:07.645768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2026-02-13T20:27:07.657076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2026-02-13T20:27:07.657517] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2026-02-13T20:27:07.658417] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2026-02-13T20:27:07.658472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:07.658505] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:07.658534] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:07.658627] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:07.718941] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:07.719888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:07.719974] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:07.720008] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:07.846131] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:07.846293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:07.846334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:07.846362] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:07.850358] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=80.49%)
[2026-02-13T20:27:07.850700] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2026-02-13T20:27:07.850832] [INFO ] [sig       ] MTSI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:08.010844] [INFO ] [LOCAL     ] Saved forecast: MTSI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MTSI.txt
[2026-02-13T20:27:08.011002] [INFO ] [sig       ] [2053/3406] Completed MTSI in 0.4s | 2.84 sym/s | Total: 12.1m | ETA: 7.9m
[2026-02-13T20:27:08.011042] [INFO ] [sig       ] [2054/3406] Forecasting MTX...
[2026-02-13T20:27:08.011073] [INFO ] [sig       ] Generating forecast for: MTX
[2026-02-13T20:27:08.011103] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2026-02-13T20:27:08.022292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2026-02-13T20:27:08.022721] [INFO ] [FORECASTER] Starting predict_future for MTX
[2026-02-13T20:27:08.023931] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2026-02-13T20:27:08.023983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:08.024014] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:08.024040] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:08.024096] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:08.086295] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:08.087213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:08.087301] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:08.087336] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:08.209381] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:08.209539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:08.209599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:08.209634] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:08.213176] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=87.14%)
[2026-02-13T20:27:08.213476] [INFO ] [FORECASTER] Completed predict_future for MTX
[2026-02-13T20:27:08.213662] [INFO ] [sig       ] MTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:08.357705] [INFO ] [LOCAL     ] Saved forecast: MTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MTX.txt
[2026-02-13T20:27:08.357909] [INFO ] [sig       ] [2054/3406] Completed MTX in 0.3s | 2.84 sym/s | Total: 12.1m | ETA: 7.9m
[2026-02-13T20:27:08.357964] [INFO ] [sig       ] [2055/3406] Forecasting MTZ...
[2026-02-13T20:27:08.358006] [INFO ] [sig       ] Generating forecast for: MTZ
[2026-02-13T20:27:08.358046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2026-02-13T20:27:08.369533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2026-02-13T20:27:08.369949] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2026-02-13T20:27:08.370783] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2026-02-13T20:27:08.370851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:08.370885] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:08.370913] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:08.370971] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:08.432654] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:08.433813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:08.433898] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:08.433932] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:08.565333] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:08.565505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:08.565547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:08.565596] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:08.569128] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2026-02-13T20:27:08.569411] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2026-02-13T20:27:08.569539] [INFO ] [sig       ] MTZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:08.715589] [INFO ] [LOCAL     ] Saved forecast: MTZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MTZ.txt
[2026-02-13T20:27:08.715750] [INFO ] [sig       ] [2055/3406] Completed MTZ in 0.4s | 2.84 sym/s | Total: 12.1m | ETA: 7.9m
[2026-02-13T20:27:08.715789] [INFO ] [sig       ] [2056/3406] Forecasting MUA...
[2026-02-13T20:27:08.715819] [INFO ] [sig       ] Generating forecast for: MUA
[2026-02-13T20:27:08.715849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2026-02-13T20:27:08.727812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2026-02-13T20:27:08.728225] [INFO ] [FORECASTER] Starting predict_future for MUA
[2026-02-13T20:27:08.729072] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2026-02-13T20:27:08.729127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:08.729160] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:08.729188] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:08.729247] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:08.788897] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:08.789823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:08.789910] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:08.789945] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:08.915060] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:08.915226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:08.915270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:08.915301] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:08.918831] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: DOWN (p=21.90%)
[2026-02-13T20:27:08.919128] [INFO ] [FORECASTER] Completed predict_future for MUA
[2026-02-13T20:27:08.919264] [INFO ] [sig       ] MUA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:09.065063] [INFO ] [LOCAL     ] Saved forecast: MUA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MUA.txt
[2026-02-13T20:27:09.065217] [INFO ] [sig       ] [2056/3406] Completed MUA in 0.3s | 2.84 sym/s | Total: 12.1m | ETA: 7.9m
[2026-02-13T20:27:09.065258] [INFO ] [sig       ] [2057/3406] Forecasting MUC...
[2026-02-13T20:27:09.065289] [INFO ] [sig       ] Generating forecast for: MUC
[2026-02-13T20:27:09.065318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2026-02-13T20:27:09.076853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2026-02-13T20:27:09.077214] [INFO ] [FORECASTER] Starting predict_future for MUC
[2026-02-13T20:27:09.078068] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2026-02-13T20:27:09.078122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:09.078155] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:09.078183] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:09.078242] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:09.137848] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:09.138711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:09.138796] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:09.138829] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:09.267922] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:09.268078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:09.268119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:09.268149] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:09.271788] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=20.48%)
[2026-02-13T20:27:09.272167] [INFO ] [FORECASTER] Completed predict_future for MUC
[2026-02-13T20:27:09.272312] [INFO ] [sig       ] MUC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:09.440800] [INFO ] [LOCAL     ] Saved forecast: MUC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MUC.txt
[2026-02-13T20:27:09.440963] [INFO ] [sig       ] [2057/3406] Completed MUC in 0.4s | 2.84 sym/s | Total: 12.1m | ETA: 7.9m
[2026-02-13T20:27:09.441003] [INFO ] [sig       ] [2058/3406] Forecasting MUFG...
[2026-02-13T20:27:09.441034] [INFO ] [sig       ] Generating forecast for: MUFG
[2026-02-13T20:27:09.441065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2026-02-13T20:27:09.454401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUFG'.
[2026-02-13T20:27:09.454835] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2026-02-13T20:27:09.455699] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2026-02-13T20:27:09.455753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:09.455785] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:09.455812] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:09.455869] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:09.516616] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:09.517522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:09.517664] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:09.517707] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:09.644189] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:09.644358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:09.644400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:09.644430] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:09.648243] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: UP (p=89.19%)
[2026-02-13T20:27:09.648651] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2026-02-13T20:27:09.648813] [INFO ] [sig       ] MUFG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:09.798659] [INFO ] [LOCAL     ] Saved forecast: MUFG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MUFG.txt
[2026-02-13T20:27:09.798834] [INFO ] [sig       ] [2058/3406] Completed MUFG in 0.4s | 2.84 sym/s | Total: 12.1m | ETA: 7.9m
[2026-02-13T20:27:09.798875] [INFO ] [sig       ] [2059/3406] Forecasting MUJ...
[2026-02-13T20:27:09.798905] [INFO ] [sig       ] Generating forecast for: MUJ
[2026-02-13T20:27:09.798935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2026-02-13T20:27:09.811043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUJ'.
[2026-02-13T20:27:09.811456] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2026-02-13T20:27:09.812308] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2026-02-13T20:27:09.812363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:09.812395] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:09.812423] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:09.812482] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:09.874288] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:09.875196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:09.875339] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:09.875377] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:10.003169] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:10.003326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:10.003366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:10.003395] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:10.006848] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: UP (p=53.94%)
[2026-02-13T20:27:10.007134] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2026-02-13T20:27:10.007264] [INFO ] [sig       ] MUJ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:10.156197] [INFO ] [LOCAL     ] Saved forecast: MUJ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MUJ.txt
[2026-02-13T20:27:10.156355] [INFO ] [sig       ] [2059/3406] Completed MUJ in 0.4s | 2.84 sym/s | Total: 12.1m | ETA: 7.9m
[2026-02-13T20:27:10.156394] [INFO ] [sig       ] [2060/3406] Forecasting MUSA...
[2026-02-13T20:27:10.156424] [INFO ] [sig       ] Generating forecast for: MUSA
[2026-02-13T20:27:10.156456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2026-02-13T20:27:10.169163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUSA'.
[2026-02-13T20:27:10.169530] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2026-02-13T20:27:10.170364] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2026-02-13T20:27:10.170418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:10.170451] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:10.170479] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:10.170535] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:10.228868] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:10.230009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:10.230096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:10.230131] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:10.373310] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:10.373480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:10.373526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:10.373557] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:10.377244] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: UP (p=89.48%)
[2026-02-13T20:27:10.377617] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2026-02-13T20:27:10.377778] [INFO ] [sig       ] MUSA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:10.517715] [INFO ] [LOCAL     ] Saved forecast: MUSA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MUSA.txt
[2026-02-13T20:27:10.517884] [INFO ] [sig       ] [2060/3406] Completed MUSA in 0.4s | 2.84 sym/s | Total: 12.1m | ETA: 7.9m
[2026-02-13T20:27:10.517925] [INFO ] [sig       ] [2061/3406] Forecasting MUX...
[2026-02-13T20:27:10.517956] [INFO ] [sig       ] Generating forecast for: MUX
[2026-02-13T20:27:10.517985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2026-02-13T20:27:10.529311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2026-02-13T20:27:10.529717] [INFO ] [FORECASTER] Starting predict_future for MUX
[2026-02-13T20:27:10.530491] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2026-02-13T20:27:10.530544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:10.530599] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:10.530629] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:10.530685] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:10.587992] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:10.589157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:10.589244] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:10.589279] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:10.718208] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:10.718371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:10.718414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:10.718443] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:10.722701] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: UP (p=90.16%)
[2026-02-13T20:27:10.723157] [INFO ] [FORECASTER] Completed predict_future for MUX
[2026-02-13T20:27:10.723358] [INFO ] [sig       ] MUX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:10.871959] [INFO ] [LOCAL     ] Saved forecast: MUX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MUX.txt
[2026-02-13T20:27:10.872132] [INFO ] [sig       ] [2061/3406] Completed MUX in 0.4s | 2.84 sym/s | Total: 12.1m | ETA: 7.9m
[2026-02-13T20:27:10.872174] [INFO ] [sig       ] [2062/3406] Forecasting MVBF...
[2026-02-13T20:27:10.872208] [INFO ] [sig       ] Generating forecast for: MVBF
[2026-02-13T20:27:10.872238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2026-02-13T20:27:10.884317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2026-02-13T20:27:10.884722] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2026-02-13T20:27:10.885513] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2026-02-13T20:27:10.885565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:10.885618] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:10.885645] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:10.885709] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:10.951859] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:10.953153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:10.953235] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:10.953267] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:11.082081] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:11.082276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:11.082317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:11.082345] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:11.085927] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: DOWN (p=21.32%)
[2026-02-13T20:27:11.086412] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2026-02-13T20:27:11.086546] [INFO ] [sig       ] MVBF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:11.231671] [INFO ] [LOCAL     ] Saved forecast: MVBF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MVBF.txt
[2026-02-13T20:27:11.231850] [INFO ] [sig       ] [2062/3406] Completed MVBF in 0.4s | 2.84 sym/s | Total: 12.1m | ETA: 7.9m
[2026-02-13T20:27:11.231891] [INFO ] [sig       ] [2063/3406] Forecasting MVF...
[2026-02-13T20:27:11.231922] [INFO ] [sig       ] Generating forecast for: MVF
[2026-02-13T20:27:11.231952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2026-02-13T20:27:11.243622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2026-02-13T20:27:11.243993] [INFO ] [FORECASTER] Starting predict_future for MVF
[2026-02-13T20:27:11.244831] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2026-02-13T20:27:11.244883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:11.244915] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:11.244942] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:11.244999] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:11.305160] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:11.306225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:11.306310] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:11.306342] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:11.432673] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:11.432830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:11.432869] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:11.432898] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:11.436523] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: DOWN (p=43.72%)
[2026-02-13T20:27:11.436833] [INFO ] [FORECASTER] Completed predict_future for MVF
[2026-02-13T20:27:11.436962] [INFO ] [sig       ] MVF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:11.579933] [INFO ] [LOCAL     ] Saved forecast: MVF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MVF.txt
[2026-02-13T20:27:11.580073] [INFO ] [sig       ] [2063/3406] Completed MVF in 0.3s | 2.84 sym/s | Total: 12.1m | ETA: 7.9m
[2026-02-13T20:27:11.580112] [INFO ] [sig       ] [2064/3406] Forecasting MWA...
[2026-02-13T20:27:11.580141] [INFO ] [sig       ] Generating forecast for: MWA
[2026-02-13T20:27:11.580172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2026-02-13T20:27:11.591723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MWA'.
[2026-02-13T20:27:11.592064] [INFO ] [FORECASTER] Starting predict_future for MWA
[2026-02-13T20:27:11.593044] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2026-02-13T20:27:11.593096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:11.593137] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:11.593163] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:11.593219] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:11.651841] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:11.652561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:11.652662] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:11.652695] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:11.777847] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:11.778001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:11.778040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:11.778068] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:11.781546] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=12.10%)
[2026-02-13T20:27:11.781845] [INFO ] [FORECASTER] Completed predict_future for MWA
[2026-02-13T20:27:11.781972] [INFO ] [sig       ] MWA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:11.925042] [INFO ] [LOCAL     ] Saved forecast: MWA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MWA.txt
[2026-02-13T20:27:11.925208] [INFO ] [sig       ] [2064/3406] Completed MWA in 0.3s | 2.84 sym/s | Total: 12.1m | ETA: 7.9m
[2026-02-13T20:27:11.925248] [INFO ] [sig       ] [2065/3406] Forecasting MX...
[2026-02-13T20:27:11.925279] [INFO ] [sig       ] Generating forecast for: MX
[2026-02-13T20:27:11.925308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2026-02-13T20:27:11.937624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2026-02-13T20:27:11.937975] [INFO ] [FORECASTER] Starting predict_future for MX
[2026-02-13T20:27:11.938770] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2026-02-13T20:27:11.938821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:11.939051] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:11.939078] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:11.939133] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:11.996521] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:11.997253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:11.997331] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:11.997364] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:12.120417] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:12.120589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:12.120636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:12.120666] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:12.124549] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: UP (p=97.98%)
[2026-02-13T20:27:12.124846] [INFO ] [FORECASTER] Completed predict_future for MX
[2026-02-13T20:27:12.125167] [INFO ] [sig       ] MX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:12.265097] [INFO ] [LOCAL     ] Saved forecast: MX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MX.txt
[2026-02-13T20:27:12.265257] [INFO ] [sig       ] [2065/3406] Completed MX in 0.3s | 2.84 sym/s | Total: 12.1m | ETA: 7.9m
[2026-02-13T20:27:12.265296] [INFO ] [sig       ] [2066/3406] Forecasting MXF...
[2026-02-13T20:27:12.265324] [INFO ] [sig       ] Generating forecast for: MXF
[2026-02-13T20:27:12.265355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2026-02-13T20:27:12.277444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2026-02-13T20:27:12.281389] [INFO ] [FORECASTER] Starting predict_future for MXF
[2026-02-13T20:27:12.282535] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2026-02-13T20:27:12.282631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:12.282740] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:12.282780] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:12.282839] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:12.344747] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:12.345743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:12.345839] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:12.345871] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:12.473247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:12.473427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:12.473474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:12.473502] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:12.478253] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=80.90%)
[2026-02-13T20:27:12.478801] [INFO ] [FORECASTER] Completed predict_future for MXF
[2026-02-13T20:27:12.479029] [INFO ] [sig       ] MXF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:12.684679] [INFO ] [LOCAL     ] Saved forecast: MXF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MXF.txt
[2026-02-13T20:27:12.684903] [INFO ] [sig       ] [2066/3406] Completed MXF in 0.4s | 2.84 sym/s | Total: 12.1m | ETA: 7.9m
[2026-02-13T20:27:12.684963] [INFO ] [sig       ] [2067/3406] Forecasting MXL...
[2026-02-13T20:27:12.685000] [INFO ] [sig       ] Generating forecast for: MXL
[2026-02-13T20:27:12.685035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2026-02-13T20:27:12.702428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2026-02-13T20:27:12.702997] [INFO ] [FORECASTER] Starting predict_future for MXL
[2026-02-13T20:27:12.704508] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2026-02-13T20:27:12.704614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:12.704672] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:12.704802] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:12.704916] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:12.784816] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:12.786006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:12.786134] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:12.786173] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:12.955090] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:12.955261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:12.955303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:12.955334] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:12.960248] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: UP (p=74.97%)
[2026-02-13T20:27:12.960870] [INFO ] [FORECASTER] Completed predict_future for MXL
[2026-02-13T20:27:12.961088] [INFO ] [sig       ] MXL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:13.187774] [INFO ] [LOCAL     ] Saved forecast: MXL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MXL.txt
[2026-02-13T20:27:13.188004] [INFO ] [sig       ] [2067/3406] Completed MXL in 0.5s | 2.84 sym/s | Total: 12.1m | ETA: 7.9m
[2026-02-13T20:27:13.188051] [INFO ] [sig       ] [2068/3406] Forecasting MYE...
[2026-02-13T20:27:13.188084] [INFO ] [sig       ] Generating forecast for: MYE
[2026-02-13T20:27:13.188118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2026-02-13T20:27:13.215519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2026-02-13T20:27:13.216113] [INFO ] [FORECASTER] Starting predict_future for MYE
[2026-02-13T20:27:13.217330] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2026-02-13T20:27:13.217402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:13.217446] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:13.217482] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:13.217566] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:13.304596] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:13.305742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:13.305861] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:13.305912] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:13.460613] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:13.460815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:13.460874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:13.460915] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:13.465486] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: UP (p=75.97%)
[2026-02-13T20:27:13.465953] [INFO ] [FORECASTER] Completed predict_future for MYE
[2026-02-13T20:27:13.466117] [INFO ] [sig       ] MYE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:13.666147] [INFO ] [LOCAL     ] Saved forecast: MYE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MYE.txt
[2026-02-13T20:27:13.666336] [INFO ] [sig       ] [2068/3406] Completed MYE in 0.5s | 2.84 sym/s | Total: 12.1m | ETA: 7.9m
[2026-02-13T20:27:13.666381] [INFO ] [sig       ] [2069/3406] Forecasting MYGN...
[2026-02-13T20:27:13.666412] [INFO ] [sig       ] Generating forecast for: MYGN
[2026-02-13T20:27:13.666446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2026-02-13T20:27:13.679512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYGN'.
[2026-02-13T20:27:13.680007] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2026-02-13T20:27:13.680931] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2026-02-13T20:27:13.680986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:13.681019] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:13.681048] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:13.681106] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:13.741823] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:13.742809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:13.742917] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:13.742953] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:13.867311] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:13.867470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:13.867512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:13.867542] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:13.871184] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: DOWN (p=39.06%)
[2026-02-13T20:27:13.871468] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2026-02-13T20:27:13.871623] [INFO ] [sig       ] MYGN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:14.012639] [INFO ] [LOCAL     ] Saved forecast: MYGN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MYGN.txt
[2026-02-13T20:27:14.012768] [INFO ] [sig       ] [2069/3406] Completed MYGN in 0.3s | 2.84 sym/s | Total: 12.2m | ETA: 7.9m
[2026-02-13T20:27:14.012808] [INFO ] [sig       ] [2070/3406] Forecasting MYI...
[2026-02-13T20:27:14.012846] [INFO ] [sig       ] Generating forecast for: MYI
[2026-02-13T20:27:14.012877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2026-02-13T20:27:14.023665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2026-02-13T20:27:14.023960] [INFO ] [FORECASTER] Starting predict_future for MYI
[2026-02-13T20:27:14.024750] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2026-02-13T20:27:14.024806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:14.024839] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:14.024865] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:14.024922] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:14.081494] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:14.082127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:14.082202] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:14.082235] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:14.202204] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:14.202349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:14.202388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:14.202416] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:14.205887] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2026-02-13T20:27:14.206164] [INFO ] [FORECASTER] Completed predict_future for MYI
[2026-02-13T20:27:14.206290] [INFO ] [sig       ] MYI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:14.345259] [INFO ] [LOCAL     ] Saved forecast: MYI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MYI.txt
[2026-02-13T20:27:14.345371] [INFO ] [sig       ] [2070/3406] Completed MYI in 0.3s | 2.84 sym/s | Total: 12.2m | ETA: 7.8m
[2026-02-13T20:27:14.345410] [INFO ] [sig       ] [2071/3406] Forecasting MYN...
[2026-02-13T20:27:14.345439] [INFO ] [sig       ] Generating forecast for: MYN
[2026-02-13T20:27:14.345467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2026-02-13T20:27:14.358967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2026-02-13T20:27:14.359416] [INFO ] [FORECASTER] Starting predict_future for MYN
[2026-02-13T20:27:14.360590] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2026-02-13T20:27:14.360647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:14.360689] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:14.360721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:14.360793] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:14.421523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:14.422475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:14.422564] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:14.422625] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:14.551976] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:14.552352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:14.552394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:14.552423] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:14.557134] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2026-02-13T20:27:14.557532] [INFO ] [FORECASTER] Completed predict_future for MYN
[2026-02-13T20:27:14.557768] [INFO ] [sig       ] MYN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:14.705291] [INFO ] [LOCAL     ] Saved forecast: MYN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/MYN.txt
[2026-02-13T20:27:14.705493] [INFO ] [sig       ] [2071/3406] Completed MYN in 0.4s | 2.84 sym/s | Total: 12.2m | ETA: 7.8m
[2026-02-13T20:27:14.705546] [INFO ] [sig       ] [2072/3406] Forecasting MYRG...
[2026-02-13T20:27:14.705613] [INFO ] [sig       ] Generating forecast for: MYRG
[2026-02-13T20:27:14.705669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2026-02-13T20:27:14.720761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYRG'.
[2026-02-13T20:27:14.721223] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2026-02-13T20:27:14.722373] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2026-02-13T20:27:14.722444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:14.722494] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:14.722539] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:14.722655] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:14.788425] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:14.789346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:14.789434] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:14.789468] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:14.906911] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:14.907065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:14.907103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:14.907131] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:14.910805] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=71.04%)
[2026-02-13T20:27:14.911096] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2026-02-13T20:27:14.911228] [INFO ] [sig       ] MYRG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:15.051111] [INFO ] [LOCAL     ] Saved forecast: MYRG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/MYRG.txt
[2026-02-13T20:27:15.051247] [INFO ] [sig       ] [2072/3406] Completed MYRG in 0.3s | 2.84 sym/s | Total: 12.2m | ETA: 7.8m
[2026-02-13T20:27:15.051297] [INFO ] [sig       ] [2073/3406] Forecasting NA...
[2026-02-13T20:27:15.051329] [INFO ] [sig       ] Generating forecast for: NA
[2026-02-13T20:27:15.051360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2026-02-13T20:27:15.062404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2026-02-13T20:27:15.062804] [INFO ] [FORECASTER] Starting predict_future for NA
[2026-02-13T20:27:15.063643] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2026-02-13T20:27:15.063696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:15.063729] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:15.063757] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:15.063816] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:15.123197] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:15.124135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:15.124224] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:15.124258] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:15.248183] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:15.248350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:15.248392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:15.248439] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:15.252517] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: DOWN (p=20.06%)
[2026-02-13T20:27:15.252898] [INFO ] [FORECASTER] Completed predict_future for NA
[2026-02-13T20:27:15.253045] [INFO ] [sig       ] NA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:15.429672] [INFO ] [LOCAL     ] Saved forecast: NA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NA.txt
[2026-02-13T20:27:15.429849] [INFO ] [sig       ] [2073/3406] Completed NA in 0.4s | 2.84 sym/s | Total: 12.2m | ETA: 7.8m
[2026-02-13T20:27:15.429913] [INFO ] [sig       ] [2074/3406] Forecasting NAAS...
[2026-02-13T20:27:15.429948] [INFO ] [sig       ] Generating forecast for: NAAS
[2026-02-13T20:27:15.429979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2026-02-13T20:27:15.441601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAAS'.
[2026-02-13T20:27:15.442006] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2026-02-13T20:27:15.442951] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2026-02-13T20:27:15.443024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:15.443062] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:15.443088] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:15.443144] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:15.502019] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:15.502911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:15.502994] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:15.503026] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:15.621168] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:15.621323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:15.621364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:15.621393] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:15.624985] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2026-02-13T20:27:15.625270] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2026-02-13T20:27:15.625401] [INFO ] [sig       ] NAAS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:15.771803] [INFO ] [LOCAL     ] Saved forecast: NAAS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NAAS.txt
[2026-02-13T20:27:15.771941] [INFO ] [sig       ] [2074/3406] Completed NAAS in 0.3s | 2.84 sym/s | Total: 12.2m | ETA: 7.8m
[2026-02-13T20:27:15.771980] [INFO ] [sig       ] [2075/3406] Forecasting NABL...
[2026-02-13T20:27:15.772011] [INFO ] [sig       ] Generating forecast for: NABL
[2026-02-13T20:27:15.772040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2026-02-13T20:27:15.783601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2026-02-13T20:27:15.783948] [INFO ] [FORECASTER] Starting predict_future for NABL
[2026-02-13T20:27:15.784760] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2026-02-13T20:27:15.784813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:15.784867] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:15.784897] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:15.784955] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:15.843260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:15.844087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:15.844178] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:15.844229] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:15.965532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:15.965706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:15.965748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:15.965776] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:15.969397] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: UP (p=81.31%)
[2026-02-13T20:27:15.969697] [INFO ] [FORECASTER] Completed predict_future for NABL
[2026-02-13T20:27:15.969827] [INFO ] [sig       ] NABL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:16.109074] [INFO ] [LOCAL     ] Saved forecast: NABL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NABL.txt
[2026-02-13T20:27:16.109189] [INFO ] [sig       ] [2075/3406] Completed NABL in 0.3s | 2.84 sym/s | Total: 12.2m | ETA: 7.8m
[2026-02-13T20:27:16.109227] [INFO ] [sig       ] [2076/3406] Forecasting NAC...
[2026-02-13T20:27:16.109256] [INFO ] [sig       ] Generating forecast for: NAC
[2026-02-13T20:27:16.109286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2026-02-13T20:27:16.120761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2026-02-13T20:27:16.121067] [INFO ] [FORECASTER] Starting predict_future for NAC
[2026-02-13T20:27:16.121899] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2026-02-13T20:27:16.121951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:16.121982] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:16.122010] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:16.122066] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:16.180010] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:16.180647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:16.180750] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:16.180784] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:16.299251] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:16.299380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:16.299418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:16.299445] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:16.302805] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2026-02-13T20:27:16.303077] [INFO ] [FORECASTER] Completed predict_future for NAC
[2026-02-13T20:27:16.303202] [INFO ] [sig       ] NAC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:16.444224] [INFO ] [LOCAL     ] Saved forecast: NAC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NAC.txt
[2026-02-13T20:27:16.444383] [INFO ] [sig       ] [2076/3406] Completed NAC in 0.3s | 2.84 sym/s | Total: 12.2m | ETA: 7.8m
[2026-02-13T20:27:16.444423] [INFO ] [sig       ] [2077/3406] Forecasting NAD...
[2026-02-13T20:27:16.444454] [INFO ] [sig       ] Generating forecast for: NAD
[2026-02-13T20:27:16.444484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2026-02-13T20:27:16.455612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2026-02-13T20:27:16.455975] [INFO ] [FORECASTER] Starting predict_future for NAD
[2026-02-13T20:27:16.456779] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2026-02-13T20:27:16.456841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:16.456879] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:16.456911] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:16.456981] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:16.513724] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:16.514541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:16.514639] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:16.514677] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:16.636008] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:16.636158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:16.636197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:16.636226] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:16.639685] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: UP (p=50.16%)
[2026-02-13T20:27:16.639992] [INFO ] [FORECASTER] Completed predict_future for NAD
[2026-02-13T20:27:16.640116] [INFO ] [sig       ] NAD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:16.779608] [INFO ] [LOCAL     ] Saved forecast: NAD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NAD.txt
[2026-02-13T20:27:16.779760] [INFO ] [sig       ] [2077/3406] Completed NAD in 0.3s | 2.84 sym/s | Total: 12.2m | ETA: 7.8m
[2026-02-13T20:27:16.779813] [INFO ] [sig       ] [2078/3406] Forecasting NATH...
[2026-02-13T20:27:16.779844] [INFO ] [sig       ] Generating forecast for: NATH
[2026-02-13T20:27:16.779875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2026-02-13T20:27:16.790953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2026-02-13T20:27:16.791305] [INFO ] [FORECASTER] Starting predict_future for NATH
[2026-02-13T20:27:16.792266] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2026-02-13T20:27:16.792322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:16.792354] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:16.792381] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:16.792438] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:16.850440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:16.851079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:16.851158] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:16.851193] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:16.960386] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:16.960525] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-13T20:27:16.960564] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:16.960614] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:16.964036] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=0.15%)
[2026-02-13T20:27:16.964311] [INFO ] [FORECASTER] Completed predict_future for NATH
[2026-02-13T20:27:16.964438] [INFO ] [sig       ] NATH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:17.103996] [INFO ] [LOCAL     ] Saved forecast: NATH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NATH.txt
[2026-02-13T20:27:17.104135] [INFO ] [sig       ] [2078/3406] Completed NATH in 0.3s | 2.84 sym/s | Total: 12.2m | ETA: 7.8m
[2026-02-13T20:27:17.104174] [INFO ] [sig       ] [2079/3406] Forecasting NATL...
[2026-02-13T20:27:17.104203] [INFO ] [sig       ] Generating forecast for: NATL
[2026-02-13T20:27:17.104235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2026-02-13T20:27:17.115067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2026-02-13T20:27:17.115380] [INFO ] [FORECASTER] Starting predict_future for NATL
[2026-02-13T20:27:17.116188] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2026-02-13T20:27:17.116256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:17.116289] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:17.116315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:17.116370] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:17.173946] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:17.174637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:17.174717] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:17.174751] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:17.298154] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:17.298316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:17.298359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:17.298390] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:17.302093] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: DOWN (p=21.01%)
[2026-02-13T20:27:17.302383] [INFO ] [FORECASTER] Completed predict_future for NATL
[2026-02-13T20:27:17.302517] [INFO ] [sig       ] NATL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:17.447938] [INFO ] [LOCAL     ] Saved forecast: NATL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NATL.txt
[2026-02-13T20:27:17.448119] [INFO ] [sig       ] [2079/3406] Completed NATL in 0.3s | 2.84 sym/s | Total: 12.2m | ETA: 7.8m
[2026-02-13T20:27:17.448161] [INFO ] [sig       ] [2080/3406] Forecasting NAVI...
[2026-02-13T20:27:17.448190] [INFO ] [sig       ] Generating forecast for: NAVI
[2026-02-13T20:27:17.448221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2026-02-13T20:27:17.459820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2026-02-13T20:27:17.460184] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2026-02-13T20:27:17.461010] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2026-02-13T20:27:17.461064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:17.461095] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:17.461123] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:17.461179] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:17.517836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:17.518619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:17.518701] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:17.518733] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:17.638759] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:17.638918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:17.638957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:17.638985] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:17.642433] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: DOWN (p=34.17%)
[2026-02-13T20:27:17.642734] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2026-02-13T20:27:17.642865] [INFO ] [sig       ] NAVI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:17.780100] [INFO ] [LOCAL     ] Saved forecast: NAVI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NAVI.txt
[2026-02-13T20:27:17.780242] [INFO ] [sig       ] [2080/3406] Completed NAVI in 0.3s | 2.84 sym/s | Total: 12.2m | ETA: 7.8m
[2026-02-13T20:27:17.780282] [INFO ] [sig       ] [2081/3406] Forecasting NAZ...
[2026-02-13T20:27:17.780313] [INFO ] [sig       ] Generating forecast for: NAZ
[2026-02-13T20:27:17.780344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2026-02-13T20:27:17.791327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2026-02-13T20:27:17.791735] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2026-02-13T20:27:17.792565] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2026-02-13T20:27:17.792638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:17.792669] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:17.792695] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:17.792751] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:17.851157] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:17.852050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:17.852139] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:17.852173] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:17.956485] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:17.956679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:17.956725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:17.956753] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:17.960391] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=13.31%)
[2026-02-13T20:27:17.960718] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2026-02-13T20:27:17.960880] [INFO ] [sig       ] NAZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:18.102318] [INFO ] [LOCAL     ] Saved forecast: NAZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NAZ.txt
[2026-02-13T20:27:18.102486] [INFO ] [sig       ] [2081/3406] Completed NAZ in 0.3s | 2.84 sym/s | Total: 12.2m | ETA: 7.8m
[2026-02-13T20:27:18.102526] [INFO ] [sig       ] [2082/3406] Forecasting NB...
[2026-02-13T20:27:18.102556] [INFO ] [sig       ] Generating forecast for: NB
[2026-02-13T20:27:18.102609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2026-02-13T20:27:18.114347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2026-02-13T20:27:18.114750] [INFO ] [FORECASTER] Starting predict_future for NB
[2026-02-13T20:27:18.115539] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2026-02-13T20:27:18.115616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:18.115650] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:18.115677] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:18.115733] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:18.173078] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:18.173946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:18.174029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:18.174062] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:18.290896] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:18.291055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:18.291095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:18.291125] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:18.294627] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: UP (p=76.71%)
[2026-02-13T20:27:18.294915] [INFO ] [FORECASTER] Completed predict_future for NB
[2026-02-13T20:27:18.295048] [INFO ] [sig       ] NB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:18.436215] [INFO ] [LOCAL     ] Saved forecast: NB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NB.txt
[2026-02-13T20:27:18.436362] [INFO ] [sig       ] [2082/3406] Completed NB in 0.3s | 2.84 sym/s | Total: 12.2m | ETA: 7.8m
[2026-02-13T20:27:18.436402] [INFO ] [sig       ] [2083/3406] Forecasting NBB...
[2026-02-13T20:27:18.436431] [INFO ] [sig       ] Generating forecast for: NBB
[2026-02-13T20:27:18.436460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2026-02-13T20:27:18.448346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBB'.
[2026-02-13T20:27:18.448716] [INFO ] [FORECASTER] Starting predict_future for NBB
[2026-02-13T20:27:18.449507] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2026-02-13T20:27:18.449560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:18.449643] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:18.449672] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:18.449728] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:18.508021] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:18.508804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:18.508885] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:18.508918] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:18.628372] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:18.628520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:18.628559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:18.628607] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:18.632075] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2026-02-13T20:27:18.632353] [INFO ] [FORECASTER] Completed predict_future for NBB
[2026-02-13T20:27:18.632490] [INFO ] [sig       ] NBB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:18.772664] [INFO ] [LOCAL     ] Saved forecast: NBB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NBB.txt
[2026-02-13T20:27:18.772793] [INFO ] [sig       ] [2083/3406] Completed NBB in 0.3s | 2.84 sym/s | Total: 12.2m | ETA: 7.8m
[2026-02-13T20:27:18.772832] [INFO ] [sig       ] [2084/3406] Forecasting NBBK...
[2026-02-13T20:27:18.772862] [INFO ] [sig       ] Generating forecast for: NBBK
[2026-02-13T20:27:18.772892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2026-02-13T20:27:18.784331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2026-02-13T20:27:18.784677] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2026-02-13T20:27:18.785484] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2026-02-13T20:27:18.785536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:18.785567] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:18.785618] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:18.785674] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:18.843689] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:18.844644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:18.844730] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:18.844765] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:18.967877] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:18.968037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:18.968077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:18.968105] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:18.971607] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=25.87%)
[2026-02-13T20:27:18.971908] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2026-02-13T20:27:18.972048] [INFO ] [sig       ] NBBK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:19.113168] [INFO ] [LOCAL     ] Saved forecast: NBBK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NBBK.txt
[2026-02-13T20:27:19.113299] [INFO ] [sig       ] [2084/3406] Completed NBBK in 0.3s | 2.84 sym/s | Total: 12.2m | ETA: 7.8m
[2026-02-13T20:27:19.113337] [INFO ] [sig       ] [2085/3406] Forecasting NBHC...
[2026-02-13T20:27:19.113367] [INFO ] [sig       ] Generating forecast for: NBHC
[2026-02-13T20:27:19.113397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2026-02-13T20:27:19.124445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBHC'.
[2026-02-13T20:27:19.124808] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2026-02-13T20:27:19.125599] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2026-02-13T20:27:19.125651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:19.125683] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:19.125709] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:19.125765] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:19.183483] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:19.184222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:19.184308] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:19.184341] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:19.300378] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:19.300529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:19.300585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:19.300618] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:19.304362] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: UP (p=82.88%)
[2026-02-13T20:27:19.304667] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2026-02-13T20:27:19.304800] [INFO ] [sig       ] NBHC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:19.443648] [INFO ] [LOCAL     ] Saved forecast: NBHC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NBHC.txt
[2026-02-13T20:27:19.443788] [INFO ] [sig       ] [2085/3406] Completed NBHC in 0.3s | 2.84 sym/s | Total: 12.2m | ETA: 7.8m
[2026-02-13T20:27:19.443826] [INFO ] [sig       ] [2086/3406] Forecasting NBIX...
[2026-02-13T20:27:19.443855] [INFO ] [sig       ] Generating forecast for: NBIX
[2026-02-13T20:27:19.443885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2026-02-13T20:27:19.455203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2026-02-13T20:27:19.455537] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2026-02-13T20:27:19.456369] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2026-02-13T20:27:19.456421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:19.456452] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:19.456478] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:19.456534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:19.512910] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:19.513561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:19.513659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:19.513691] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:19.632770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:19.632957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:19.632998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:19.633059] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:19.636434] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: DOWN (p=19.06%)
[2026-02-13T20:27:19.636729] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2026-02-13T20:27:19.636861] [INFO ] [sig       ] NBIX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:19.788519] [INFO ] [LOCAL     ] Saved forecast: NBIX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NBIX.txt
[2026-02-13T20:27:19.788673] [INFO ] [sig       ] [2086/3406] Completed NBIX in 0.3s | 2.84 sym/s | Total: 12.3m | ETA: 7.8m
[2026-02-13T20:27:19.788716] [INFO ] [sig       ] [2087/3406] Forecasting NBN...
[2026-02-13T20:27:19.788749] [INFO ] [sig       ] Generating forecast for: NBN
[2026-02-13T20:27:19.788786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2026-02-13T20:27:19.799552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2026-02-13T20:27:19.799909] [INFO ] [FORECASTER] Starting predict_future for NBN
[2026-02-13T20:27:19.800705] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2026-02-13T20:27:19.800758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:19.800790] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:19.800817] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:19.800874] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:19.861198] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:19.862077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:19.862161] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:19.862194] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:19.989244] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:19.989426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:19.989487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:19.989532] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:19.993182] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: DOWN (p=31.55%)
[2026-02-13T20:27:19.993476] [INFO ] [FORECASTER] Completed predict_future for NBN
[2026-02-13T20:27:19.993639] [INFO ] [sig       ] NBN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:20.137439] [INFO ] [LOCAL     ] Saved forecast: NBN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NBN.txt
[2026-02-13T20:27:20.137601] [INFO ] [sig       ] [2087/3406] Completed NBN in 0.3s | 2.84 sym/s | Total: 12.3m | ETA: 7.7m
[2026-02-13T20:27:20.137644] [INFO ] [sig       ] [2088/3406] Forecasting NBTB...
[2026-02-13T20:27:20.137674] [INFO ] [sig       ] Generating forecast for: NBTB
[2026-02-13T20:27:20.137703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2026-02-13T20:27:20.149112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2026-02-13T20:27:20.149461] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2026-02-13T20:27:20.150276] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2026-02-13T20:27:20.150330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:20.150363] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:20.150391] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:20.150449] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:20.211202] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:20.212028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:20.212129] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:20.212170] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:20.337820] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:20.337979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:20.338020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:20.338050] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:20.341638] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: DOWN (p=17.18%)
[2026-02-13T20:27:20.341927] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2026-02-13T20:27:20.342060] [INFO ] [sig       ] NBTB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:20.495729] [INFO ] [LOCAL     ] Saved forecast: NBTB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NBTB.txt
[2026-02-13T20:27:20.495911] [INFO ] [sig       ] [2088/3406] Completed NBTB in 0.4s | 2.84 sym/s | Total: 12.3m | ETA: 7.7m
[2026-02-13T20:27:20.495958] [INFO ] [sig       ] [2089/3406] Forecasting NBXG...
[2026-02-13T20:27:20.495993] [INFO ] [sig       ] Generating forecast for: NBXG
[2026-02-13T20:27:20.496023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2026-02-13T20:27:20.507671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2026-02-13T20:27:20.508081] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2026-02-13T20:27:20.508947] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2026-02-13T20:27:20.509001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:20.509032] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:20.509058] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:20.509114] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:20.565674] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:20.566554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:20.566660] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:20.566693] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:20.686092] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:20.686255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:20.686293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:20.686321] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:20.689855] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=41.50%)
[2026-02-13T20:27:20.690167] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2026-02-13T20:27:20.690298] [INFO ] [sig       ] NBXG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:20.832254] [INFO ] [LOCAL     ] Saved forecast: NBXG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NBXG.txt
[2026-02-13T20:27:20.832422] [INFO ] [sig       ] [2089/3406] Completed NBXG in 0.3s | 2.84 sym/s | Total: 12.3m | ETA: 7.7m
[2026-02-13T20:27:20.832464] [INFO ] [sig       ] [2090/3406] Forecasting NC...
[2026-02-13T20:27:20.832495] [INFO ] [sig       ] Generating forecast for: NC
[2026-02-13T20:27:20.832526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2026-02-13T20:27:20.844751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2026-02-13T20:27:20.845166] [INFO ] [FORECASTER] Starting predict_future for NC
[2026-02-13T20:27:20.846025] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2026-02-13T20:27:20.846093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:20.846158] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:20.846190] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:20.846248] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:20.908251] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:20.909272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:20.909362] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:20.909395] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:21.023623] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:21.023803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:21.023853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:21.023882] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:21.027680] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=33.86%)
[2026-02-13T20:27:21.027990] [INFO ] [FORECASTER] Completed predict_future for NC
[2026-02-13T20:27:21.028126] [INFO ] [sig       ] NC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:21.177773] [INFO ] [LOCAL     ] Saved forecast: NC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NC.txt
[2026-02-13T20:27:21.177937] [INFO ] [sig       ] [2090/3406] Completed NC in 0.3s | 2.84 sym/s | Total: 12.3m | ETA: 7.7m
[2026-02-13T20:27:21.177977] [INFO ] [sig       ] [2091/3406] Forecasting NCA...
[2026-02-13T20:27:21.178007] [INFO ] [sig       ] Generating forecast for: NCA
[2026-02-13T20:27:21.178037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2026-02-13T20:27:21.189747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2026-02-13T20:27:21.190141] [INFO ] [FORECASTER] Starting predict_future for NCA
[2026-02-13T20:27:21.190960] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2026-02-13T20:27:21.191025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:21.191062] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:21.191089] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:21.191146] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:21.253083] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:21.254040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:21.254128] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:21.254161] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:21.388453] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:21.388641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:21.388683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:21.388712] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:21.392387] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: DOWN (p=5.48%)
[2026-02-13T20:27:21.392699] [INFO ] [FORECASTER] Completed predict_future for NCA
[2026-02-13T20:27:21.392843] [INFO ] [sig       ] NCA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:21.549527] [INFO ] [LOCAL     ] Saved forecast: NCA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NCA.txt
[2026-02-13T20:27:21.549705] [INFO ] [sig       ] [2091/3406] Completed NCA in 0.4s | 2.84 sym/s | Total: 12.3m | ETA: 7.7m
[2026-02-13T20:27:21.549745] [INFO ] [sig       ] [2092/3406] Forecasting NCLH...
[2026-02-13T20:27:21.549775] [INFO ] [sig       ] Generating forecast for: NCLH
[2026-02-13T20:27:21.549804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2026-02-13T20:27:21.561083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2026-02-13T20:27:21.561473] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2026-02-13T20:27:21.562277] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2026-02-13T20:27:21.562331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:21.562362] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:21.562388] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:21.562445] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:21.621717] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:21.622596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:21.622683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:21.622715] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:21.752496] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:21.752678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:21.752720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:21.752749] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:21.756519] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=65.31%)
[2026-02-13T20:27:21.756902] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2026-02-13T20:27:21.757061] [INFO ] [sig       ] NCLH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:21.905019] [INFO ] [LOCAL     ] Saved forecast: NCLH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NCLH.txt
[2026-02-13T20:27:21.905151] [INFO ] [sig       ] [2092/3406] Completed NCLH in 0.4s | 2.84 sym/s | Total: 12.3m | ETA: 7.7m
[2026-02-13T20:27:21.905190] [INFO ] [sig       ] [2093/3406] Forecasting NCMI...
[2026-02-13T20:27:21.905220] [INFO ] [sig       ] Generating forecast for: NCMI
[2026-02-13T20:27:21.905251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2026-02-13T20:27:21.916165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2026-02-13T20:27:21.916484] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2026-02-13T20:27:21.917299] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2026-02-13T20:27:21.917351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:21.917382] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:21.917409] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:21.917465] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:21.982211] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:21.983398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:21.983542] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:21.983599] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:22.124164] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:22.124336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:22.124380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:22.124409] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:22.128125] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: DOWN (p=33.00%)
[2026-02-13T20:27:22.128432] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2026-02-13T20:27:22.128591] [INFO ] [sig       ] NCMI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:22.272811] [INFO ] [LOCAL     ] Saved forecast: NCMI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NCMI.txt
[2026-02-13T20:27:22.272977] [INFO ] [sig       ] [2093/3406] Completed NCMI in 0.4s | 2.84 sym/s | Total: 12.3m | ETA: 7.7m
[2026-02-13T20:27:22.273047] [INFO ] [sig       ] [2094/3406] Forecasting NCNA...
[2026-02-13T20:27:22.273080] [INFO ] [sig       ] Generating forecast for: NCNA
[2026-02-13T20:27:22.273111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2026-02-13T20:27:22.284475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2026-02-13T20:27:22.284903] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2026-02-13T20:27:22.285748] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2026-02-13T20:27:22.285800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:22.285832] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:22.285860] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:22.285921] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:22.343159] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:22.344072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:22.344164] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:22.344197] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:22.461880] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:22.462047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:22.462086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:22.462114] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:22.465529] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: UP (p=70.31%)
[2026-02-13T20:27:22.465868] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2026-02-13T20:27:22.466003] [INFO ] [sig       ] NCNA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:22.612700] [INFO ] [LOCAL     ] Saved forecast: NCNA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NCNA.txt
[2026-02-13T20:27:22.612862] [INFO ] [sig       ] [2094/3406] Completed NCNA in 0.3s | 2.84 sym/s | Total: 12.3m | ETA: 7.7m
[2026-02-13T20:27:22.612902] [INFO ] [sig       ] [2095/3406] Forecasting NCNO...
[2026-02-13T20:27:22.612933] [INFO ] [sig       ] Generating forecast for: NCNO
[2026-02-13T20:27:22.612963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2026-02-13T20:27:22.626015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2026-02-13T20:27:22.626425] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2026-02-13T20:27:22.627245] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2026-02-13T20:27:22.627298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:22.627330] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:22.627357] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:22.627413] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:22.688443] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:22.689427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:22.689518] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:22.689553] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:22.813989] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:22.814155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:22.814194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:22.814223] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:22.817737] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2026-02-13T20:27:22.818061] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2026-02-13T20:27:22.818219] [INFO ] [sig       ] NCNO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:23.027973] [INFO ] [LOCAL     ] Saved forecast: NCNO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NCNO.txt
[2026-02-13T20:27:23.028135] [INFO ] [sig       ] [2095/3406] Completed NCNO in 0.4s | 2.84 sym/s | Total: 12.3m | ETA: 7.7m
[2026-02-13T20:27:23.028176] [INFO ] [sig       ] [2096/3406] Forecasting NCTY...
[2026-02-13T20:27:23.028206] [INFO ] [sig       ] Generating forecast for: NCTY
[2026-02-13T20:27:23.028237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2026-02-13T20:27:23.039325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2026-02-13T20:27:23.039679] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2026-02-13T20:27:23.040474] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2026-02-13T20:27:23.040526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:23.040560] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:23.040616] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:23.040685] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:23.099711] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:23.100453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:23.100540] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:23.100593] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:23.221676] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:23.221834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:23.221883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:23.221919] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:23.225403] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: DOWN (p=34.45%)
[2026-02-13T20:27:23.225703] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2026-02-13T20:27:23.225836] [INFO ] [sig       ] NCTY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:23.369742] [INFO ] [LOCAL     ] Saved forecast: NCTY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NCTY.txt
[2026-02-13T20:27:23.369954] [INFO ] [sig       ] [2096/3406] Completed NCTY in 0.3s | 2.84 sym/s | Total: 12.3m | ETA: 7.7m
[2026-02-13T20:27:23.370007] [INFO ] [sig       ] [2097/3406] Forecasting NCZ...
[2026-02-13T20:27:23.370038] [INFO ] [sig       ] Generating forecast for: NCZ
[2026-02-13T20:27:23.370071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2026-02-13T20:27:23.382069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2026-02-13T20:27:23.382521] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2026-02-13T20:27:23.383487] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2026-02-13T20:27:23.383553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:23.383615] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:23.383650] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:23.383727] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:23.448171] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:23.449092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:23.449178] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:23.449215] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:23.572284] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:23.572448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:23.572518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:23.572554] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:23.576239] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=42.05%)
[2026-02-13T20:27:23.576524] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2026-02-13T20:27:23.576677] [INFO ] [sig       ] NCZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:23.729858] [INFO ] [LOCAL     ] Saved forecast: NCZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NCZ.txt
[2026-02-13T20:27:23.730066] [INFO ] [sig       ] [2097/3406] Completed NCZ in 0.4s | 2.84 sym/s | Total: 12.3m | ETA: 7.7m
[2026-02-13T20:27:23.730128] [INFO ] [sig       ] [2098/3406] Forecasting NDAQ...
[2026-02-13T20:27:23.730176] [INFO ] [sig       ] Generating forecast for: NDAQ
[2026-02-13T20:27:23.730223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2026-02-13T20:27:23.741859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2026-02-13T20:27:23.742263] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2026-02-13T20:27:23.743128] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2026-02-13T20:27:23.743183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:23.743217] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:23.743244] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:23.743301] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:23.803430] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:23.804362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:23.804452] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:23.804486] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:23.951085] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:23.951249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:23.951290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:23.951321] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:23.955276] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2026-02-13T20:27:23.955720] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2026-02-13T20:27:23.955886] [INFO ] [sig       ] NDAQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:24.121987] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NDAQ.txt
[2026-02-13T20:27:24.122146] [INFO ] [sig       ] [2098/3406] Completed NDAQ in 0.4s | 2.84 sym/s | Total: 12.3m | ETA: 7.7m
[2026-02-13T20:27:24.122187] [INFO ] [sig       ] [2099/3406] Forecasting NDMO...
[2026-02-13T20:27:24.122217] [INFO ] [sig       ] Generating forecast for: NDMO
[2026-02-13T20:27:24.122247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2026-02-13T20:27:24.134353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2026-02-13T20:27:24.134748] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2026-02-13T20:27:24.135527] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2026-02-13T20:27:24.135604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:24.135639] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:24.135685] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:24.135742] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:24.195074] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:24.195965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:24.196069] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:24.196104] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:24.318297] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:24.318459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:24.318501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:24.318532] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:24.322230] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=91.00%)
[2026-02-13T20:27:24.322618] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2026-02-13T20:27:24.322775] [INFO ] [sig       ] NDMO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:24.476979] [INFO ] [LOCAL     ] Saved forecast: NDMO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NDMO.txt
[2026-02-13T20:27:24.477163] [INFO ] [sig       ] [2099/3406] Completed NDMO in 0.4s | 2.84 sym/s | Total: 12.3m | ETA: 7.7m
[2026-02-13T20:27:24.477205] [INFO ] [sig       ] [2100/3406] Forecasting NDRA...
[2026-02-13T20:27:24.477236] [INFO ] [sig       ] Generating forecast for: NDRA
[2026-02-13T20:27:24.477267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2026-02-13T20:27:24.489384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2026-02-13T20:27:24.489789] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2026-02-13T20:27:24.490569] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2026-02-13T20:27:24.490651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:24.490711] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:24.490739] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:24.490795] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:24.549517] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:24.550392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:24.550478] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:24.550510] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:24.664938] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:24.665099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:24.665138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:24.665167] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:24.668887] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=18.44%)
[2026-02-13T20:27:24.669166] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2026-02-13T20:27:24.669291] [INFO ] [sig       ] NDRA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:24.810509] [INFO ] [LOCAL     ] Saved forecast: NDRA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NDRA.txt
[2026-02-13T20:27:24.810674] [INFO ] [sig       ] [2100/3406] Completed NDRA in 0.3s | 2.84 sym/s | Total: 12.3m | ETA: 7.7m
[2026-02-13T20:27:24.810715] [INFO ] [sig       ] [2101/3406] Forecasting NDSN...
[2026-02-13T20:27:24.810745] [INFO ] [sig       ] Generating forecast for: NDSN
[2026-02-13T20:27:24.810775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2026-02-13T20:27:24.822102] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDSN'.
[2026-02-13T20:27:24.822448] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2026-02-13T20:27:24.823251] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2026-02-13T20:27:24.823303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:24.823351] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:24.823379] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:24.823436] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:24.880476] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:24.881290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:24.881372] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:24.881405] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:25.014319] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:25.014485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:25.014527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:25.014557] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:25.018419] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2026-02-13T20:27:25.018775] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2026-02-13T20:27:25.018927] [INFO ] [sig       ] NDSN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:25.172686] [INFO ] [LOCAL     ] Saved forecast: NDSN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NDSN.txt
[2026-02-13T20:27:25.172895] [INFO ] [sig       ] [2101/3406] Completed NDSN in 0.4s | 2.84 sym/s | Total: 12.3m | ETA: 7.7m
[2026-02-13T20:27:25.172956] [INFO ] [sig       ] [2102/3406] Forecasting NE...
[2026-02-13T20:27:25.172997] [INFO ] [sig       ] Generating forecast for: NE
[2026-02-13T20:27:25.173037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2026-02-13T20:27:25.185480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2026-02-13T20:27:25.185971] [INFO ] [FORECASTER] Starting predict_future for NE
[2026-02-13T20:27:25.187134] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2026-02-13T20:27:25.187190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:25.187224] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:25.187251] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:25.187308] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:25.250484] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:25.251380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:25.251469] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:25.251504] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:25.380857] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:25.381027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:25.381074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:25.381108] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:25.384998] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=29.41%)
[2026-02-13T20:27:25.385476] [INFO ] [FORECASTER] Completed predict_future for NE
[2026-02-13T20:27:25.385627] [INFO ] [sig       ] NE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:25.527776] [INFO ] [LOCAL     ] Saved forecast: NE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NE.txt
[2026-02-13T20:27:25.527903] [INFO ] [sig       ] [2102/3406] Completed NE in 0.4s | 2.84 sym/s | Total: 12.3m | ETA: 7.7m
[2026-02-13T20:27:25.527949] [INFO ] [sig       ] [2103/3406] Forecasting NEA...
[2026-02-13T20:27:25.527985] [INFO ] [sig       ] Generating forecast for: NEA
[2026-02-13T20:27:25.528023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2026-02-13T20:27:25.539411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2026-02-13T20:27:25.539786] [INFO ] [FORECASTER] Starting predict_future for NEA
[2026-02-13T20:27:25.540597] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2026-02-13T20:27:25.540650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:25.540681] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:25.540707] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:25.540764] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:25.598687] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:25.599312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:25.599390] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:25.599423] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:25.726224] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:25.726385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:25.726424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:25.726488] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:25.729953] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=6.79%)
[2026-02-13T20:27:25.730235] [INFO ] [FORECASTER] Completed predict_future for NEA
[2026-02-13T20:27:25.730362] [INFO ] [sig       ] NEA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:25.870043] [INFO ] [LOCAL     ] Saved forecast: NEA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NEA.txt
[2026-02-13T20:27:25.870175] [INFO ] [sig       ] [2103/3406] Completed NEA in 0.3s | 2.84 sym/s | Total: 12.4m | ETA: 7.7m
[2026-02-13T20:27:25.870408] [INFO ] [sig       ] [2104/3406] Forecasting NECB...
[2026-02-13T20:27:25.870437] [INFO ] [sig       ] Generating forecast for: NECB
[2026-02-13T20:27:25.870466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2026-02-13T20:27:25.881815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NECB'.
[2026-02-13T20:27:25.882154] [INFO ] [FORECASTER] Starting predict_future for NECB
[2026-02-13T20:27:25.882970] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2026-02-13T20:27:25.883022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:25.883054] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:25.883080] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:25.883136] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:25.941216] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:25.941867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:25.941949] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:25.941989] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:26.060927] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:26.061093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:26.061138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:26.061166] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:26.064559] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=6.89%)
[2026-02-13T20:27:26.064853] [INFO ] [FORECASTER] Completed predict_future for NECB
[2026-02-13T20:27:26.064979] [INFO ] [sig       ] NECB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:26.206655] [INFO ] [LOCAL     ] Saved forecast: NECB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NECB.txt
[2026-02-13T20:27:26.206778] [INFO ] [sig       ] [2104/3406] Completed NECB in 0.3s | 2.84 sym/s | Total: 12.4m | ETA: 7.6m
[2026-02-13T20:27:26.206817] [INFO ] [sig       ] [2105/3406] Forecasting NEE...
[2026-02-13T20:27:26.206864] [INFO ] [sig       ] Generating forecast for: NEE
[2026-02-13T20:27:26.206899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2026-02-13T20:27:26.217849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEE'.
[2026-02-13T20:27:26.218397] [INFO ] [FORECASTER] Starting predict_future for NEE
[2026-02-13T20:27:26.219391] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2026-02-13T20:27:26.219442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:26.219473] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:26.219498] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:26.219554] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:26.276482] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:26.277102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:26.277181] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:26.277214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:26.394972] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:26.395119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:26.395159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:26.395188] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:26.398559] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: UP (p=82.82%)
[2026-02-13T20:27:26.398853] [INFO ] [FORECASTER] Completed predict_future for NEE
[2026-02-13T20:27:26.398979] [INFO ] [sig       ] NEE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:26.545523] [INFO ] [LOCAL     ] Saved forecast: NEE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NEE.txt
[2026-02-13T20:27:26.545674] [INFO ] [sig       ] [2105/3406] Completed NEE in 0.3s | 2.84 sym/s | Total: 12.4m | ETA: 7.6m
[2026-02-13T20:27:26.545714] [INFO ] [sig       ] [2106/3406] Forecasting NEGG...
[2026-02-13T20:27:26.545744] [INFO ] [sig       ] Generating forecast for: NEGG
[2026-02-13T20:27:26.545773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2026-02-13T20:27:26.557526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2026-02-13T20:27:26.557860] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2026-02-13T20:27:26.558660] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2026-02-13T20:27:26.558711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:26.558743] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:26.558769] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:26.558825] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:26.618037] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:26.618668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:26.618748] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:26.618780] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:26.736629] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:26.736778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:26.736816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:26.736844] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:26.741333] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: UP (p=97.78%)
[2026-02-13T20:27:26.741788] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2026-02-13T20:27:26.741964] [INFO ] [sig       ] NEGG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:26.884909] [INFO ] [LOCAL     ] Saved forecast: NEGG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NEGG.txt
[2026-02-13T20:27:26.885069] [INFO ] [sig       ] [2106/3406] Completed NEGG in 0.3s | 2.84 sym/s | Total: 12.4m | ETA: 7.6m
[2026-02-13T20:27:26.885110] [INFO ] [sig       ] [2107/3406] Forecasting NEM...
[2026-02-13T20:27:26.885140] [INFO ] [sig       ] Generating forecast for: NEM
[2026-02-13T20:27:26.885170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2026-02-13T20:27:26.902097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2026-02-13T20:27:26.902631] [INFO ] [FORECASTER] Starting predict_future for NEM
[2026-02-13T20:27:26.903846] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2026-02-13T20:27:26.903913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:26.903955] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:26.903991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:26.904073] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:26.979034] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:26.980054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:26.980160] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:26.980193] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:27.107327] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:27.107490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:27.107530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:27.107559] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:27.111160] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2026-02-13T20:27:27.111453] [INFO ] [FORECASTER] Completed predict_future for NEM
[2026-02-13T20:27:27.111604] [INFO ] [sig       ] NEM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:27.251421] [INFO ] [LOCAL     ] Saved forecast: NEM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NEM.txt
[2026-02-13T20:27:27.251596] [INFO ] [sig       ] [2107/3406] Completed NEM in 0.4s | 2.84 sym/s | Total: 12.4m | ETA: 7.6m
[2026-02-13T20:27:27.251639] [INFO ] [sig       ] [2108/3406] Forecasting NEOG...
[2026-02-13T20:27:27.251671] [INFO ] [sig       ] Generating forecast for: NEOG
[2026-02-13T20:27:27.251701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2026-02-13T20:27:27.263361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2026-02-13T20:27:27.263743] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2026-02-13T20:27:27.264525] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2026-02-13T20:27:27.264596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:27.264631] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:27.264658] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:27.264715] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:27.321327] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:27.322230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:27.322313] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:27.322346] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:27.447277] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:27.447437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:27.447478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:27.447554] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:27.451455] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=62.16%)
[2026-02-13T20:27:27.451786] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2026-02-13T20:27:27.451927] [INFO ] [sig       ] NEOG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:27.599236] [INFO ] [LOCAL     ] Saved forecast: NEOG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NEOG.txt
[2026-02-13T20:27:27.599400] [INFO ] [sig       ] [2108/3406] Completed NEOG in 0.3s | 2.84 sym/s | Total: 12.4m | ETA: 7.6m
[2026-02-13T20:27:27.599440] [INFO ] [sig       ] [2109/3406] Forecasting NEON...
[2026-02-13T20:27:27.599471] [INFO ] [sig       ] Generating forecast for: NEON
[2026-02-13T20:27:27.599500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2026-02-13T20:27:27.612658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEON'.
[2026-02-13T20:27:27.613055] [INFO ] [FORECASTER] Starting predict_future for NEON
[2026-02-13T20:27:27.614063] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2026-02-13T20:27:27.614114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:27.614146] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:27.614171] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:27.614227] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:27.675379] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:27.676353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:27.676451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:27.676485] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:27.798701] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:27.798858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:27.798899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:27.798928] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:27.802545] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: UP (p=93.88%)
[2026-02-13T20:27:27.802850] [INFO ] [FORECASTER] Completed predict_future for NEON
[2026-02-13T20:27:27.802985] [INFO ] [sig       ] NEON: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:27.946754] [INFO ] [LOCAL     ] Saved forecast: NEON	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NEON.txt
[2026-02-13T20:27:27.946917] [INFO ] [sig       ] [2109/3406] Completed NEON in 0.3s | 2.84 sym/s | Total: 12.4m | ETA: 7.6m
[2026-02-13T20:27:27.946955] [INFO ] [sig       ] [2110/3406] Forecasting NEXA...
[2026-02-13T20:27:27.946986] [INFO ] [sig       ] Generating forecast for: NEXA
[2026-02-13T20:27:27.947015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2026-02-13T20:27:27.958896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2026-02-13T20:27:27.959557] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2026-02-13T20:27:27.960445] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2026-02-13T20:27:27.960499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:27.960532] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:27.960559] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:27.960646] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:28.020375] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:28.021391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:28.021545] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:28.021600] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:28.136656] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:28.136804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:28.136842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:28.136872] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:28.140338] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: UP (p=77.65%)
[2026-02-13T20:27:28.140632] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2026-02-13T20:27:28.140763] [INFO ] [sig       ] NEXA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:28.284531] [INFO ] [LOCAL     ] Saved forecast: NEXA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NEXA.txt
[2026-02-13T20:27:28.284697] [INFO ] [sig       ] [2110/3406] Completed NEXA in 0.3s | 2.84 sym/s | Total: 12.4m | ETA: 7.6m
[2026-02-13T20:27:28.284736] [INFO ] [sig       ] [2111/3406] Forecasting NEXN...
[2026-02-13T20:27:28.284768] [INFO ] [sig       ] Generating forecast for: NEXN
[2026-02-13T20:27:28.284798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2026-02-13T20:27:28.296952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2026-02-13T20:27:28.297355] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2026-02-13T20:27:28.298295] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2026-02-13T20:27:28.298350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:28.298383] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:28.298409] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:28.298465] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:28.366394] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:28.367604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:28.367698] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:28.367731] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:28.496767] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:28.496929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:28.496971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:28.497001] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:28.500705] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: UP (p=98.56%)
[2026-02-13T20:27:28.501001] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2026-02-13T20:27:28.501134] [INFO ] [sig       ] NEXN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:28.647157] [INFO ] [LOCAL     ] Saved forecast: NEXN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NEXN.txt
[2026-02-13T20:27:28.647369] [INFO ] [sig       ] [2111/3406] Completed NEXN in 0.4s | 2.84 sym/s | Total: 12.4m | ETA: 7.6m
[2026-02-13T20:27:28.647416] [INFO ] [sig       ] [2112/3406] Forecasting NFBK...
[2026-02-13T20:27:28.647451] [INFO ] [sig       ] Generating forecast for: NFBK
[2026-02-13T20:27:28.647482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2026-02-13T20:27:28.659632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2026-02-13T20:27:28.660022] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2026-02-13T20:27:28.660873] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2026-02-13T20:27:28.660926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:28.660960] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:28.660987] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:28.661086] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:28.720333] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:28.721284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:28.721375] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:28.721409] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:28.848329] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:28.848485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:28.848525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:28.848553] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:28.852106] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: UP (p=71.86%)
[2026-02-13T20:27:28.852396] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2026-02-13T20:27:28.852524] [INFO ] [sig       ] NFBK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:28.991213] [INFO ] [LOCAL     ] Saved forecast: NFBK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NFBK.txt
[2026-02-13T20:27:28.991366] [INFO ] [sig       ] [2112/3406] Completed NFBK in 0.3s | 2.84 sym/s | Total: 12.4m | ETA: 7.6m
[2026-02-13T20:27:28.991408] [INFO ] [sig       ] [2113/3406] Forecasting NFE...
[2026-02-13T20:27:28.991438] [INFO ] [sig       ] Generating forecast for: NFE
[2026-02-13T20:27:28.991468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2026-02-13T20:27:29.003316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2026-02-13T20:27:29.003711] [INFO ] [FORECASTER] Starting predict_future for NFE
[2026-02-13T20:27:29.004531] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2026-02-13T20:27:29.004603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:29.004638] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:29.004665] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:29.004721] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:29.061599] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:29.062499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:29.062601] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:29.062638] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:29.192884] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:29.193053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:29.193093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:29.193125] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:29.197038] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2026-02-13T20:27:29.197434] [INFO ] [FORECASTER] Completed predict_future for NFE
[2026-02-13T20:27:29.197644] [INFO ] [sig       ] NFE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:29.346041] [INFO ] [LOCAL     ] Saved forecast: NFE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NFE.txt
[2026-02-13T20:27:29.346243] [INFO ] [sig       ] [2113/3406] Completed NFE in 0.4s | 2.84 sym/s | Total: 12.4m | ETA: 7.6m
[2026-02-13T20:27:29.346287] [INFO ] [sig       ] [2114/3406] Forecasting NFG...
[2026-02-13T20:27:29.346330] [INFO ] [sig       ] Generating forecast for: NFG
[2026-02-13T20:27:29.346368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2026-02-13T20:27:29.360024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2026-02-13T20:27:29.360439] [INFO ] [FORECASTER] Starting predict_future for NFG
[2026-02-13T20:27:29.361344] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2026-02-13T20:27:29.361645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:29.361684] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:29.361712] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:29.361769] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:29.423098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:29.424040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:29.424131] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:29.424166] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:29.550421] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:29.550599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:29.550643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:29.550672] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:29.554665] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=8.20%)
[2026-02-13T20:27:29.554967] [INFO ] [FORECASTER] Completed predict_future for NFG
[2026-02-13T20:27:29.555130] [INFO ] [sig       ] NFG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:29.704736] [INFO ] [LOCAL     ] Saved forecast: NFG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NFG.txt
[2026-02-13T20:27:29.704920] [INFO ] [sig       ] [2114/3406] Completed NFG in 0.4s | 2.84 sym/s | Total: 12.4m | ETA: 7.6m
[2026-02-13T20:27:29.704989] [INFO ] [sig       ] [2115/3406] Forecasting NFJ...
[2026-02-13T20:27:29.705028] [INFO ] [sig       ] Generating forecast for: NFJ
[2026-02-13T20:27:29.705070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2026-02-13T20:27:29.718191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2026-02-13T20:27:29.718603] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2026-02-13T20:27:29.719434] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2026-02-13T20:27:29.719488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:29.719522] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:29.719550] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:29.719635] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:29.782070] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:29.782982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:29.783070] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:29.783104] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:29.912594] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:29.912751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:29.912793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:29.912822] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:29.916370] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=93.35%)
[2026-02-13T20:27:29.916678] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2026-02-13T20:27:29.916813] [INFO ] [sig       ] NFJ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:30.066004] [INFO ] [LOCAL     ] Saved forecast: NFJ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NFJ.txt
[2026-02-13T20:27:30.066162] [INFO ] [sig       ] [2115/3406] Completed NFJ in 0.4s | 2.84 sym/s | Total: 12.4m | ETA: 7.6m
[2026-02-13T20:27:30.066209] [INFO ] [sig       ] [2116/3406] Forecasting NFLX...
[2026-02-13T20:27:30.066242] [INFO ] [sig       ] Generating forecast for: NFLX
[2026-02-13T20:27:30.066272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2026-02-13T20:27:30.078526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2026-02-13T20:27:30.078882] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2026-02-13T20:27:30.079708] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2026-02-13T20:27:30.079761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:30.079795] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:30.079823] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:30.079881] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:30.140558] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:30.141443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:30.141527] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:30.141560] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:30.264076] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:30.264233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:30.264272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:30.264302] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:30.267808] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2026-02-13T20:27:30.268146] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2026-02-13T20:27:30.268289] [INFO ] [sig       ] NFLX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:30.412082] [INFO ] [LOCAL     ] Saved forecast: NFLX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NFLX.txt
[2026-02-13T20:27:30.412432] [INFO ] [sig       ] [2116/3406] Completed NFLX in 0.3s | 2.84 sym/s | Total: 12.4m | ETA: 7.6m
[2026-02-13T20:27:30.412471] [INFO ] [sig       ] [2117/3406] Forecasting NFTY...
[2026-02-13T20:27:30.412499] [INFO ] [sig       ] Generating forecast for: NFTY
[2026-02-13T20:27:30.412530] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2026-02-13T20:27:30.424956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2026-02-13T20:27:30.425371] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2026-02-13T20:27:30.426225] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2026-02-13T20:27:30.426278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:30.426343] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:30.426371] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:30.426428] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:30.488411] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:30.489435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:30.489533] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:30.489594] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:30.616512] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:30.616681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:30.616723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:30.616751] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:30.620352] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: DOWN (p=8.40%)
[2026-02-13T20:27:30.620670] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2026-02-13T20:27:30.620809] [INFO ] [sig       ] NFTY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:30.767694] [INFO ] [LOCAL     ] Saved forecast: NFTY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NFTY.txt
[2026-02-13T20:27:30.767845] [INFO ] [sig       ] [2117/3406] Completed NFTY in 0.4s | 2.84 sym/s | Total: 12.4m | ETA: 7.6m
[2026-02-13T20:27:30.767886] [INFO ] [sig       ] [2118/3406] Forecasting NGG...
[2026-02-13T20:27:30.767916] [INFO ] [sig       ] Generating forecast for: NGG
[2026-02-13T20:27:30.767946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2026-02-13T20:27:30.780674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2026-02-13T20:27:30.781029] [INFO ] [FORECASTER] Starting predict_future for NGG
[2026-02-13T20:27:30.782104] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2026-02-13T20:27:30.782158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:30.782191] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:30.782217] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:30.782464] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:30.843907] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:30.844860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:30.844943] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:30.844976] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:30.973773] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:30.973926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:30.973966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:30.973994] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:30.977398] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2026-02-13T20:27:30.977709] [INFO ] [FORECASTER] Completed predict_future for NGG
[2026-02-13T20:27:30.977838] [INFO ] [sig       ] NGG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:31.117831] [INFO ] [LOCAL     ] Saved forecast: NGG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NGG.txt
[2026-02-13T20:27:31.117948] [INFO ] [sig       ] [2118/3406] Completed NGG in 0.4s | 2.84 sym/s | Total: 12.4m | ETA: 7.6m
[2026-02-13T20:27:31.117987] [INFO ] [sig       ] [2119/3406] Forecasting NGL...
[2026-02-13T20:27:31.118020] [INFO ] [sig       ] Generating forecast for: NGL
[2026-02-13T20:27:31.118057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2026-02-13T20:27:31.129370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGL'.
[2026-02-13T20:27:31.129709] [INFO ] [FORECASTER] Starting predict_future for NGL
[2026-02-13T20:27:31.130484] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2026-02-13T20:27:31.130536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:31.130589] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:31.130620] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:31.130676] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:31.188241] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:31.188873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:31.188949] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:31.188980] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:31.306823] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:31.306967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:31.307005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:31.307033] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:31.311003] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=89.96%)
[2026-02-13T20:27:31.311295] [INFO ] [FORECASTER] Completed predict_future for NGL
[2026-02-13T20:27:31.311653] [INFO ] [sig       ] NGL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:31.454155] [INFO ] [LOCAL     ] Saved forecast: NGL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NGL.txt
[2026-02-13T20:27:31.454325] [INFO ] [sig       ] [2119/3406] Completed NGL in 0.3s | 2.84 sym/s | Total: 12.4m | ETA: 7.6m
[2026-02-13T20:27:31.454363] [INFO ] [sig       ] [2120/3406] Forecasting NGNE...
[2026-02-13T20:27:31.454392] [INFO ] [sig       ] Generating forecast for: NGNE
[2026-02-13T20:27:31.454423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2026-02-13T20:27:31.466700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGNE'.
[2026-02-13T20:27:31.467064] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2026-02-13T20:27:31.468072] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2026-02-13T20:27:31.468135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:31.468173] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:31.468205] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:31.468266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:31.527622] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:31.528407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:31.528489] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:31.528522] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:31.650473] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:31.650643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:31.650683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:31.650746] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:31.654462] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2026-02-13T20:27:31.654766] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2026-02-13T20:27:31.654897] [INFO ] [sig       ] NGNE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:31.796638] [INFO ] [LOCAL     ] Saved forecast: NGNE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NGNE.txt
[2026-02-13T20:27:31.796751] [INFO ] [sig       ] [2120/3406] Completed NGNE in 0.3s | 2.84 sym/s | Total: 12.5m | ETA: 7.6m
[2026-02-13T20:27:31.796789] [INFO ] [sig       ] [2121/3406] Forecasting NGS...
[2026-02-13T20:27:31.796818] [INFO ] [sig       ] Generating forecast for: NGS
[2026-02-13T20:27:31.796849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2026-02-13T20:27:31.808245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2026-02-13T20:27:31.808617] [INFO ] [FORECASTER] Starting predict_future for NGS
[2026-02-13T20:27:31.809439] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2026-02-13T20:27:31.809492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:31.809523] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:31.809549] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:31.809623] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:31.872939] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:31.873863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:31.873970] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:31.874014] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:32.000841] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:32.001002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:32.001069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:32.001101] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:32.004846] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=35.22%)
[2026-02-13T20:27:32.005187] [INFO ] [FORECASTER] Completed predict_future for NGS
[2026-02-13T20:27:32.005332] [INFO ] [sig       ] NGS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:32.153216] [INFO ] [LOCAL     ] Saved forecast: NGS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NGS.txt
[2026-02-13T20:27:32.153377] [INFO ] [sig       ] [2121/3406] Completed NGS in 0.4s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:32.153420] [INFO ] [sig       ] [2122/3406] Forecasting NGVC...
[2026-02-13T20:27:32.153452] [INFO ] [sig       ] Generating forecast for: NGVC
[2026-02-13T20:27:32.153484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2026-02-13T20:27:32.164907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2026-02-13T20:27:32.165259] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2026-02-13T20:27:32.166130] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2026-02-13T20:27:32.166184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:32.166216] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:32.166243] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:32.166301] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:32.227649] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:32.228750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:32.228851] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:32.228886] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:32.347722] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:32.347874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:32.347914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:32.347944] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:32.351520] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=67.36%)
[2026-02-13T20:27:32.351830] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2026-02-13T20:27:32.351981] [INFO ] [sig       ] NGVC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:32.498997] [INFO ] [LOCAL     ] Saved forecast: NGVC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NGVC.txt
[2026-02-13T20:27:32.499130] [INFO ] [sig       ] [2122/3406] Completed NGVC in 0.3s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:32.499169] [INFO ] [sig       ] [2123/3406] Forecasting NHI...
[2026-02-13T20:27:32.499200] [INFO ] [sig       ] Generating forecast for: NHI
[2026-02-13T20:27:32.499230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2026-02-13T20:27:32.510649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2026-02-13T20:27:32.510985] [INFO ] [FORECASTER] Starting predict_future for NHI
[2026-02-13T20:27:32.511814] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2026-02-13T20:27:32.511865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:32.511896] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:32.511922] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:32.511978] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:32.570177] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:32.570861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:32.570939] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:32.570971] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:32.693337] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:32.693492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:32.693530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:32.693558] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:32.697134] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: UP (p=85.16%)
[2026-02-13T20:27:32.697625] [INFO ] [FORECASTER] Completed predict_future for NHI
[2026-02-13T20:27:32.697756] [INFO ] [sig       ] NHI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:32.837699] [INFO ] [LOCAL     ] Saved forecast: NHI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NHI.txt
[2026-02-13T20:27:32.837856] [INFO ] [sig       ] [2123/3406] Completed NHI in 0.3s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:32.837895] [INFO ] [sig       ] [2124/3406] Forecasting NHTC...
[2026-02-13T20:27:32.837925] [INFO ] [sig       ] Generating forecast for: NHTC
[2026-02-13T20:27:32.837955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2026-02-13T20:27:32.851866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2026-02-13T20:27:32.852350] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2026-02-13T20:27:32.853526] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2026-02-13T20:27:32.853618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:32.853677] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:32.853718] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:32.853795] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:32.912188] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:32.913042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:32.913123] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:32.913155] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:33.023205] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:33.023363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:33.023402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:33.023431] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:33.026815] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2026-02-13T20:27:33.027093] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2026-02-13T20:27:33.027222] [INFO ] [sig       ] NHTC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:33.166756] [INFO ] [LOCAL     ] Saved forecast: NHTC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NHTC.txt
[2026-02-13T20:27:33.166892] [INFO ] [sig       ] [2124/3406] Completed NHTC in 0.3s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:33.166932] [INFO ] [sig       ] [2125/3406] Forecasting NI...
[2026-02-13T20:27:33.166961] [INFO ] [sig       ] Generating forecast for: NI
[2026-02-13T20:27:33.166991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2026-02-13T20:27:33.177989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2026-02-13T20:27:33.178366] [INFO ] [FORECASTER] Starting predict_future for NI
[2026-02-13T20:27:33.179201] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2026-02-13T20:27:33.179264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:33.179315] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:33.179343] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:33.179399] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:33.235779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:33.236723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:33.236804] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:33.236836] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:33.363320] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:33.363481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:33.363521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:33.363549] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:33.367034] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: UP (p=60.55%)
[2026-02-13T20:27:33.367358] [INFO ] [FORECASTER] Completed predict_future for NI
[2026-02-13T20:27:33.367487] [INFO ] [sig       ] NI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:33.517896] [INFO ] [LOCAL     ] Saved forecast: NI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NI.txt
[2026-02-13T20:27:33.518029] [INFO ] [sig       ] [2125/3406] Completed NI in 0.4s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:33.518068] [INFO ] [sig       ] [2126/3406] Forecasting NIC...
[2026-02-13T20:27:33.518097] [INFO ] [sig       ] Generating forecast for: NIC
[2026-02-13T20:27:33.518127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2026-02-13T20:27:33.531649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIC'.
[2026-02-13T20:27:33.531993] [INFO ] [FORECASTER] Starting predict_future for NIC
[2026-02-13T20:27:33.532888] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2026-02-13T20:27:33.532943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:33.532975] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:33.533001] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:33.533057] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:33.593428] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:33.594165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:33.594263] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:33.594303] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:33.715867] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:33.716023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:33.716063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:33.716092] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:33.719635] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: DOWN (p=13.77%)
[2026-02-13T20:27:33.719944] [INFO ] [FORECASTER] Completed predict_future for NIC
[2026-02-13T20:27:33.720081] [INFO ] [sig       ] NIC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:33.858238] [INFO ] [LOCAL     ] Saved forecast: NIC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NIC.txt
[2026-02-13T20:27:33.858381] [INFO ] [sig       ] [2126/3406] Completed NIC in 0.3s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:33.858422] [INFO ] [sig       ] [2127/3406] Forecasting NICE...
[2026-02-13T20:27:33.858452] [INFO ] [sig       ] Generating forecast for: NICE
[2026-02-13T20:27:33.858483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2026-02-13T20:27:33.869737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2026-02-13T20:27:33.870130] [INFO ] [FORECASTER] Starting predict_future for NICE
[2026-02-13T20:27:33.870967] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2026-02-13T20:27:33.871019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:33.871050] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:33.871078] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:33.871133] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:33.928045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:33.928921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:33.929055] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:33.929088] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:34.050818] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:34.050972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:34.051011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:34.051040] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:34.054413] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: UP (p=86.21%)
[2026-02-13T20:27:34.054713] [INFO ] [FORECASTER] Completed predict_future for NICE
[2026-02-13T20:27:34.054837] [INFO ] [sig       ] NICE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:34.193477] [INFO ] [LOCAL     ] Saved forecast: NICE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NICE.txt
[2026-02-13T20:27:34.193630] [INFO ] [sig       ] [2127/3406] Completed NICE in 0.3s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:34.193676] [INFO ] [sig       ] [2128/3406] Forecasting NIE...
[2026-02-13T20:27:34.193707] [INFO ] [sig       ] Generating forecast for: NIE
[2026-02-13T20:27:34.193737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2026-02-13T20:27:34.204300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIE'.
[2026-02-13T20:27:34.204668] [INFO ] [FORECASTER] Starting predict_future for NIE
[2026-02-13T20:27:34.205513] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2026-02-13T20:27:34.205591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:34.205637] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:34.205665] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:34.205724] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:34.264522] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:34.265320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:34.265404] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:34.265438] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:34.379747] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:34.379903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:34.379944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:34.379973] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:34.383420] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2026-02-13T20:27:34.383785] [INFO ] [FORECASTER] Completed predict_future for NIE
[2026-02-13T20:27:34.383928] [INFO ] [sig       ] NIE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:34.526200] [INFO ] [LOCAL     ] Saved forecast: NIE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NIE.txt
[2026-02-13T20:27:34.526389] [INFO ] [sig       ] [2128/3406] Completed NIE in 0.3s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:34.526438] [INFO ] [sig       ] [2129/3406] Forecasting NIKL...
[2026-02-13T20:27:34.526488] [INFO ] [sig       ] Generating forecast for: NIKL
[2026-02-13T20:27:34.526532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2026-02-13T20:27:34.539804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2026-02-13T20:27:34.540229] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2026-02-13T20:27:34.541357] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2026-02-13T20:27:34.541411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:34.541443] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:34.541469] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:34.541527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:34.598686] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:34.599359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:34.599442] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:34.599475] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:34.713877] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:34.714041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:34.714082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:34.714110] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:34.718416] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: UP (p=92.77%)
[2026-02-13T20:27:34.718723] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2026-02-13T20:27:34.718860] [INFO ] [sig       ] NIKL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:34.868591] [INFO ] [LOCAL     ] Saved forecast: NIKL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NIKL.txt
[2026-02-13T20:27:34.868758] [INFO ] [sig       ] [2129/3406] Completed NIKL in 0.3s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:34.868797] [INFO ] [sig       ] [2130/3406] Forecasting NIM...
[2026-02-13T20:27:34.868828] [INFO ] [sig       ] Generating forecast for: NIM
[2026-02-13T20:27:34.868860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2026-02-13T20:27:34.880149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2026-02-13T20:27:34.880549] [INFO ] [FORECASTER] Starting predict_future for NIM
[2026-02-13T20:27:34.881409] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2026-02-13T20:27:34.881468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:34.881516] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:34.881558] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:34.881659] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:34.944761] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:34.945697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:34.945781] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:34.945815] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:35.063481] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:35.063660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:35.063705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:35.063736] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:35.067263] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: DOWN (p=35.08%)
[2026-02-13T20:27:35.067547] [INFO ] [FORECASTER] Completed predict_future for NIM
[2026-02-13T20:27:35.067715] [INFO ] [sig       ] NIM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:35.218883] [INFO ] [LOCAL     ] Saved forecast: NIM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NIM.txt
[2026-02-13T20:27:35.219085] [INFO ] [sig       ] [2130/3406] Completed NIM in 0.4s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:35.219134] [INFO ] [sig       ] [2131/3406] Forecasting NIO...
[2026-02-13T20:27:35.219173] [INFO ] [sig       ] Generating forecast for: NIO
[2026-02-13T20:27:35.219224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2026-02-13T20:27:35.231240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2026-02-13T20:27:35.231664] [INFO ] [FORECASTER] Starting predict_future for NIO
[2026-02-13T20:27:35.232539] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2026-02-13T20:27:35.232640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:35.232680] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:35.232707] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:35.232764] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:35.293285] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:35.294109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:35.294210] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:35.294252] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:35.424662] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:35.424819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:35.424861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:35.424890] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:35.428633] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: DOWN (p=18.30%)
[2026-02-13T20:27:35.428942] [INFO ] [FORECASTER] Completed predict_future for NIO
[2026-02-13T20:27:35.429078] [INFO ] [sig       ] NIO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:35.578510] [INFO ] [LOCAL     ] Saved forecast: NIO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NIO.txt
[2026-02-13T20:27:35.578694] [INFO ] [sig       ] [2131/3406] Completed NIO in 0.4s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:35.578737] [INFO ] [sig       ] [2132/3406] Forecasting NKSH...
[2026-02-13T20:27:35.578768] [INFO ] [sig       ] Generating forecast for: NKSH
[2026-02-13T20:27:35.578799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2026-02-13T20:27:35.590956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2026-02-13T20:27:35.591361] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2026-02-13T20:27:35.592201] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2026-02-13T20:27:35.592256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:35.592287] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:35.592315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:35.592372] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:35.654846] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:35.655736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:35.655839] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:35.655889] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:35.771608] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:35.771763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:35.771804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:35.771850] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:35.775368] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: DOWN (p=48.94%)
[2026-02-13T20:27:35.775673] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2026-02-13T20:27:35.775807] [INFO ] [sig       ] NKSH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:35.921661] [INFO ] [LOCAL     ] Saved forecast: NKSH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NKSH.txt
[2026-02-13T20:27:35.921824] [INFO ] [sig       ] [2132/3406] Completed NKSH in 0.3s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:35.921865] [INFO ] [sig       ] [2133/3406] Forecasting NKTX...
[2026-02-13T20:27:35.921898] [INFO ] [sig       ] Generating forecast for: NKTX
[2026-02-13T20:27:35.921928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2026-02-13T20:27:35.933711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKTX'.
[2026-02-13T20:27:35.934092] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2026-02-13T20:27:35.935172] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2026-02-13T20:27:35.935226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:35.935259] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:35.935285] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:35.935353] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:35.993667] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:35.994423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:35.994506] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:35.994540] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:36.116003] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:36.116165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:36.116206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:36.116241] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:36.119870] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: DOWN (p=16.77%)
[2026-02-13T20:27:36.120196] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2026-02-13T20:27:36.120348] [INFO ] [sig       ] NKTX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:36.265303] [INFO ] [LOCAL     ] Saved forecast: NKTX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NKTX.txt
[2026-02-13T20:27:36.265446] [INFO ] [sig       ] [2133/3406] Completed NKTX in 0.3s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:36.265484] [INFO ] [sig       ] [2134/3406] Forecasting NKX...
[2026-02-13T20:27:36.265514] [INFO ] [sig       ] Generating forecast for: NKX
[2026-02-13T20:27:36.265542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2026-02-13T20:27:36.277008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2026-02-13T20:27:36.277361] [INFO ] [FORECASTER] Starting predict_future for NKX
[2026-02-13T20:27:36.278223] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2026-02-13T20:27:36.278287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:36.278355] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:36.278385] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:36.278456] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:36.338193] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:36.338939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:36.339019] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:36.339069] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:36.468540] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:36.468742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:36.468783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:36.468813] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:36.472864] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: DOWN (p=37.23%)
[2026-02-13T20:27:36.473208] [INFO ] [FORECASTER] Completed predict_future for NKX
[2026-02-13T20:27:36.473381] [INFO ] [sig       ] NKX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:36.619923] [INFO ] [LOCAL     ] Saved forecast: NKX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NKX.txt
[2026-02-13T20:27:36.620078] [INFO ] [sig       ] [2134/3406] Completed NKX in 0.4s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:36.620131] [INFO ] [sig       ] [2135/3406] Forecasting NLOP...
[2026-02-13T20:27:36.620166] [INFO ] [sig       ] Generating forecast for: NLOP
[2026-02-13T20:27:36.620196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2026-02-13T20:27:36.631944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2026-02-13T20:27:36.632336] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2026-02-13T20:27:36.633212] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2026-02-13T20:27:36.633272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:36.633304] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:36.633331] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:36.633410] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:36.694784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:36.695725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:36.695815] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:36.695849] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:36.823992] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:36.824179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:36.824224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:36.824255] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:36.827911] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2026-02-13T20:27:36.828269] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2026-02-13T20:27:36.828426] [INFO ] [sig       ] NLOP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:36.981455] [INFO ] [LOCAL     ] Saved forecast: NLOP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NLOP.txt
[2026-02-13T20:27:36.981639] [INFO ] [sig       ] [2135/3406] Completed NLOP in 0.4s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:36.981690] [INFO ] [sig       ] [2136/3406] Forecasting NLY...
[2026-02-13T20:27:36.981723] [INFO ] [sig       ] Generating forecast for: NLY
[2026-02-13T20:27:36.981755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2026-02-13T20:27:36.994542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2026-02-13T20:27:36.994947] [INFO ] [FORECASTER] Starting predict_future for NLY
[2026-02-13T20:27:36.995834] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2026-02-13T20:27:36.995899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:36.995941] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:36.996027] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:36.996121] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:37.060166] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:37.061122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:37.061215] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:37.061252] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:37.199144] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:37.199308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:37.199349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:37.199383] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:37.203359] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=53.60%)
[2026-02-13T20:27:37.203712] [INFO ] [FORECASTER] Completed predict_future for NLY
[2026-02-13T20:27:37.203864] [INFO ] [sig       ] NLY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:37.354036] [INFO ] [LOCAL     ] Saved forecast: NLY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NLY.txt
[2026-02-13T20:27:37.354241] [INFO ] [sig       ] [2136/3406] Completed NLY in 0.4s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:37.354303] [INFO ] [sig       ] [2137/3406] Forecasting NMAI...
[2026-02-13T20:27:37.354356] [INFO ] [sig       ] Generating forecast for: NMAI
[2026-02-13T20:27:37.354391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2026-02-13T20:27:37.367254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2026-02-13T20:27:37.367810] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2026-02-13T20:27:37.368880] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2026-02-13T20:27:37.368935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:37.368967] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:37.368993] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:37.369051] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:37.425816] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:37.426768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:37.426855] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:37.426888] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:37.545563] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:37.545747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:37.545791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:37.545863] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:37.549861] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2026-02-13T20:27:37.550160] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2026-02-13T20:27:37.550298] [INFO ] [sig       ] NMAI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:37.691501] [INFO ] [LOCAL     ] Saved forecast: NMAI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NMAI.txt
[2026-02-13T20:27:37.691670] [INFO ] [sig       ] [2137/3406] Completed NMAI in 0.3s | 2.84 sym/s | Total: 12.5m | ETA: 7.5m
[2026-02-13T20:27:37.691712] [INFO ] [sig       ] [2138/3406] Forecasting NMCO...
[2026-02-13T20:27:37.691742] [INFO ] [sig       ] Generating forecast for: NMCO
[2026-02-13T20:27:37.691773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2026-02-13T20:27:37.702873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2026-02-13T20:27:37.703193] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2026-02-13T20:27:37.704029] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2026-02-13T20:27:37.704081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:37.704113] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:37.704139] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:37.704206] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:37.761139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:37.762010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:37.762092] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:37.762125] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:37.885447] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:37.885635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:37.885689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:37.885720] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:37.889565] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2026-02-13T20:27:37.889895] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2026-02-13T20:27:37.890041] [INFO ] [sig       ] NMCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:38.029289] [INFO ] [LOCAL     ] Saved forecast: NMCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NMCO.txt
[2026-02-13T20:27:38.029457] [INFO ] [sig       ] [2138/3406] Completed NMCO in 0.3s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:38.029500] [INFO ] [sig       ] [2139/3406] Forecasting NMFC...
[2026-02-13T20:27:38.029529] [INFO ] [sig       ] Generating forecast for: NMFC
[2026-02-13T20:27:38.029558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2026-02-13T20:27:38.041158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2026-02-13T20:27:38.041555] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2026-02-13T20:27:38.042399] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2026-02-13T20:27:38.042452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:38.042484] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:38.042511] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:38.042592] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:38.099303] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:38.100191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:38.100273] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:38.100306] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:38.221770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:38.221928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:38.221968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:38.221998] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:38.225414] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: DOWN (p=12.42%)
[2026-02-13T20:27:38.225713] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2026-02-13T20:27:38.225842] [INFO ] [sig       ] NMFC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:38.370524] [INFO ] [LOCAL     ] Saved forecast: NMFC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NMFC.txt
[2026-02-13T20:27:38.370703] [INFO ] [sig       ] [2139/3406] Completed NMFC in 0.3s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:38.370745] [INFO ] [sig       ] [2140/3406] Forecasting NMG...
[2026-02-13T20:27:38.370773] [INFO ] [sig       ] Generating forecast for: NMG
[2026-02-13T20:27:38.370812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2026-02-13T20:27:38.382909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2026-02-13T20:27:38.383346] [INFO ] [FORECASTER] Starting predict_future for NMG
[2026-02-13T20:27:38.384318] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2026-02-13T20:27:38.384409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:38.384457] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:38.384497] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:38.384610] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:38.446939] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:38.447920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:38.448014] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:38.448062] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:38.573281] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:38.573444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:38.573484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:38.573514] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:38.577533] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: DOWN (p=20.02%)
[2026-02-13T20:27:38.577869] [INFO ] [FORECASTER] Completed predict_future for NMG
[2026-02-13T20:27:38.578006] [INFO ] [sig       ] NMG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:38.723228] [INFO ] [LOCAL     ] Saved forecast: NMG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NMG.txt
[2026-02-13T20:27:38.723397] [INFO ] [sig       ] [2140/3406] Completed NMG in 0.4s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:38.723439] [INFO ] [sig       ] [2141/3406] Forecasting NMI...
[2026-02-13T20:27:38.723471] [INFO ] [sig       ] Generating forecast for: NMI
[2026-02-13T20:27:38.723515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2026-02-13T20:27:38.734903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2026-02-13T20:27:38.735330] [INFO ] [FORECASTER] Starting predict_future for NMI
[2026-02-13T20:27:38.736360] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2026-02-13T20:27:38.736428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:38.736477] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:38.736515] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:38.736609] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:38.798411] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:38.799210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:38.799294] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:38.799328] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:38.908195] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:38.908392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:38.908451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:38.908484] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:38.912008] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=36.92%)
[2026-02-13T20:27:38.912329] [INFO ] [FORECASTER] Completed predict_future for NMI
[2026-02-13T20:27:38.912466] [INFO ] [sig       ] NMI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:39.058693] [INFO ] [LOCAL     ] Saved forecast: NMI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NMI.txt
[2026-02-13T20:27:39.058873] [INFO ] [sig       ] [2141/3406] Completed NMI in 0.3s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:39.058920] [INFO ] [sig       ] [2142/3406] Forecasting NMIH...
[2026-02-13T20:27:39.058951] [INFO ] [sig       ] Generating forecast for: NMIH
[2026-02-13T20:27:39.058982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2026-02-13T20:27:39.070872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2026-02-13T20:27:39.071224] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2026-02-13T20:27:39.072077] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2026-02-13T20:27:39.072133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:39.072165] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:39.072192] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:39.072250] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:39.133380] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:39.134429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:39.134551] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:39.134629] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:39.261827] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:39.262002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:39.262045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:39.262075] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:39.265876] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: UP (p=56.02%)
[2026-02-13T20:27:39.266190] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2026-02-13T20:27:39.266360] [INFO ] [sig       ] NMIH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:39.409896] [INFO ] [LOCAL     ] Saved forecast: NMIH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NMIH.txt
[2026-02-13T20:27:39.410043] [INFO ] [sig       ] [2142/3406] Completed NMIH in 0.4s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:39.410084] [INFO ] [sig       ] [2143/3406] Forecasting NMM...
[2026-02-13T20:27:39.410115] [INFO ] [sig       ] Generating forecast for: NMM
[2026-02-13T20:27:39.410145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2026-02-13T20:27:39.422643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2026-02-13T20:27:39.423016] [INFO ] [FORECASTER] Starting predict_future for NMM
[2026-02-13T20:27:39.423867] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2026-02-13T20:27:39.423921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:39.423954] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:39.423980] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:39.424037] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:39.484442] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:39.485241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:39.485322] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:39.485354] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:39.612744] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:39.612913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:39.612956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:39.612985] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:39.616894] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=32.99%)
[2026-02-13T20:27:39.617215] [INFO ] [FORECASTER] Completed predict_future for NMM
[2026-02-13T20:27:39.617352] [INFO ] [sig       ] NMM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:39.763097] [INFO ] [LOCAL     ] Saved forecast: NMM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NMM.txt
[2026-02-13T20:27:39.763247] [INFO ] [sig       ] [2143/3406] Completed NMM in 0.4s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:39.763298] [INFO ] [sig       ] [2144/3406] Forecasting NMRA...
[2026-02-13T20:27:39.763334] [INFO ] [sig       ] Generating forecast for: NMRA
[2026-02-13T20:27:39.763371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2026-02-13T20:27:39.775986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2026-02-13T20:27:39.776365] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2026-02-13T20:27:39.777265] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2026-02-13T20:27:39.777330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:39.777368] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:39.777398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:39.777455] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:39.835856] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:39.836641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:39.836751] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:39.836785] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:39.965781] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:39.965940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:39.965982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:39.966011] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:39.969671] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=12.61%)
[2026-02-13T20:27:39.969958] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2026-02-13T20:27:39.970087] [INFO ] [sig       ] NMRA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:40.114392] [INFO ] [LOCAL     ] Saved forecast: NMRA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NMRA.txt
[2026-02-13T20:27:40.114540] [INFO ] [sig       ] [2144/3406] Completed NMRA in 0.4s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:40.114597] [INFO ] [sig       ] [2145/3406] Forecasting NMRK...
[2026-02-13T20:27:40.114632] [INFO ] [sig       ] Generating forecast for: NMRK
[2026-02-13T20:27:40.114663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2026-02-13T20:27:40.126956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRK'.
[2026-02-13T20:27:40.127307] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2026-02-13T20:27:40.128453] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2026-02-13T20:27:40.128507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:40.128539] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:40.128565] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:40.128644] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:40.189082] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:40.189959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:40.190045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:40.190079] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:40.324371] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:40.324531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:40.324589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:40.324623] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:40.328278] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: UP (p=75.35%)
[2026-02-13T20:27:40.328612] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2026-02-13T20:27:40.328759] [INFO ] [sig       ] NMRK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:40.474162] [INFO ] [LOCAL     ] Saved forecast: NMRK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NMRK.txt
[2026-02-13T20:27:40.474313] [INFO ] [sig       ] [2145/3406] Completed NMRK in 0.4s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:40.474353] [INFO ] [sig       ] [2146/3406] Forecasting NN...
[2026-02-13T20:27:40.474385] [INFO ] [sig       ] Generating forecast for: NN
[2026-02-13T20:27:40.474417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2026-02-13T20:27:40.487754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2026-02-13T20:27:40.488209] [INFO ] [FORECASTER] Starting predict_future for NN
[2026-02-13T20:27:40.489097] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2026-02-13T20:27:40.489152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:40.489186] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:40.489213] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:40.489279] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:40.552967] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:40.553905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:40.553997] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:40.554035] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:40.684242] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:40.684430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:40.684480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:40.684508] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:40.688346] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2026-02-13T20:27:40.688780] [INFO ] [FORECASTER] Completed predict_future for NN
[2026-02-13T20:27:40.688936] [INFO ] [sig       ] NN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:40.836435] [INFO ] [LOCAL     ] Saved forecast: NN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NN.txt
[2026-02-13T20:27:40.836591] [INFO ] [sig       ] [2146/3406] Completed NN in 0.4s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:40.836635] [INFO ] [sig       ] [2147/3406] Forecasting NNDM...
[2026-02-13T20:27:40.836667] [INFO ] [sig       ] Generating forecast for: NNDM
[2026-02-13T20:27:40.836697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2026-02-13T20:27:40.848660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2026-02-13T20:27:40.849016] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2026-02-13T20:27:40.849876] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2026-02-13T20:27:40.849929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:40.849962] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:40.849991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:40.850049] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:40.911966] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:40.912787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:40.912872] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:40.912906] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:41.042526] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:41.042715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:41.042765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:41.042798] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:41.046591] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: UP (p=78.30%)
[2026-02-13T20:27:41.046893] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2026-02-13T20:27:41.047036] [INFO ] [sig       ] NNDM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:41.196658] [INFO ] [LOCAL     ] Saved forecast: NNDM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NNDM.txt
[2026-02-13T20:27:41.196809] [INFO ] [sig       ] [2147/3406] Completed NNDM in 0.4s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:41.196851] [INFO ] [sig       ] [2148/3406] Forecasting NNE...
[2026-02-13T20:27:41.196881] [INFO ] [sig       ] Generating forecast for: NNE
[2026-02-13T20:27:41.196912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2026-02-13T20:27:41.209260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2026-02-13T20:27:41.209647] [INFO ] [FORECASTER] Starting predict_future for NNE
[2026-02-13T20:27:41.210462] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2026-02-13T20:27:41.210515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:41.210549] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:41.210599] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:41.210659] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:41.270856] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:41.271521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:41.271618] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:41.271655] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:41.391800] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:41.391937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:41.391978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:41.392007] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:41.395491] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: DOWN (p=39.32%)
[2026-02-13T20:27:41.395793] [INFO ] [FORECASTER] Completed predict_future for NNE
[2026-02-13T20:27:41.395922] [INFO ] [sig       ] NNE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:41.537978] [INFO ] [LOCAL     ] Saved forecast: NNE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NNE.txt
[2026-02-13T20:27:41.538085] [INFO ] [sig       ] [2148/3406] Completed NNE in 0.3s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:41.538122] [INFO ] [sig       ] [2149/3406] Forecasting NNI...
[2026-02-13T20:27:41.538151] [INFO ] [sig       ] Generating forecast for: NNI
[2026-02-13T20:27:41.538182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2026-02-13T20:27:41.549633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2026-02-13T20:27:41.549938] [INFO ] [FORECASTER] Starting predict_future for NNI
[2026-02-13T20:27:41.550723] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2026-02-13T20:27:41.550789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:41.550822] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:41.550849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:41.550905] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:41.606741] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:41.607331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:41.607411] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:41.607442] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:41.725681] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:41.725820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:41.725867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:41.725895] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:41.729232] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=1.96%)
[2026-02-13T20:27:41.729508] [INFO ] [FORECASTER] Completed predict_future for NNI
[2026-02-13T20:27:41.729652] [INFO ] [sig       ] NNI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:41.875556] [INFO ] [LOCAL     ] Saved forecast: NNI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NNI.txt
[2026-02-13T20:27:41.875696] [INFO ] [sig       ] [2149/3406] Completed NNI in 0.3s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:41.875736] [INFO ] [sig       ] [2150/3406] Forecasting NNN...
[2026-02-13T20:27:41.875764] [INFO ] [sig       ] Generating forecast for: NNN
[2026-02-13T20:27:41.875803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2026-02-13T20:27:41.887677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2026-02-13T20:27:41.887996] [INFO ] [FORECASTER] Starting predict_future for NNN
[2026-02-13T20:27:41.888843] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2026-02-13T20:27:41.888894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:41.888932] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:41.888960] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:41.889021] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:41.948050] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:41.948787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:41.948894] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:41.948930] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:42.074328] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:42.074477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:42.074515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:42.074543] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:42.077994] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: UP (p=72.05%)
[2026-02-13T20:27:42.078271] [INFO ] [FORECASTER] Completed predict_future for NNN
[2026-02-13T20:27:42.078400] [INFO ] [sig       ] NNN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:42.218747] [INFO ] [LOCAL     ] Saved forecast: NNN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NNN.txt
[2026-02-13T20:27:42.218869] [INFO ] [sig       ] [2150/3406] Completed NNN in 0.3s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:42.218907] [INFO ] [sig       ] [2151/3406] Forecasting NNOX...
[2026-02-13T20:27:42.218936] [INFO ] [sig       ] Generating forecast for: NNOX
[2026-02-13T20:27:42.218965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2026-02-13T20:27:42.230087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNOX'.
[2026-02-13T20:27:42.230410] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2026-02-13T20:27:42.231197] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2026-02-13T20:27:42.231249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:42.231315] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:42.231350] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:42.231423] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:42.288887] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:42.289569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:42.289668] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:42.289702] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:42.416607] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:42.416765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:42.416804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:42.416833] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:42.420274] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=69.56%)
[2026-02-13T20:27:42.420597] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2026-02-13T20:27:42.420725] [INFO ] [sig       ] NNOX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:42.563940] [INFO ] [LOCAL     ] Saved forecast: NNOX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NNOX.txt
[2026-02-13T20:27:42.564095] [INFO ] [sig       ] [2151/3406] Completed NNOX in 0.3s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:42.564135] [INFO ] [sig       ] [2152/3406] Forecasting NNY...
[2026-02-13T20:27:42.564165] [INFO ] [sig       ] Generating forecast for: NNY
[2026-02-13T20:27:42.564194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2026-02-13T20:27:42.576868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2026-02-13T20:27:42.577242] [INFO ] [FORECASTER] Starting predict_future for NNY
[2026-02-13T20:27:42.578128] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2026-02-13T20:27:42.578181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:42.578213] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:42.578241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:42.578301] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:42.637352] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:42.638164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:42.638259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:42.638301] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:42.750652] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:42.750815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:42.750857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:42.750885] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:42.754368] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2026-02-13T20:27:42.754681] [INFO ] [FORECASTER] Completed predict_future for NNY
[2026-02-13T20:27:42.754812] [INFO ] [sig       ] NNY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:42.896317] [INFO ] [LOCAL     ] Saved forecast: NNY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NNY.txt
[2026-02-13T20:27:42.896493] [INFO ] [sig       ] [2152/3406] Completed NNY in 0.3s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:42.896544] [INFO ] [sig       ] [2153/3406] Forecasting NOA...
[2026-02-13T20:27:42.896593] [INFO ] [sig       ] Generating forecast for: NOA
[2026-02-13T20:27:42.896627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2026-02-13T20:27:42.908231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOA'.
[2026-02-13T20:27:42.908647] [INFO ] [FORECASTER] Starting predict_future for NOA
[2026-02-13T20:27:42.909455] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2026-02-13T20:27:42.909507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:42.909538] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:42.909564] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:42.909644] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:42.969101] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:42.970009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:42.970097] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:42.970130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:43.093060] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:43.093223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:43.093262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:43.093290] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:43.096763] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=81.75%)
[2026-02-13T20:27:43.097044] [INFO ] [FORECASTER] Completed predict_future for NOA
[2026-02-13T20:27:43.097170] [INFO ] [sig       ] NOA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:43.244247] [INFO ] [LOCAL     ] Saved forecast: NOA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NOA.txt
[2026-02-13T20:27:43.244410] [INFO ] [sig       ] [2153/3406] Completed NOA in 0.3s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:43.244459] [INFO ] [sig       ] [2154/3406] Forecasting NOAH...
[2026-02-13T20:27:43.244495] [INFO ] [sig       ] Generating forecast for: NOAH
[2026-02-13T20:27:43.244531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2026-02-13T20:27:43.256468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2026-02-13T20:27:43.256829] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2026-02-13T20:27:43.257678] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2026-02-13T20:27:43.257731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:43.257762] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:43.257787] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:43.257843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:43.318133] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:43.319151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:43.319242] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:43.319276] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:43.454270] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:43.454433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:43.454476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:43.454536] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:43.458090] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: DOWN (p=12.18%)
[2026-02-13T20:27:43.458377] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2026-02-13T20:27:43.458525] [INFO ] [sig       ] NOAH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:43.605362] [INFO ] [LOCAL     ] Saved forecast: NOAH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NOAH.txt
[2026-02-13T20:27:43.605705] [INFO ] [sig       ] [2154/3406] Completed NOAH in 0.4s | 2.84 sym/s | Total: 12.6m | ETA: 7.4m
[2026-02-13T20:27:43.605747] [INFO ] [sig       ] [2155/3406] Forecasting NODK...
[2026-02-13T20:27:43.605777] [INFO ] [sig       ] Generating forecast for: NODK
[2026-02-13T20:27:43.605806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2026-02-13T20:27:43.616085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2026-02-13T20:27:43.616376] [INFO ] [FORECASTER] Starting predict_future for NODK
[2026-02-13T20:27:43.617164] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2026-02-13T20:27:43.617216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:43.617248] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:43.617274] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:43.617330] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:43.678371] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:43.679131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:43.679214] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:43.679248] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:43.783849] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:43.784014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:43.784057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:43.784086] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:43.787827] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2026-02-13T20:27:43.788127] [INFO ] [FORECASTER] Completed predict_future for NODK
[2026-02-13T20:27:43.788264] [INFO ] [sig       ] NODK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:43.934808] [INFO ] [LOCAL     ] Saved forecast: NODK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NODK.txt
[2026-02-13T20:27:43.934964] [INFO ] [sig       ] [2155/3406] Completed NODK in 0.3s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:43.935007] [INFO ] [sig       ] [2156/3406] Forecasting NOG...
[2026-02-13T20:27:43.935036] [INFO ] [sig       ] Generating forecast for: NOG
[2026-02-13T20:27:43.935072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2026-02-13T20:27:43.946518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2026-02-13T20:27:43.946872] [INFO ] [FORECASTER] Starting predict_future for NOG
[2026-02-13T20:27:43.947699] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2026-02-13T20:27:43.947752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:43.947784] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:43.947810] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:43.947867] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:44.011820] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:44.012678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:44.012784] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:44.012819] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:44.134774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:44.134926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:44.134982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:44.135014] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:44.138462] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: UP (p=88.77%)
[2026-02-13T20:27:44.138773] [INFO ] [FORECASTER] Completed predict_future for NOG
[2026-02-13T20:27:44.138902] [INFO ] [sig       ] NOG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:44.282211] [INFO ] [LOCAL     ] Saved forecast: NOG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NOG.txt
[2026-02-13T20:27:44.282361] [INFO ] [sig       ] [2156/3406] Completed NOG in 0.3s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:44.282404] [INFO ] [sig       ] [2157/3406] Forecasting NOMD...
[2026-02-13T20:27:44.282435] [INFO ] [sig       ] Generating forecast for: NOMD
[2026-02-13T20:27:44.282467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2026-02-13T20:27:44.295313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOMD'.
[2026-02-13T20:27:44.295883] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2026-02-13T20:27:44.296733] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2026-02-13T20:27:44.296787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:44.296821] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:44.296851] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:44.296909] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:44.364559] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:44.365656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:44.365755] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:44.365791] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:44.494642] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:44.494800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:44.494841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:44.494870] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:44.498517] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=29.61%)
[2026-02-13T20:27:44.498994] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2026-02-13T20:27:44.499128] [INFO ] [sig       ] NOMD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:44.649881] [INFO ] [LOCAL     ] Saved forecast: NOMD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NOMD.txt
[2026-02-13T20:27:44.650056] [INFO ] [sig       ] [2157/3406] Completed NOMD in 0.4s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:44.650111] [INFO ] [sig       ] [2158/3406] Forecasting NPCE...
[2026-02-13T20:27:44.650147] [INFO ] [sig       ] Generating forecast for: NPCE
[2026-02-13T20:27:44.650177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2026-02-13T20:27:44.661896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2026-02-13T20:27:44.662252] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2026-02-13T20:27:44.663094] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2026-02-13T20:27:44.663149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:44.663184] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:44.663214] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:44.663272] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:44.723690] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:44.724360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:44.724470] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:44.724506] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:44.844314] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:44.844467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:44.844507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:44.844536] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:44.848026] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2026-02-13T20:27:44.848308] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2026-02-13T20:27:44.848456] [INFO ] [sig       ] NPCE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:45.000688] [INFO ] [LOCAL     ] Saved forecast: NPCE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NPCE.txt
[2026-02-13T20:27:45.000819] [INFO ] [sig       ] [2158/3406] Completed NPCE in 0.4s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:45.000860] [INFO ] [sig       ] [2159/3406] Forecasting NPFD...
[2026-02-13T20:27:45.000890] [INFO ] [sig       ] Generating forecast for: NPFD
[2026-02-13T20:27:45.000920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2026-02-13T20:27:45.013004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2026-02-13T20:27:45.013363] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2026-02-13T20:27:45.014174] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2026-02-13T20:27:45.014228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:45.014262] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:45.014290] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:45.014347] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:45.074821] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:45.075528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:45.075630] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:45.075666] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:45.198201] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:45.198358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:45.198397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:45.198432] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:45.201944] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2026-02-13T20:27:45.202220] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2026-02-13T20:27:45.202345] [INFO ] [sig       ] NPFD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:45.347285] [INFO ] [LOCAL     ] Saved forecast: NPFD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NPFD.txt
[2026-02-13T20:27:45.347438] [INFO ] [sig       ] [2159/3406] Completed NPFD in 0.3s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:45.347484] [INFO ] [sig       ] [2160/3406] Forecasting NPK...
[2026-02-13T20:27:45.347521] [INFO ] [sig       ] Generating forecast for: NPK
[2026-02-13T20:27:45.347558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2026-02-13T20:27:45.363621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPK'.
[2026-02-13T20:27:45.364014] [INFO ] [FORECASTER] Starting predict_future for NPK
[2026-02-13T20:27:45.364910] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2026-02-13T20:27:45.364963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:45.365012] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:45.365042] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:45.365099] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:45.425372] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:45.426168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:45.426252] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:45.426287] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:45.555499] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:45.555695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:45.555738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:45.555767] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:45.559414] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=61.52%)
[2026-02-13T20:27:45.559773] [INFO ] [FORECASTER] Completed predict_future for NPK
[2026-02-13T20:27:45.559927] [INFO ] [sig       ] NPK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:45.703055] [INFO ] [LOCAL     ] Saved forecast: NPK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NPK.txt
[2026-02-13T20:27:45.703213] [INFO ] [sig       ] [2160/3406] Completed NPK in 0.4s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:45.703253] [INFO ] [sig       ] [2161/3406] Forecasting NPO...
[2026-02-13T20:27:45.703284] [INFO ] [sig       ] Generating forecast for: NPO
[2026-02-13T20:27:45.703314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2026-02-13T20:27:45.716941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2026-02-13T20:27:45.717362] [INFO ] [FORECASTER] Starting predict_future for NPO
[2026-02-13T20:27:45.718281] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2026-02-13T20:27:45.718336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:45.718371] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:45.718400] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:45.718459] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:45.776383] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:45.777278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:45.777391] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:45.777425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:45.903947] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:45.904134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:45.904188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:45.904228] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:45.908967] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: UP (p=72.36%)
[2026-02-13T20:27:45.909331] [INFO ] [FORECASTER] Completed predict_future for NPO
[2026-02-13T20:27:45.909494] [INFO ] [sig       ] NPO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:46.062009] [INFO ] [LOCAL     ] Saved forecast: NPO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NPO.txt
[2026-02-13T20:27:46.062164] [INFO ] [sig       ] [2161/3406] Completed NPO in 0.4s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:46.062205] [INFO ] [sig       ] [2162/3406] Forecasting NQP...
[2026-02-13T20:27:46.062235] [INFO ] [sig       ] Generating forecast for: NQP
[2026-02-13T20:27:46.062266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2026-02-13T20:27:46.073768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NQP'.
[2026-02-13T20:27:46.074140] [INFO ] [FORECASTER] Starting predict_future for NQP
[2026-02-13T20:27:46.075020] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2026-02-13T20:27:46.075076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:46.075109] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:46.075135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:46.075193] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:46.138799] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:46.139863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:46.139951] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:46.139985] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:46.262934] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:46.263096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:46.263135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:46.263165] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:46.266978] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=71.99%)
[2026-02-13T20:27:46.267264] [INFO ] [FORECASTER] Completed predict_future for NQP
[2026-02-13T20:27:46.267394] [INFO ] [sig       ] NQP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:46.413995] [INFO ] [LOCAL     ] Saved forecast: NQP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NQP.txt
[2026-02-13T20:27:46.414151] [INFO ] [sig       ] [2162/3406] Completed NQP in 0.4s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:46.414190] [INFO ] [sig       ] [2163/3406] Forecasting NRC...
[2026-02-13T20:27:46.414221] [INFO ] [sig       ] Generating forecast for: NRC
[2026-02-13T20:27:46.414251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2026-02-13T20:27:46.425633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2026-02-13T20:27:46.425966] [INFO ] [FORECASTER] Starting predict_future for NRC
[2026-02-13T20:27:46.426840] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2026-02-13T20:27:46.426895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:46.426928] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:46.426956] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:46.427013] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:46.489314] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:46.490226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:46.490310] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:46.490344] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:46.614121] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:46.614280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:46.614320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:46.614348] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:46.618345] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: UP (p=53.00%)
[2026-02-13T20:27:46.618676] [INFO ] [FORECASTER] Completed predict_future for NRC
[2026-02-13T20:27:46.618810] [INFO ] [sig       ] NRC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:46.763552] [INFO ] [LOCAL     ] Saved forecast: NRC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NRC.txt
[2026-02-13T20:27:46.763712] [INFO ] [sig       ] [2163/3406] Completed NRC in 0.3s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:46.763751] [INFO ] [sig       ] [2164/3406] Forecasting NRDS...
[2026-02-13T20:27:46.763782] [INFO ] [sig       ] Generating forecast for: NRDS
[2026-02-13T20:27:46.763818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2026-02-13T20:27:46.775891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2026-02-13T20:27:46.776276] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2026-02-13T20:27:46.777129] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2026-02-13T20:27:46.777182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:46.777215] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:46.777243] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:46.777299] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:46.841725] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:46.842759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:46.842846] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:46.842880] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:46.962985] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:46.963148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:46.963189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:46.963219] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:46.966768] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: DOWN (p=19.32%)
[2026-02-13T20:27:46.967066] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2026-02-13T20:27:46.967199] [INFO ] [sig       ] NRDS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:47.108750] [INFO ] [LOCAL     ] Saved forecast: NRDS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NRDS.txt
[2026-02-13T20:27:47.108946] [INFO ] [sig       ] [2164/3406] Completed NRDS in 0.3s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:47.108987] [INFO ] [sig       ] [2165/3406] Forecasting NREF...
[2026-02-13T20:27:47.109019] [INFO ] [sig       ] Generating forecast for: NREF
[2026-02-13T20:27:47.109049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2026-02-13T20:27:47.121106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NREF'.
[2026-02-13T20:27:47.121494] [INFO ] [FORECASTER] Starting predict_future for NREF
[2026-02-13T20:27:47.122326] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2026-02-13T20:27:47.122378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:47.122410] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:47.122437] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:47.122493] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:47.181133] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:47.181885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:47.181975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:47.182009] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:47.301304] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:47.301467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:47.301508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:47.301536] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:47.305182] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=13.82%)
[2026-02-13T20:27:47.305461] [INFO ] [FORECASTER] Completed predict_future for NREF
[2026-02-13T20:27:47.305639] [INFO ] [sig       ] NREF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:47.449524] [INFO ] [LOCAL     ] Saved forecast: NREF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NREF.txt
[2026-02-13T20:27:47.449726] [INFO ] [sig       ] [2165/3406] Completed NREF in 0.3s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:47.449767] [INFO ] [sig       ] [2166/3406] Forecasting NRG...
[2026-02-13T20:27:47.449797] [INFO ] [sig       ] Generating forecast for: NRG
[2026-02-13T20:27:47.449829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2026-02-13T20:27:47.461210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2026-02-13T20:27:47.461616] [INFO ] [FORECASTER] Starting predict_future for NRG
[2026-02-13T20:27:47.462396] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2026-02-13T20:27:47.462448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:47.462484] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:47.462511] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:47.462567] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:47.520173] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:47.521225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:47.521308] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:47.521340] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:47.642780] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:47.642924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:47.642964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:47.642992] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:47.646450] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: DOWN (p=44.12%)
[2026-02-13T20:27:47.646773] [INFO ] [FORECASTER] Completed predict_future for NRG
[2026-02-13T20:27:47.646906] [INFO ] [sig       ] NRG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:47.785096] [INFO ] [LOCAL     ] Saved forecast: NRG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NRG.txt
[2026-02-13T20:27:47.785223] [INFO ] [sig       ] [2166/3406] Completed NRG in 0.3s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:47.785262] [INFO ] [sig       ] [2167/3406] Forecasting NRIM...
[2026-02-13T20:27:47.785291] [INFO ] [sig       ] Generating forecast for: NRIM
[2026-02-13T20:27:47.785321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2026-02-13T20:27:47.796565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2026-02-13T20:27:47.796916] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2026-02-13T20:27:47.797721] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2026-02-13T20:27:47.797772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:47.797803] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:47.797828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:47.797883] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:47.853978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:47.854824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:47.854907] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:47.854939] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:47.981312] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:47.981465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:47.981505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:47.981550] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:47.985280] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: UP (p=87.58%)
[2026-02-13T20:27:47.985555] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2026-02-13T20:27:47.985704] [INFO ] [sig       ] NRIM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:48.126156] [INFO ] [LOCAL     ] Saved forecast: NRIM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NRIM.txt
[2026-02-13T20:27:48.126271] [INFO ] [sig       ] [2167/3406] Completed NRIM in 0.3s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:48.126308] [INFO ] [sig       ] [2168/3406] Forecasting NRIX...
[2026-02-13T20:27:48.126338] [INFO ] [sig       ] Generating forecast for: NRIX
[2026-02-13T20:27:48.126369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2026-02-13T20:27:48.138906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIX'.
[2026-02-13T20:27:48.139220] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2026-02-13T20:27:48.140046] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2026-02-13T20:27:48.140098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:48.140160] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:48.140188] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:48.140245] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:48.197568] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:48.198210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:48.198288] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:48.198320] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:48.323098] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:48.323253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:48.323291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:48.323319] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:48.326730] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: DOWN (p=41.24%)
[2026-02-13T20:27:48.327001] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2026-02-13T20:27:48.327128] [INFO ] [sig       ] NRIX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:48.466789] [INFO ] [LOCAL     ] Saved forecast: NRIX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NRIX.txt
[2026-02-13T20:27:48.466940] [INFO ] [sig       ] [2168/3406] Completed NRIX in 0.3s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:48.466980] [INFO ] [sig       ] [2169/3406] Forecasting NRK...
[2026-02-13T20:27:48.467010] [INFO ] [sig       ] Generating forecast for: NRK
[2026-02-13T20:27:48.467042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2026-02-13T20:27:48.478618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2026-02-13T20:27:48.479005] [INFO ] [FORECASTER] Starting predict_future for NRK
[2026-02-13T20:27:48.479818] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2026-02-13T20:27:48.479871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:48.479902] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:48.479928] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:48.479984] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:48.538248] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:48.539301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:48.539386] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:48.539425] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:48.662679] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:48.662895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:48.662940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:48.662969] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:48.666991] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=3.98%)
[2026-02-13T20:27:48.667291] [INFO ] [FORECASTER] Completed predict_future for NRK
[2026-02-13T20:27:48.667427] [INFO ] [sig       ] NRK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:48.811309] [INFO ] [LOCAL     ] Saved forecast: NRK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NRK.txt
[2026-02-13T20:27:48.811457] [INFO ] [sig       ] [2169/3406] Completed NRK in 0.3s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:48.811499] [INFO ] [sig       ] [2170/3406] Forecasting NRP...
[2026-02-13T20:27:48.811529] [INFO ] [sig       ] Generating forecast for: NRP
[2026-02-13T20:27:48.811559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2026-02-13T20:27:48.823493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRP'.
[2026-02-13T20:27:48.823872] [INFO ] [FORECASTER] Starting predict_future for NRP
[2026-02-13T20:27:48.824743] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2026-02-13T20:27:48.824797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:48.824831] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:48.824858] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:48.824917] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:48.882795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:48.883488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:48.883569] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:48.883622] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:49.003222] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:49.003388] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:49.003428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:49.003457] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:49.007119] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2026-02-13T20:27:49.007406] [INFO ] [FORECASTER] Completed predict_future for NRP
[2026-02-13T20:27:49.007559] [INFO ] [sig       ] NRP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:49.151873] [INFO ] [LOCAL     ] Saved forecast: NRP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NRP.txt
[2026-02-13T20:27:49.152020] [INFO ] [sig       ] [2170/3406] Completed NRP in 0.3s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:49.152059] [INFO ] [sig       ] [2171/3406] Forecasting NRXP...
[2026-02-13T20:27:49.152091] [INFO ] [sig       ] Generating forecast for: NRXP
[2026-02-13T20:27:49.152122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2026-02-13T20:27:49.163714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRXP'.
[2026-02-13T20:27:49.164069] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2026-02-13T20:27:49.164917] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2026-02-13T20:27:49.164970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:49.165004] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:49.165031] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:49.165103] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:49.222952] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:49.223679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:49.223761] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:49.223792] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:49.348477] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:49.348858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:49.348900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:49.348965] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:49.352630] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: DOWN (p=0.76%)
[2026-02-13T20:27:49.353139] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2026-02-13T20:27:49.353281] [INFO ] [sig       ] NRXP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:49.499036] [INFO ] [LOCAL     ] Saved forecast: NRXP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NRXP.txt
[2026-02-13T20:27:49.499238] [INFO ] [sig       ] [2171/3406] Completed NRXP in 0.3s | 2.84 sym/s | Total: 12.7m | ETA: 7.3m
[2026-02-13T20:27:49.499292] [INFO ] [sig       ] [2172/3406] Forecasting NSC...
[2026-02-13T20:27:49.499334] [INFO ] [sig       ] Generating forecast for: NSC
[2026-02-13T20:27:49.499377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2026-02-13T20:27:49.514074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2026-02-13T20:27:49.514537] [INFO ] [FORECASTER] Starting predict_future for NSC
[2026-02-13T20:27:49.515567] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2026-02-13T20:27:49.515653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:49.515696] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:49.515732] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:49.515811] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:49.576374] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:49.577242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:49.577323] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:49.577356] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:49.706013] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:49.706168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:49.706207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:49.706237] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:49.710486] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: DOWN (p=19.17%)
[2026-02-13T20:27:49.710781] [INFO ] [FORECASTER] Completed predict_future for NSC
[2026-02-13T20:27:49.710907] [INFO ] [sig       ] NSC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:49.852107] [INFO ] [LOCAL     ] Saved forecast: NSC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NSC.txt
[2026-02-13T20:27:49.852241] [INFO ] [sig       ] [2172/3406] Completed NSC in 0.4s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:49.852280] [INFO ] [sig       ] [2173/3406] Forecasting NSP...
[2026-02-13T20:27:49.852310] [INFO ] [sig       ] Generating forecast for: NSP
[2026-02-13T20:27:49.852340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2026-02-13T20:27:49.864201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSP'.
[2026-02-13T20:27:49.864564] [INFO ] [FORECASTER] Starting predict_future for NSP
[2026-02-13T20:27:49.865380] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2026-02-13T20:27:49.865447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:49.865481] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:49.865509] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:49.865569] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:49.924044] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:49.924886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:49.924968] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:49.925001] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:50.049664] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:50.050023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:50.050064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:50.050094] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:50.054019] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2026-02-13T20:27:50.054300] [INFO ] [FORECASTER] Completed predict_future for NSP
[2026-02-13T20:27:50.054430] [INFO ] [sig       ] NSP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:50.198940] [INFO ] [LOCAL     ] Saved forecast: NSP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NSP.txt
[2026-02-13T20:27:50.199070] [INFO ] [sig       ] [2173/3406] Completed NSP in 0.3s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:50.199108] [INFO ] [sig       ] [2174/3406] Forecasting NSSC...
[2026-02-13T20:27:50.199138] [INFO ] [sig       ] Generating forecast for: NSSC
[2026-02-13T20:27:50.199170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2026-02-13T20:27:50.209824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSSC'.
[2026-02-13T20:27:50.210370] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2026-02-13T20:27:50.211425] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2026-02-13T20:27:50.211481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:50.211520] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:50.211554] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:50.211659] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:50.271715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:50.272620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:50.272710] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:50.272744] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:50.409789] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:50.409954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:50.409997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:50.410027] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:50.414053] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=6.33%)
[2026-02-13T20:27:50.414422] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2026-02-13T20:27:50.414569] [INFO ] [sig       ] NSSC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:50.571806] [INFO ] [LOCAL     ] Saved forecast: NSSC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NSSC.txt
[2026-02-13T20:27:50.571960] [INFO ] [sig       ] [2174/3406] Completed NSSC in 0.4s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:50.572002] [INFO ] [sig       ] [2175/3406] Forecasting NTAP...
[2026-02-13T20:27:50.572031] [INFO ] [sig       ] Generating forecast for: NTAP
[2026-02-13T20:27:50.572061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2026-02-13T20:27:50.586872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2026-02-13T20:27:50.587305] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2026-02-13T20:27:50.588319] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2026-02-13T20:27:50.588380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:50.588417] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:50.588449] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:50.588524] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:50.647793] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:50.648666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:50.648750] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:50.648782] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:50.786908] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:50.787102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:50.787160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:50.787204] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:50.791964] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: DOWN (p=39.85%)
[2026-02-13T20:27:50.792413] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2026-02-13T20:27:50.792617] [INFO ] [sig       ] NTAP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:50.959484] [INFO ] [LOCAL     ] Saved forecast: NTAP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NTAP.txt
[2026-02-13T20:27:50.959653] [INFO ] [sig       ] [2175/3406] Completed NTAP in 0.4s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:50.959698] [INFO ] [sig       ] [2176/3406] Forecasting NTB...
[2026-02-13T20:27:50.959728] [INFO ] [sig       ] Generating forecast for: NTB
[2026-02-13T20:27:50.959758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2026-02-13T20:27:50.970290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2026-02-13T20:27:50.970647] [INFO ] [FORECASTER] Starting predict_future for NTB
[2026-02-13T20:27:50.971645] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2026-02-13T20:27:50.971696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:50.971728] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:50.971755] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:50.971812] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:51.033339] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:51.034388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:51.034490] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:51.034548] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:51.155001] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:51.155166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:51.155206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:51.155235] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:51.158625] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: DOWN (p=48.86%)
[2026-02-13T20:27:51.158900] [INFO ] [FORECASTER] Completed predict_future for NTB
[2026-02-13T20:27:51.159024] [INFO ] [sig       ] NTB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:51.302046] [INFO ] [LOCAL     ] Saved forecast: NTB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NTB.txt
[2026-02-13T20:27:51.302206] [INFO ] [sig       ] [2176/3406] Completed NTB in 0.3s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:51.302249] [INFO ] [sig       ] [2177/3406] Forecasting NTES...
[2026-02-13T20:27:51.302277] [INFO ] [sig       ] Generating forecast for: NTES
[2026-02-13T20:27:51.302307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2026-02-13T20:27:51.313689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2026-02-13T20:27:51.314004] [INFO ] [FORECASTER] Starting predict_future for NTES
[2026-02-13T20:27:51.314801] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2026-02-13T20:27:51.314854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:51.314886] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:51.314913] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:51.314969] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:51.373200] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:51.373966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:51.374048] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:51.374081] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:51.509250] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:51.509426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:51.509478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:51.509512] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:51.513530] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: UP (p=89.30%)
[2026-02-13T20:27:51.513902] [INFO ] [FORECASTER] Completed predict_future for NTES
[2026-02-13T20:27:51.514049] [INFO ] [sig       ] NTES: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:51.668199] [INFO ] [LOCAL     ] Saved forecast: NTES	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NTES.txt
[2026-02-13T20:27:51.668351] [INFO ] [sig       ] [2177/3406] Completed NTES in 0.4s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:51.668392] [INFO ] [sig       ] [2178/3406] Forecasting NTIC...
[2026-02-13T20:27:51.668422] [INFO ] [sig       ] Generating forecast for: NTIC
[2026-02-13T20:27:51.668453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2026-02-13T20:27:51.680066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2026-02-13T20:27:51.680512] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2026-02-13T20:27:51.681422] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2026-02-13T20:27:51.681478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:51.681510] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:51.681536] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:51.681616] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:51.740312] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:51.741228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:51.741351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:51.741398] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:51.859440] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:51.859615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:51.859656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:51.859686] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:51.863524] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: UP (p=95.06%)
[2026-02-13T20:27:51.863913] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2026-02-13T20:27:51.864059] [INFO ] [sig       ] NTIC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:52.018734] [INFO ] [LOCAL     ] Saved forecast: NTIC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NTIC.txt
[2026-02-13T20:27:52.019072] [INFO ] [sig       ] [2178/3406] Completed NTIC in 0.4s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:52.019115] [INFO ] [sig       ] [2179/3406] Forecasting NTLA...
[2026-02-13T20:27:52.019147] [INFO ] [sig       ] Generating forecast for: NTLA
[2026-02-13T20:27:52.019179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2026-02-13T20:27:52.032546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2026-02-13T20:27:52.032912] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2026-02-13T20:27:52.033788] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2026-02-13T20:27:52.033843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:52.033876] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:52.033904] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:52.033963] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:52.093900] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:52.094763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:52.094850] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:52.094885] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:52.219105] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:52.219263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:52.219304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:52.219335] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:52.222861] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=36.44%)
[2026-02-13T20:27:52.223148] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2026-02-13T20:27:52.223278] [INFO ] [sig       ] NTLA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:52.370270] [INFO ] [LOCAL     ] Saved forecast: NTLA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NTLA.txt
[2026-02-13T20:27:52.370464] [INFO ] [sig       ] [2179/3406] Completed NTLA in 0.4s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:52.370527] [INFO ] [sig       ] [2180/3406] Forecasting NTNX...
[2026-02-13T20:27:52.370566] [INFO ] [sig       ] Generating forecast for: NTNX
[2026-02-13T20:27:52.370620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2026-02-13T20:27:52.382199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2026-02-13T20:27:52.382633] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2026-02-13T20:27:52.383639] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2026-02-13T20:27:52.383697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:52.383744] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:52.383786] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:52.383864] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:52.445835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:52.446753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:52.446840] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:52.446874] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:52.572341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:52.572516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:52.572558] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:52.572611] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:52.576157] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2026-02-13T20:27:52.576453] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2026-02-13T20:27:52.576604] [INFO ] [sig       ] NTNX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:52.721160] [INFO ] [LOCAL     ] Saved forecast: NTNX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NTNX.txt
[2026-02-13T20:27:52.721320] [INFO ] [sig       ] [2180/3406] Completed NTNX in 0.4s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:52.721362] [INFO ] [sig       ] [2181/3406] Forecasting NTRA...
[2026-02-13T20:27:52.721391] [INFO ] [sig       ] Generating forecast for: NTRA
[2026-02-13T20:27:52.721422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2026-02-13T20:27:52.733190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2026-02-13T20:27:52.733605] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2026-02-13T20:27:52.734380] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2026-02-13T20:27:52.734432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:52.734464] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:52.734490] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:52.734546] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:52.791508] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:52.792434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:52.792533] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:52.792566] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:52.929539] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:52.929745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:52.929788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:52.929818] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:52.933345] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: DOWN (p=26.44%)
[2026-02-13T20:27:52.933655] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2026-02-13T20:27:52.933790] [INFO ] [sig       ] NTRA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:53.083798] [INFO ] [LOCAL     ] Saved forecast: NTRA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NTRA.txt
[2026-02-13T20:27:53.084013] [INFO ] [sig       ] [2181/3406] Completed NTRA in 0.4s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:53.084071] [INFO ] [sig       ] [2182/3406] Forecasting NTRB...
[2026-02-13T20:27:53.084114] [INFO ] [sig       ] Generating forecast for: NTRB
[2026-02-13T20:27:53.084157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2026-02-13T20:27:53.095719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2026-02-13T20:27:53.096095] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2026-02-13T20:27:53.096920] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2026-02-13T20:27:53.096975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:53.097009] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:53.097037] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:53.097095] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:53.157429] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:53.158207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:53.158294] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:53.158328] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:53.274340] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:53.274505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:53.274549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:53.274598] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:53.278191] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: UP (p=91.19%)
[2026-02-13T20:27:53.278484] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2026-02-13T20:27:53.278673] [INFO ] [sig       ] NTRB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:53.443475] [INFO ] [LOCAL     ] Saved forecast: NTRB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NTRB.txt
[2026-02-13T20:27:53.443646] [INFO ] [sig       ] [2182/3406] Completed NTRB in 0.4s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:53.443688] [INFO ] [sig       ] [2183/3406] Forecasting NTRS...
[2026-02-13T20:27:53.443720] [INFO ] [sig       ] Generating forecast for: NTRS
[2026-02-13T20:27:53.443750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2026-02-13T20:27:53.455389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2026-02-13T20:27:53.455775] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2026-02-13T20:27:53.456632] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2026-02-13T20:27:53.456686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:53.456719] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:53.456747] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:53.456805] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:53.517787] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:53.518697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:53.518963] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:53.518996] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:53.643850] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:53.644016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:53.644058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:53.644088] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:53.647738] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=93.62%)
[2026-02-13T20:27:53.648066] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2026-02-13T20:27:53.648207] [INFO ] [sig       ] NTRS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:53.785894] [INFO ] [LOCAL     ] Saved forecast: NTRS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NTRS.txt
[2026-02-13T20:27:53.786036] [INFO ] [sig       ] [2183/3406] Completed NTRS in 0.3s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:53.786075] [INFO ] [sig       ] [2184/3406] Forecasting NTRSO...
[2026-02-13T20:27:53.786105] [INFO ] [sig       ] Generating forecast for: NTRSO
[2026-02-13T20:27:53.786135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2026-02-13T20:27:53.797406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRSO'.
[2026-02-13T20:27:53.797819] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2026-02-13T20:27:53.798610] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2026-02-13T20:27:53.798664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:53.798714] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:53.798742] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:53.798798] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:53.867071] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:53.868203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:53.868310] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:53.868357] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:53.996121] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:53.996287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:53.996328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:53.996358] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:54.000361] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: UP (p=86.57%)
[2026-02-13T20:27:54.000757] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2026-02-13T20:27:54.000908] [INFO ] [sig       ] NTRSO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:54.141794] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NTRSO.txt
[2026-02-13T20:27:54.141951] [INFO ] [sig       ] [2184/3406] Completed NTRSO in 0.4s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:54.141993] [INFO ] [sig       ] [2185/3406] Forecasting NUS...
[2026-02-13T20:27:54.142022] [INFO ] [sig       ] Generating forecast for: NUS
[2026-02-13T20:27:54.142052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2026-02-13T20:27:54.154123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2026-02-13T20:27:54.154513] [INFO ] [FORECASTER] Starting predict_future for NUS
[2026-02-13T20:27:54.155349] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2026-02-13T20:27:54.155402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:54.155465] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:54.155493] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:54.155550] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:54.211809] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:54.212724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:54.212812] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:54.212843] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:54.335100] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:54.335260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:54.335300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:54.335330] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:54.338845] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: UP (p=65.15%)
[2026-02-13T20:27:54.339127] [INFO ] [FORECASTER] Completed predict_future for NUS
[2026-02-13T20:27:54.339254] [INFO ] [sig       ] NUS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:54.481670] [INFO ] [LOCAL     ] Saved forecast: NUS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NUS.txt
[2026-02-13T20:27:54.481833] [INFO ] [sig       ] [2185/3406] Completed NUS in 0.3s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:54.481876] [INFO ] [sig       ] [2186/3406] Forecasting NUTX...
[2026-02-13T20:27:54.481908] [INFO ] [sig       ] Generating forecast for: NUTX
[2026-02-13T20:27:54.481941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2026-02-13T20:27:54.493808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2026-02-13T20:27:54.494172] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2026-02-13T20:27:54.495005] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2026-02-13T20:27:54.495058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:54.495090] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:54.495116] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:54.495174] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:54.564305] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:54.565280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:54.565371] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:54.565405] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:54.692355] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:54.692515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:54.692554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:54.692601] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:54.696445] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: UP (p=86.24%)
[2026-02-13T20:27:54.696893] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2026-02-13T20:27:54.697231] [INFO ] [sig       ] NUTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:54.845127] [INFO ] [LOCAL     ] Saved forecast: NUTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NUTX.txt
[2026-02-13T20:27:54.845279] [INFO ] [sig       ] [2186/3406] Completed NUTX in 0.4s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:54.845321] [INFO ] [sig       ] [2187/3406] Forecasting NUVB...
[2026-02-13T20:27:54.845350] [INFO ] [sig       ] Generating forecast for: NUVB
[2026-02-13T20:27:54.845380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2026-02-13T20:27:54.857798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2026-02-13T20:27:54.858311] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2026-02-13T20:27:54.859422] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2026-02-13T20:27:54.859476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:54.859510] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:54.859537] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:54.859629] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:54.923936] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:54.925082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:54.925177] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:54.925211] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:55.060504] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:55.060705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:55.060756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:55.060787] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:55.064598] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=71.93%)
[2026-02-13T20:27:55.064981] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2026-02-13T20:27:55.065129] [INFO ] [sig       ] NUVB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:55.220588] [INFO ] [LOCAL     ] Saved forecast: NUVB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NUVB.txt
[2026-02-13T20:27:55.220739] [INFO ] [sig       ] [2187/3406] Completed NUVB in 0.4s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:55.220787] [INFO ] [sig       ] [2188/3406] Forecasting NUVL...
[2026-02-13T20:27:55.220818] [INFO ] [sig       ] Generating forecast for: NUVL
[2026-02-13T20:27:55.220850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2026-02-13T20:27:55.232628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2026-02-13T20:27:55.233216] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2026-02-13T20:27:55.234048] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2026-02-13T20:27:55.234100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:55.234133] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:55.234160] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:55.234216] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:55.295634] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:55.296427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:55.296513] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:55.296547] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:55.426866] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:55.427024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:55.427066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:55.427143] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:55.431208] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=26.33%)
[2026-02-13T20:27:55.431506] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2026-02-13T20:27:55.431676] [INFO ] [sig       ] NUVL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:55.581702] [INFO ] [LOCAL     ] Saved forecast: NUVL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NUVL.txt
[2026-02-13T20:27:55.581842] [INFO ] [sig       ] [2188/3406] Completed NUVL in 0.4s | 2.84 sym/s | Total: 12.8m | ETA: 7.2m
[2026-02-13T20:27:55.581882] [INFO ] [sig       ] [2189/3406] Forecasting NUWE...
[2026-02-13T20:27:55.581914] [INFO ] [sig       ] Generating forecast for: NUWE
[2026-02-13T20:27:55.581945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2026-02-13T20:27:55.593709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2026-02-13T20:27:55.594084] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2026-02-13T20:27:55.594925] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2026-02-13T20:27:55.594980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:55.595013] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:55.595041] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:55.595098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:55.655463] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:55.656295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:55.656380] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:55.656414] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:55.776768] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:55.776940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:55.776994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:55.777026] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:55.780760] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: UP (p=88.30%)
[2026-02-13T20:27:55.781154] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2026-02-13T20:27:55.781344] [INFO ] [sig       ] NUWE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:55.923678] [INFO ] [LOCAL     ] Saved forecast: NUWE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NUWE.txt
[2026-02-13T20:27:55.923828] [INFO ] [sig       ] [2189/3406] Completed NUWE in 0.3s | 2.84 sym/s | Total: 12.9m | ETA: 7.1m
[2026-02-13T20:27:55.923868] [INFO ] [sig       ] [2190/3406] Forecasting NVAX...
[2026-02-13T20:27:55.923898] [INFO ] [sig       ] Generating forecast for: NVAX
[2026-02-13T20:27:55.923928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2026-02-13T20:27:55.934972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2026-02-13T20:27:55.935338] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2026-02-13T20:27:55.936166] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2026-02-13T20:27:55.936219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:55.936250] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:55.936276] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:55.936333] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:55.994773] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:55.995529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:55.995630] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:55.995666] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:56.116465] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:56.116639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:56.116680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:56.116709] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:56.120178] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: DOWN (p=9.09%)
[2026-02-13T20:27:56.120469] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2026-02-13T20:27:56.120621] [INFO ] [sig       ] NVAX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:56.262020] [INFO ] [LOCAL     ] Saved forecast: NVAX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NVAX.txt
[2026-02-13T20:27:56.262165] [INFO ] [sig       ] [2190/3406] Completed NVAX in 0.3s | 2.84 sym/s | Total: 12.9m | ETA: 7.1m
[2026-02-13T20:27:56.262206] [INFO ] [sig       ] [2191/3406] Forecasting NVD...
[2026-02-13T20:27:56.262235] [INFO ] [sig       ] Generating forecast for: NVD
[2026-02-13T20:27:56.262265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2026-02-13T20:27:56.273385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2026-02-13T20:27:56.273770] [INFO ] [FORECASTER] Starting predict_future for NVD
[2026-02-13T20:27:56.274761] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2026-02-13T20:27:56.274812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:56.274844] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:56.274871] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:56.274928] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:56.332675] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:56.333445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:56.333531] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:56.333566] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:56.454154] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:56.454315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:56.454373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:56.454404] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:56.458067] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: UP (p=66.59%)
[2026-02-13T20:27:56.458369] [INFO ] [FORECASTER] Completed predict_future for NVD
[2026-02-13T20:27:56.458504] [INFO ] [sig       ] NVD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:56.603933] [INFO ] [LOCAL     ] Saved forecast: NVD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NVD.txt
[2026-02-13T20:27:56.604107] [INFO ] [sig       ] [2191/3406] Completed NVD in 0.3s | 2.84 sym/s | Total: 12.9m | ETA: 7.1m
[2026-02-13T20:27:56.604165] [INFO ] [sig       ] [2192/3406] Forecasting NVDA...
[2026-02-13T20:27:56.604197] [INFO ] [sig       ] Generating forecast for: NVDA
[2026-02-13T20:27:56.604234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2026-02-13T20:27:56.616725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2026-02-13T20:27:56.617113] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2026-02-13T20:27:56.617999] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2026-02-13T20:27:56.618053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:56.618086] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:56.618112] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:56.618171] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:56.684741] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:56.685780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:56.685942] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:56.685983] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:56.820680] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:56.820848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:56.820891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:56.820921] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:56.824601] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2026-02-13T20:27:56.824940] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2026-02-13T20:27:56.825086] [INFO ] [sig       ] NVDA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:56.972840] [INFO ] [LOCAL     ] Saved forecast: NVDA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NVDA.txt
[2026-02-13T20:27:56.973002] [INFO ] [sig       ] [2192/3406] Completed NVDA in 0.4s | 2.84 sym/s | Total: 12.9m | ETA: 7.1m
[2026-02-13T20:27:56.973052] [INFO ] [sig       ] [2193/3406] Forecasting NVDD...
[2026-02-13T20:27:56.973082] [INFO ] [sig       ] Generating forecast for: NVDD
[2026-02-13T20:27:56.973120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2026-02-13T20:27:56.985521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDD'.
[2026-02-13T20:27:56.985968] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2026-02-13T20:27:56.986897] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2026-02-13T20:27:56.986955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:56.986989] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:56.987016] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:56.987094] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:57.046975] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:57.047923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:57.048015] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:57.048062] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:57.176756] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:57.176930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:57.176973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:57.177004] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:57.180712] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=57.34%)
[2026-02-13T20:27:57.181026] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2026-02-13T20:27:57.181207] [INFO ] [sig       ] NVDD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:57.334282] [INFO ] [LOCAL     ] Saved forecast: NVDD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NVDD.txt
[2026-02-13T20:27:57.334452] [INFO ] [sig       ] [2193/3406] Completed NVDD in 0.4s | 2.84 sym/s | Total: 12.9m | ETA: 7.1m
[2026-02-13T20:27:57.334504] [INFO ] [sig       ] [2194/3406] Forecasting NVDL...
[2026-02-13T20:27:57.334541] [INFO ] [sig       ] Generating forecast for: NVDL
[2026-02-13T20:27:57.334599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2026-02-13T20:27:57.346737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2026-02-13T20:27:57.347095] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2026-02-13T20:27:57.347955] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2026-02-13T20:27:57.348009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:57.348051] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:57.348081] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:57.348138] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:57.413953] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:57.414805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:57.414895] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:57.414928] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:57.549002] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:57.549164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:57.549207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:57.549237] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:57.553007] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: DOWN (p=36.18%)
[2026-02-13T20:27:57.553300] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2026-02-13T20:27:57.553434] [INFO ] [sig       ] NVDL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:57.704675] [INFO ] [LOCAL     ] Saved forecast: NVDL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NVDL.txt
[2026-02-13T20:27:57.704870] [INFO ] [sig       ] [2194/3406] Completed NVDL in 0.4s | 2.84 sym/s | Total: 12.9m | ETA: 7.1m
[2026-02-13T20:27:57.704927] [INFO ] [sig       ] [2195/3406] Forecasting NVDS...
[2026-02-13T20:27:57.704973] [INFO ] [sig       ] Generating forecast for: NVDS
[2026-02-13T20:27:57.705006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2026-02-13T20:27:57.717220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2026-02-13T20:27:57.717636] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2026-02-13T20:27:57.718517] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2026-02-13T20:27:57.718610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:57.718663] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:57.718695] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:57.718755] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:57.781020] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:57.781904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:57.782037] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:57.782072] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:57.921954] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:57.922112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:57.922154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:57.922186] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:57.925712] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=32.66%)
[2026-02-13T20:27:57.926004] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2026-02-13T20:27:57.926135] [INFO ] [sig       ] NVDS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:58.083513] [INFO ] [LOCAL     ] Saved forecast: NVDS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NVDS.txt
[2026-02-13T20:27:58.083744] [INFO ] [sig       ] [2195/3406] Completed NVDS in 0.4s | 2.84 sym/s | Total: 12.9m | ETA: 7.1m
[2026-02-13T20:27:58.083821] [INFO ] [sig       ] [2196/3406] Forecasting NVEC...
[2026-02-13T20:27:58.083876] [INFO ] [sig       ] Generating forecast for: NVEC
[2026-02-13T20:27:58.083924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2026-02-13T20:27:58.096506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2026-02-13T20:27:58.096935] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2026-02-13T20:27:58.097801] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2026-02-13T20:27:58.097855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:58.097888] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:58.097915] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:58.097974] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:58.160292] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:58.161440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:58.161529] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:58.161562] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:58.288878] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:58.289047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:58.289088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:58.289118] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:58.292716] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: UP (p=56.90%)
[2026-02-13T20:27:58.293010] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2026-02-13T20:27:58.293145] [INFO ] [sig       ] NVEC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:58.444752] [INFO ] [LOCAL     ] Saved forecast: NVEC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NVEC.txt
[2026-02-13T20:27:58.444919] [INFO ] [sig       ] [2196/3406] Completed NVEC in 0.4s | 2.84 sym/s | Total: 12.9m | ETA: 7.1m
[2026-02-13T20:27:58.444961] [INFO ] [sig       ] [2197/3406] Forecasting NVG...
[2026-02-13T20:27:58.444994] [INFO ] [sig       ] Generating forecast for: NVG
[2026-02-13T20:27:58.445026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2026-02-13T20:27:58.458480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVG'.
[2026-02-13T20:27:58.458908] [INFO ] [FORECASTER] Starting predict_future for NVG
[2026-02-13T20:27:58.459981] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2026-02-13T20:27:58.460043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:58.460079] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:58.460106] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:58.460162] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:58.526028] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:58.527219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:58.527332] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:58.527384] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:58.657170] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:58.657330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:58.657371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:58.657402] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:58.661014] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: UP (p=87.13%)
[2026-02-13T20:27:58.661305] [INFO ] [FORECASTER] Completed predict_future for NVG
[2026-02-13T20:27:58.661448] [INFO ] [sig       ] NVG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:58.810872] [INFO ] [LOCAL     ] Saved forecast: NVG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NVG.txt
[2026-02-13T20:27:58.811015] [INFO ] [sig       ] [2197/3406] Completed NVG in 0.4s | 2.84 sym/s | Total: 12.9m | ETA: 7.1m
[2026-02-13T20:27:58.811054] [INFO ] [sig       ] [2198/3406] Forecasting NVGS...
[2026-02-13T20:27:58.811085] [INFO ] [sig       ] Generating forecast for: NVGS
[2026-02-13T20:27:58.811115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2026-02-13T20:27:58.824400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2026-02-13T20:27:58.824787] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2026-02-13T20:27:58.825689] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2026-02-13T20:27:58.825743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:58.825776] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:58.825803] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:58.825860] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:58.886228] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:58.887179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:58.887266] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:58.887302] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:59.013516] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:59.013694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:59.013737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:59.013769] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:59.017356] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: DOWN (p=3.57%)
[2026-02-13T20:27:59.017690] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2026-02-13T20:27:59.017843] [INFO ] [sig       ] NVGS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:27:59.170186] [INFO ] [LOCAL     ] Saved forecast: NVGS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NVGS.txt
[2026-02-13T20:27:59.170372] [INFO ] [sig       ] [2198/3406] Completed NVGS in 0.4s | 2.84 sym/s | Total: 12.9m | ETA: 7.1m
[2026-02-13T20:27:59.170417] [INFO ] [sig       ] [2199/3406] Forecasting NVMI...
[2026-02-13T20:27:59.170455] [INFO ] [sig       ] Generating forecast for: NVMI
[2026-02-13T20:27:59.170486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2026-02-13T20:27:59.183216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2026-02-13T20:27:59.183729] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2026-02-13T20:27:59.184871] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2026-02-13T20:27:59.184940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:59.184988] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:59.185028] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:59.185115] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:59.261359] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:59.262268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:59.262359] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:59.262394] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:59.381804] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:59.381962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:59.382003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:59.382034] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:59.385505] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: UP (p=95.99%)
[2026-02-13T20:27:59.385826] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2026-02-13T20:27:59.385966] [INFO ] [sig       ] NVMI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:59.532250] [INFO ] [LOCAL     ] Saved forecast: NVMI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NVMI.txt
[2026-02-13T20:27:59.532435] [INFO ] [sig       ] [2199/3406] Completed NVMI in 0.4s | 2.84 sym/s | Total: 12.9m | ETA: 7.1m
[2026-02-13T20:27:59.532494] [INFO ] [sig       ] [2200/3406] Forecasting NVO...
[2026-02-13T20:27:59.532527] [INFO ] [sig       ] Generating forecast for: NVO
[2026-02-13T20:27:59.532557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2026-02-13T20:27:59.549820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2026-02-13T20:27:59.550168] [INFO ] [FORECASTER] Starting predict_future for NVO
[2026-02-13T20:27:59.551241] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2026-02-13T20:27:59.551294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:59.551326] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:59.551353] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:59.551410] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:59.608371] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:59.609352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:59.609496] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:59.609531] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:27:59.731791] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:27:59.732154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:27:59.732195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:27:59.732224] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:27:59.736528] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=51.39%)
[2026-02-13T20:27:59.736897] [INFO ] [FORECASTER] Completed predict_future for NVO
[2026-02-13T20:27:59.737242] [INFO ] [sig       ] NVO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:27:59.884132] [INFO ] [LOCAL     ] Saved forecast: NVO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NVO.txt
[2026-02-13T20:27:59.884300] [INFO ] [sig       ] [2200/3406] Completed NVO in 0.4s | 2.84 sym/s | Total: 12.9m | ETA: 7.1m
[2026-02-13T20:27:59.884351] [INFO ] [sig       ] [2201/3406] Forecasting NVRI...
[2026-02-13T20:27:59.884384] [INFO ] [sig       ] Generating forecast for: NVRI
[2026-02-13T20:27:59.884414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2026-02-13T20:27:59.896507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2026-02-13T20:27:59.896940] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2026-02-13T20:27:59.897862] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2026-02-13T20:27:59.897929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:27:59.897964] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:27:59.897992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:27:59.898054] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:27:59.961316] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:27:59.962505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:27:59.962618] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:27:59.962656] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:00.096758] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:00.096940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:00.096980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:00.097011] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:00.101063] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2026-02-13T20:28:00.101519] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2026-02-13T20:28:00.101736] [INFO ] [sig       ] NVRI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:00.303998] [INFO ] [LOCAL     ] Saved forecast: NVRI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NVRI.txt
[2026-02-13T20:28:00.304228] [INFO ] [sig       ] [2201/3406] Completed NVRI in 0.4s | 2.84 sym/s | Total: 12.9m | ETA: 7.1m
[2026-02-13T20:28:00.304280] [INFO ] [sig       ] [2202/3406] Forecasting NVS...
[2026-02-13T20:28:00.304320] [INFO ] [sig       ] Generating forecast for: NVS
[2026-02-13T20:28:00.304359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2026-02-13T20:28:00.321558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2026-02-13T20:28:00.322066] [INFO ] [FORECASTER] Starting predict_future for NVS
[2026-02-13T20:28:00.323193] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2026-02-13T20:28:00.323254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:00.323336] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:00.323373] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:00.323450] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:00.403468] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:00.404507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:00.404642] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:00.404685] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:00.605685] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:00.605897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:00.605966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:00.606064] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:00.611996] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2026-02-13T20:28:00.612532] [INFO ] [FORECASTER] Completed predict_future for NVS
[2026-02-13T20:28:00.612796] [INFO ] [sig       ] NVS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:00.846426] [INFO ] [LOCAL     ] Saved forecast: NVS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NVS.txt
[2026-02-13T20:28:00.846666] [INFO ] [sig       ] [2202/3406] Completed NVS in 0.5s | 2.84 sym/s | Total: 12.9m | ETA: 7.1m
[2026-02-13T20:28:00.846754] [INFO ] [sig       ] [2203/3406] Forecasting NVTS...
[2026-02-13T20:28:00.846795] [INFO ] [sig       ] Generating forecast for: NVTS
[2026-02-13T20:28:00.846826] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2026-02-13T20:28:00.866856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2026-02-13T20:28:00.867453] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2026-02-13T20:28:00.868996] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2026-02-13T20:28:00.869110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:00.869164] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:00.869212] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:00.869310] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:00.961808] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:00.963092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:00.963216] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:00.963272] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:01.116727] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:01.116885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:01.116952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:01.117006] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:01.122548] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2026-02-13T20:28:01.123086] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2026-02-13T20:28:01.123297] [INFO ] [sig       ] NVTS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:01.290531] [INFO ] [LOCAL     ] Saved forecast: NVTS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NVTS.txt
[2026-02-13T20:28:01.290817] [INFO ] [sig       ] [2203/3406] Completed NVTS in 0.4s | 2.84 sym/s | Total: 12.9m | ETA: 7.1m
[2026-02-13T20:28:01.290886] [INFO ] [sig       ] [2204/3406] Forecasting NWBI...
[2026-02-13T20:28:01.290934] [INFO ] [sig       ] Generating forecast for: NWBI
[2026-02-13T20:28:01.290981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2026-02-13T20:28:01.305367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2026-02-13T20:28:01.305828] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2026-02-13T20:28:01.306754] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2026-02-13T20:28:01.306815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:01.306850] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:01.306877] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:01.306935] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:01.375127] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:01.376061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:01.376165] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:01.376212] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:01.515340] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:01.515498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:01.515554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:01.515611] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:01.519718] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=22.45%)
[2026-02-13T20:28:01.520080] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2026-02-13T20:28:01.520230] [INFO ] [sig       ] NWBI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:01.696196] [INFO ] [LOCAL     ] Saved forecast: NWBI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NWBI.txt
[2026-02-13T20:28:01.696363] [INFO ] [sig       ] [2204/3406] Completed NWBI in 0.4s | 2.84 sym/s | Total: 12.9m | ETA: 7.1m
[2026-02-13T20:28:01.696403] [INFO ] [sig       ] [2205/3406] Forecasting NWE...
[2026-02-13T20:28:01.696431] [INFO ] [sig       ] Generating forecast for: NWE
[2026-02-13T20:28:01.696461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2026-02-13T20:28:01.709396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2026-02-13T20:28:01.709875] [INFO ] [FORECASTER] Starting predict_future for NWE
[2026-02-13T20:28:01.710768] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2026-02-13T20:28:01.710823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:01.710856] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:01.710882] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:01.710941] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:01.777783] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:01.778719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:01.778813] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:01.778852] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:01.908124] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:01.908286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:01.908325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:01.908395] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:01.912123] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=95.81%)
[2026-02-13T20:28:01.912479] [INFO ] [FORECASTER] Completed predict_future for NWE
[2026-02-13T20:28:01.912656] [INFO ] [sig       ] NWE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:02.067060] [INFO ] [LOCAL     ] Saved forecast: NWE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NWE.txt
[2026-02-13T20:28:02.067223] [INFO ] [sig       ] [2205/3406] Completed NWE in 0.4s | 2.84 sym/s | Total: 13.0m | ETA: 7.1m
[2026-02-13T20:28:02.067265] [INFO ] [sig       ] [2206/3406] Forecasting NWFL...
[2026-02-13T20:28:02.067294] [INFO ] [sig       ] Generating forecast for: NWFL
[2026-02-13T20:28:02.067324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2026-02-13T20:28:02.078922] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NWFL'.
[2026-02-13T20:28:02.079425] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2026-02-13T20:28:02.080713] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2026-02-13T20:28:02.080785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:02.080829] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:02.080886] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:02.080972] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:02.169734] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:02.170657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:02.170749] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:02.170792] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:02.279643] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:02.279812] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-13T20:28:02.279852] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:02.279880] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:02.283462] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2026-02-13T20:28:02.283783] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2026-02-13T20:28:02.283921] [INFO ] [sig       ] NWFL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:02.424428] [INFO ] [LOCAL     ] Saved forecast: NWFL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NWFL.txt
[2026-02-13T20:28:02.424608] [INFO ] [sig       ] [2206/3406] Completed NWFL in 0.4s | 2.84 sym/s | Total: 13.0m | ETA: 7.1m
[2026-02-13T20:28:02.424652] [INFO ] [sig       ] [2207/3406] Forecasting NWG...
[2026-02-13T20:28:02.424683] [INFO ] [sig       ] Generating forecast for: NWG
[2026-02-13T20:28:02.424713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2026-02-13T20:28:02.436130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2026-02-13T20:28:02.436521] [INFO ] [FORECASTER] Starting predict_future for NWG
[2026-02-13T20:28:02.437356] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2026-02-13T20:28:02.437409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:02.437440] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:02.437466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:02.437522] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:02.500234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:02.501269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:02.501360] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:02.501395] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:02.624216] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:02.624381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:02.624421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:02.624451] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:02.628079] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: UP (p=94.89%)
[2026-02-13T20:28:02.628394] [INFO ] [FORECASTER] Completed predict_future for NWG
[2026-02-13T20:28:02.628536] [INFO ] [sig       ] NWG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:02.771539] [INFO ] [LOCAL     ] Saved forecast: NWG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NWG.txt
[2026-02-13T20:28:02.771733] [INFO ] [sig       ] [2207/3406] Completed NWG in 0.3s | 2.84 sym/s | Total: 13.0m | ETA: 7.0m
[2026-02-13T20:28:02.771775] [INFO ] [sig       ] [2208/3406] Forecasting NWL...
[2026-02-13T20:28:02.771803] [INFO ] [sig       ] Generating forecast for: NWL
[2026-02-13T20:28:02.771834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2026-02-13T20:28:02.783080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2026-02-13T20:28:02.783565] [INFO ] [FORECASTER] Starting predict_future for NWL
[2026-02-13T20:28:02.784475] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2026-02-13T20:28:02.784529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:02.784561] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:02.784619] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:02.784677] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:02.843238] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:02.844145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:02.844232] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:02.844266] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:02.972381] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:02.972543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:02.972602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:02.972633] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:02.976158] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: DOWN (p=27.68%)
[2026-02-13T20:28:02.976444] [INFO ] [FORECASTER] Completed predict_future for NWL
[2026-02-13T20:28:02.976595] [INFO ] [sig       ] NWL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:03.118657] [INFO ] [LOCAL     ] Saved forecast: NWL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NWL.txt
[2026-02-13T20:28:03.118828] [INFO ] [sig       ] [2208/3406] Completed NWL in 0.3s | 2.84 sym/s | Total: 13.0m | ETA: 7.0m
[2026-02-13T20:28:03.118875] [INFO ] [sig       ] [2209/3406] Forecasting NWPX...
[2026-02-13T20:28:03.118903] [INFO ] [sig       ] Generating forecast for: NWPX
[2026-02-13T20:28:03.118932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2026-02-13T20:28:03.130241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWPX'.
[2026-02-13T20:28:03.130609] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2026-02-13T20:28:03.131389] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2026-02-13T20:28:03.131442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:03.131475] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:03.131502] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:03.131559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:03.190791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:03.191645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:03.191730] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:03.191763] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:03.314956] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:03.315128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:03.315168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:03.315197] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:03.318824] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: UP (p=93.35%)
[2026-02-13T20:28:03.319204] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2026-02-13T20:28:03.319384] [INFO ] [sig       ] NWPX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:03.467352] [INFO ] [LOCAL     ] Saved forecast: NWPX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NWPX.txt
[2026-02-13T20:28:03.467512] [INFO ] [sig       ] [2209/3406] Completed NWPX in 0.3s | 2.84 sym/s | Total: 13.0m | ETA: 7.0m
[2026-02-13T20:28:03.467552] [INFO ] [sig       ] [2210/3406] Forecasting NWS...
[2026-02-13T20:28:03.467622] [INFO ] [sig       ] Generating forecast for: NWS
[2026-02-13T20:28:03.467655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2026-02-13T20:28:03.479380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2026-02-13T20:28:03.479771] [INFO ] [FORECASTER] Starting predict_future for NWS
[2026-02-13T20:28:03.480546] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2026-02-13T20:28:03.480620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:03.480654] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:03.480681] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:03.480737] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:03.537792] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:03.538690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:03.538777] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:03.538811] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:03.659729] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:03.659895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:03.659935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:03.659963] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:03.663429] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=95.23%)
[2026-02-13T20:28:03.663730] [INFO ] [FORECASTER] Completed predict_future for NWS
[2026-02-13T20:28:03.663872] [INFO ] [sig       ] NWS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:03.804468] [INFO ] [LOCAL     ] Saved forecast: NWS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NWS.txt
[2026-02-13T20:28:03.804619] [INFO ] [sig       ] [2210/3406] Completed NWS in 0.3s | 2.84 sym/s | Total: 13.0m | ETA: 7.0m
[2026-02-13T20:28:03.804661] [INFO ] [sig       ] [2211/3406] Forecasting NWSA...
[2026-02-13T20:28:03.804692] [INFO ] [sig       ] Generating forecast for: NWSA
[2026-02-13T20:28:03.804721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2026-02-13T20:28:03.815746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2026-02-13T20:28:03.816082] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2026-02-13T20:28:03.816894] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2026-02-13T20:28:03.816959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:03.816997] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:03.817029] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:03.817086] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:03.873400] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:03.874201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:03.874282] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:03.874316] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:03.992091] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:03.992241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:03.992278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:03.992306] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:03.995710] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: UP (p=82.98%)
[2026-02-13T20:28:03.995993] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2026-02-13T20:28:03.996123] [INFO ] [sig       ] NWSA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:04.137005] [INFO ] [LOCAL     ] Saved forecast: NWSA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NWSA.txt
[2026-02-13T20:28:04.137153] [INFO ] [sig       ] [2211/3406] Completed NWSA in 0.3s | 2.84 sym/s | Total: 13.0m | ETA: 7.0m
[2026-02-13T20:28:04.137193] [INFO ] [sig       ] [2212/3406] Forecasting NX...
[2026-02-13T20:28:04.137223] [INFO ] [sig       ] Generating forecast for: NX
[2026-02-13T20:28:04.137252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2026-02-13T20:28:04.148303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2026-02-13T20:28:04.148670] [INFO ] [FORECASTER] Starting predict_future for NX
[2026-02-13T20:28:04.149490] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2026-02-13T20:28:04.149544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:04.149599] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:04.149630] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:04.149688] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:04.207547] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:04.208396] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:04.208513] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:04.208546] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:04.334986] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:04.335356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:04.335399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:04.335430] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:04.340200] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=67.74%)
[2026-02-13T20:28:04.340657] [INFO ] [FORECASTER] Completed predict_future for NX
[2026-02-13T20:28:04.340822] [INFO ] [sig       ] NX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:04.493519] [INFO ] [LOCAL     ] Saved forecast: NX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NX.txt
[2026-02-13T20:28:04.493699] [INFO ] [sig       ] [2212/3406] Completed NX in 0.4s | 2.84 sym/s | Total: 13.0m | ETA: 7.0m
[2026-02-13T20:28:04.493741] [INFO ] [sig       ] [2213/3406] Forecasting NXE...
[2026-02-13T20:28:04.493772] [INFO ] [sig       ] Generating forecast for: NXE
[2026-02-13T20:28:04.493802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2026-02-13T20:28:04.505441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2026-02-13T20:28:04.505872] [INFO ] [FORECASTER] Starting predict_future for NXE
[2026-02-13T20:28:04.506706] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2026-02-13T20:28:04.506759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:04.506791] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:04.506819] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:04.506875] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:04.563919] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:04.564785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:04.564869] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:04.564902] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:04.684893] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:04.685046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:04.685085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:04.685113] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:04.688625] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=52.82%)
[2026-02-13T20:28:04.688963] [INFO ] [FORECASTER] Completed predict_future for NXE
[2026-02-13T20:28:04.689102] [INFO ] [sig       ] NXE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:04.828124] [INFO ] [LOCAL     ] Saved forecast: NXE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NXE.txt
[2026-02-13T20:28:04.828257] [INFO ] [sig       ] [2213/3406] Completed NXE in 0.3s | 2.84 sym/s | Total: 13.0m | ETA: 7.0m
[2026-02-13T20:28:04.828295] [INFO ] [sig       ] [2214/3406] Forecasting NXG...
[2026-02-13T20:28:04.828324] [INFO ] [sig       ] Generating forecast for: NXG
[2026-02-13T20:28:04.828355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2026-02-13T20:28:04.839211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXG'.
[2026-02-13T20:28:04.839619] [INFO ] [FORECASTER] Starting predict_future for NXG
[2026-02-13T20:28:04.840469] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2026-02-13T20:28:04.840522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:04.840555] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:04.840607] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:04.840668] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:04.899145] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:04.899928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:04.900015] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:04.900051] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:05.021049] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:05.021203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:05.021241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:05.021269] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:05.024708] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: UP (p=57.16%)
[2026-02-13T20:28:05.024983] [INFO ] [FORECASTER] Completed predict_future for NXG
[2026-02-13T20:28:05.025109] [INFO ] [sig       ] NXG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:05.172085] [INFO ] [LOCAL     ] Saved forecast: NXG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NXG.txt
[2026-02-13T20:28:05.172233] [INFO ] [sig       ] [2214/3406] Completed NXG in 0.3s | 2.84 sym/s | Total: 13.0m | ETA: 7.0m
[2026-02-13T20:28:05.172275] [INFO ] [sig       ] [2215/3406] Forecasting NXGL...
[2026-02-13T20:28:05.172305] [INFO ] [sig       ] Generating forecast for: NXGL
[2026-02-13T20:28:05.172337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2026-02-13T20:28:05.183442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2026-02-13T20:28:05.183823] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2026-02-13T20:28:05.184665] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2026-02-13T20:28:05.184719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:05.184753] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:05.184779] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:05.184837] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:05.245167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:05.246000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:05.246086] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:05.246121] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:05.360746] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:05.360911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:05.360968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:05.360999] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:05.364457] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=96.34%)
[2026-02-13T20:28:05.364800] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2026-02-13T20:28:05.364937] [INFO ] [sig       ] NXGL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:05.517876] [INFO ] [LOCAL     ] Saved forecast: NXGL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NXGL.txt
[2026-02-13T20:28:05.518073] [INFO ] [sig       ] [2215/3406] Completed NXGL in 0.3s | 2.84 sym/s | Total: 13.0m | ETA: 7.0m
[2026-02-13T20:28:05.518118] [INFO ] [sig       ] [2216/3406] Forecasting NXP...
[2026-02-13T20:28:05.518153] [INFO ] [sig       ] Generating forecast for: NXP
[2026-02-13T20:28:05.518184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2026-02-13T20:28:05.529944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2026-02-13T20:28:05.530375] [INFO ] [FORECASTER] Starting predict_future for NXP
[2026-02-13T20:28:05.531287] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2026-02-13T20:28:05.531343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:05.531378] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:05.531408] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:05.531466] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:05.592966] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:05.593870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:05.593958] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:05.593993] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:05.718160] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:05.718319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:05.718360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:05.718389] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:05.721821] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=73.77%)
[2026-02-13T20:28:05.722101] [INFO ] [FORECASTER] Completed predict_future for NXP
[2026-02-13T20:28:05.722230] [INFO ] [sig       ] NXP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:05.862054] [INFO ] [LOCAL     ] Saved forecast: NXP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NXP.txt
[2026-02-13T20:28:05.862187] [INFO ] [sig       ] [2216/3406] Completed NXP in 0.3s | 2.84 sym/s | Total: 13.0m | ETA: 7.0m
[2026-02-13T20:28:05.862227] [INFO ] [sig       ] [2217/3406] Forecasting NXPI...
[2026-02-13T20:28:05.862256] [INFO ] [sig       ] Generating forecast for: NXPI
[2026-02-13T20:28:05.862287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXPI' from 'https://tdm.silogroup.org/data/derivative_storage/NXPI.csv'.
[2026-02-13T20:28:05.872435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXPI'.
[2026-02-13T20:28:05.872783] [INFO ] [FORECASTER] Starting predict_future for NXPI
[2026-02-13T20:28:05.873601] [DEBUG] [LOCAL     ] No optimal features file found for NXPI: ./output/feature-sets/NXPI.txt
[2026-02-13T20:28:05.873654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:05.873685] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:05.873712] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:05.873768] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:05.930886] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:05.931545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:05.931640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:05.931673] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:06.056194] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:06.056348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:06.056388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:06.056416] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:06.059863] [DEBUG] [FORECASTER] NXPI: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2026-02-13T20:28:06.060169] [INFO ] [FORECASTER] Completed predict_future for NXPI
[2026-02-13T20:28:06.060295] [INFO ] [sig       ] NXPI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:06.200178] [INFO ] [LOCAL     ] Saved forecast: NXPI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NXPI.txt
[2026-02-13T20:28:06.200312] [INFO ] [sig       ] [2217/3406] Completed NXPI in 0.3s | 2.84 sym/s | Total: 13.0m | ETA: 7.0m
[2026-02-13T20:28:06.200353] [INFO ] [sig       ] [2218/3406] Forecasting NYXH...
[2026-02-13T20:28:06.200381] [INFO ] [sig       ] Generating forecast for: NYXH
[2026-02-13T20:28:06.200411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2026-02-13T20:28:06.211259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NYXH'.
[2026-02-13T20:28:06.211663] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2026-02-13T20:28:06.212427] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2026-02-13T20:28:06.212478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:06.212511] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:06.212538] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:06.212616] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:06.270178] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:06.271028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:06.271109] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:06.271142] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:06.389659] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:06.389815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:06.389855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:06.389885] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:06.393353] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=92.49%)
[2026-02-13T20:28:06.393655] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2026-02-13T20:28:06.393787] [INFO ] [sig       ] NYXH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:06.540242] [INFO ] [LOCAL     ] Saved forecast: NYXH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/NYXH.txt
[2026-02-13T20:28:06.540373] [INFO ] [sig       ] [2218/3406] Completed NYXH in 0.3s | 2.84 sym/s | Total: 13.0m | ETA: 7.0m
[2026-02-13T20:28:06.540411] [INFO ] [sig       ] [2219/3406] Forecasting NZF...
[2026-02-13T20:28:06.540442] [INFO ] [sig       ] Generating forecast for: NZF
[2026-02-13T20:28:06.540472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2026-02-13T20:28:06.551551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2026-02-13T20:28:06.551904] [INFO ] [FORECASTER] Starting predict_future for NZF
[2026-02-13T20:28:06.552689] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2026-02-13T20:28:06.552741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:06.552815] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:06.552844] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:06.552910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:06.611203] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:06.612089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:06.612362] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:06.612394] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:06.735696] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:06.735856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:06.735905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:06.735941] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:06.739466] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: DOWN (p=40.46%)
[2026-02-13T20:28:06.739772] [INFO ] [FORECASTER] Completed predict_future for NZF
[2026-02-13T20:28:06.739908] [INFO ] [sig       ] NZF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:06.879989] [INFO ] [LOCAL     ] Saved forecast: NZF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/NZF.txt
[2026-02-13T20:28:06.880135] [INFO ] [sig       ] [2219/3406] Completed NZF in 0.3s | 2.84 sym/s | Total: 13.0m | ETA: 7.0m
[2026-02-13T20:28:06.880172] [INFO ] [sig       ] [2220/3406] Forecasting OABI...
[2026-02-13T20:28:06.880202] [INFO ] [sig       ] Generating forecast for: OABI
[2026-02-13T20:28:06.880231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2026-02-13T20:28:06.891277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OABI'.
[2026-02-13T20:28:06.891637] [INFO ] [FORECASTER] Starting predict_future for OABI
[2026-02-13T20:28:06.892416] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2026-02-13T20:28:06.892468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:06.892499] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:06.892525] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:06.892605] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:06.949970] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:06.950616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:06.950695] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:06.950727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:07.072111] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:07.072265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:07.072303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:07.072331] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:07.075735] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2026-02-13T20:28:07.076020] [INFO ] [FORECASTER] Completed predict_future for OABI
[2026-02-13T20:28:07.076158] [INFO ] [sig       ] OABI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:07.216120] [INFO ] [LOCAL     ] Saved forecast: OABI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OABI.txt
[2026-02-13T20:28:07.216255] [INFO ] [sig       ] [2220/3406] Completed OABI in 0.3s | 2.84 sym/s | Total: 13.0m | ETA: 7.0m
[2026-02-13T20:28:07.216295] [INFO ] [sig       ] [2221/3406] Forecasting OBDC...
[2026-02-13T20:28:07.216324] [INFO ] [sig       ] Generating forecast for: OBDC
[2026-02-13T20:28:07.216358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2026-02-13T20:28:07.227765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2026-02-13T20:28:07.228123] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2026-02-13T20:28:07.228926] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2026-02-13T20:28:07.228980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:07.229012] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:07.229039] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:07.229095] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:07.288523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:07.289387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:07.289473] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:07.289507] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:07.412637] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:07.412796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:07.412836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:07.412865] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:07.416548] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=12.86%)
[2026-02-13T20:28:07.416846] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2026-02-13T20:28:07.416974] [INFO ] [sig       ] OBDC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:07.559379] [INFO ] [LOCAL     ] Saved forecast: OBDC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OBDC.txt
[2026-02-13T20:28:07.559533] [INFO ] [sig       ] [2221/3406] Completed OBDC in 0.3s | 2.84 sym/s | Total: 13.0m | ETA: 7.0m
[2026-02-13T20:28:07.559593] [INFO ] [sig       ] [2222/3406] Forecasting OBIL...
[2026-02-13T20:28:07.559627] [INFO ] [sig       ] Generating forecast for: OBIL
[2026-02-13T20:28:07.559658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2026-02-13T20:28:07.570995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2026-02-13T20:28:07.571448] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2026-02-13T20:28:07.572341] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2026-02-13T20:28:07.572396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:07.572428] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:07.572456] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:07.572513] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:07.631446] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:07.632291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:07.632375] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:07.632410] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:07.742463] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:07.742637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:07.742679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:07.742742] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:07.746312] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=98.20%)
[2026-02-13T20:28:07.746634] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2026-02-13T20:28:07.746771] [INFO ] [sig       ] OBIL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:07.890128] [INFO ] [LOCAL     ] Saved forecast: OBIL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OBIL.txt
[2026-02-13T20:28:07.890276] [INFO ] [sig       ] [2222/3406] Completed OBIL in 0.3s | 2.84 sym/s | Total: 13.1m | ETA: 7.0m
[2026-02-13T20:28:07.890324] [INFO ] [sig       ] [2223/3406] Forecasting OBIO...
[2026-02-13T20:28:07.890354] [INFO ] [sig       ] Generating forecast for: OBIO
[2026-02-13T20:28:07.890384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2026-02-13T20:28:07.901415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2026-02-13T20:28:07.901815] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2026-02-13T20:28:07.902644] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2026-02-13T20:28:07.902696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:07.902727] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:07.902753] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:07.902809] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:07.960639] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:07.961530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:07.961641] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:07.961677] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:08.089064] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:08.089234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:08.089277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:08.089309] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:08.093481] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=87.39%)
[2026-02-13T20:28:08.093818] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2026-02-13T20:28:08.093976] [INFO ] [sig       ] OBIO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:08.240445] [INFO ] [LOCAL     ] Saved forecast: OBIO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OBIO.txt
[2026-02-13T20:28:08.240613] [INFO ] [sig       ] [2223/3406] Completed OBIO in 0.4s | 2.84 sym/s | Total: 13.1m | ETA: 6.9m
[2026-02-13T20:28:08.240656] [INFO ] [sig       ] [2224/3406] Forecasting OBK...
[2026-02-13T20:28:08.240688] [INFO ] [sig       ] Generating forecast for: OBK
[2026-02-13T20:28:08.240719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2026-02-13T20:28:08.252147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBK'.
[2026-02-13T20:28:08.252535] [INFO ] [FORECASTER] Starting predict_future for OBK
[2026-02-13T20:28:08.253384] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2026-02-13T20:28:08.253438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:08.253472] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:08.253500] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:08.253559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:08.313692] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:08.314595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:08.314680] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:08.314716] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:08.444310] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:08.444470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:08.444513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:08.444543] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:08.448395] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=79.57%)
[2026-02-13T20:28:08.448715] [INFO ] [FORECASTER] Completed predict_future for OBK
[2026-02-13T20:28:08.448867] [INFO ] [sig       ] OBK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:08.601960] [INFO ] [LOCAL     ] Saved forecast: OBK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OBK.txt
[2026-02-13T20:28:08.602137] [INFO ] [sig       ] [2224/3406] Completed OBK in 0.4s | 2.84 sym/s | Total: 13.1m | ETA: 6.9m
[2026-02-13T20:28:08.602175] [INFO ] [sig       ] [2225/3406] Forecasting OC...
[2026-02-13T20:28:08.602205] [INFO ] [sig       ] Generating forecast for: OC
[2026-02-13T20:28:08.602237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2026-02-13T20:28:08.614188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2026-02-13T20:28:08.614611] [INFO ] [FORECASTER] Starting predict_future for OC
[2026-02-13T20:28:08.615409] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2026-02-13T20:28:08.615462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:08.615493] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:08.615520] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:08.615592] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:08.677680] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:08.678640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:08.678730] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:08.678765] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:08.802854] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:08.803031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:08.803081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:08.803114] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:08.806698] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=24.33%)
[2026-02-13T20:28:08.807009] [INFO ] [FORECASTER] Completed predict_future for OC
[2026-02-13T20:28:08.807147] [INFO ] [sig       ] OC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:08.955247] [INFO ] [LOCAL     ] Saved forecast: OC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OC.txt
[2026-02-13T20:28:08.955402] [INFO ] [sig       ] [2225/3406] Completed OC in 0.4s | 2.84 sym/s | Total: 13.1m | ETA: 6.9m
[2026-02-13T20:28:08.955444] [INFO ] [sig       ] [2226/3406] Forecasting OCCI...
[2026-02-13T20:28:08.955474] [INFO ] [sig       ] Generating forecast for: OCCI
[2026-02-13T20:28:08.955504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2026-02-13T20:28:08.966539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2026-02-13T20:28:08.966967] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2026-02-13T20:28:08.967859] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2026-02-13T20:28:08.967913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:08.967945] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:08.967972] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:08.968027] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:09.025776] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:09.026649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:09.026732] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:09.026765] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:09.146124] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:09.146269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:09.146310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:09.146355] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:09.150320] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: DOWN (p=22.84%)
[2026-02-13T20:28:09.150611] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2026-02-13T20:28:09.150740] [INFO ] [sig       ] OCCI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:09.391045] [INFO ] [LOCAL     ] Saved forecast: OCCI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OCCI.txt
[2026-02-13T20:28:09.391202] [INFO ] [sig       ] [2226/3406] Completed OCCI in 0.4s | 2.84 sym/s | Total: 13.1m | ETA: 6.9m
[2026-02-13T20:28:09.391242] [INFO ] [sig       ] [2227/3406] Forecasting OCFC...
[2026-02-13T20:28:09.391274] [INFO ] [sig       ] Generating forecast for: OCFC
[2026-02-13T20:28:09.391303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2026-02-13T20:28:09.402804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCFC'.
[2026-02-13T20:28:09.403166] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2026-02-13T20:28:09.403972] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2026-02-13T20:28:09.404025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:09.404057] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:09.404084] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:09.404139] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:09.465071] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:09.465955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:09.466051] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:09.466091] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:09.591709] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:09.591879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:09.591922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:09.591952] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:09.595366] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: UP (p=92.33%)
[2026-02-13T20:28:09.595668] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2026-02-13T20:28:09.595799] [INFO ] [sig       ] OCFC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:09.742178] [INFO ] [LOCAL     ] Saved forecast: OCFC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OCFC.txt
[2026-02-13T20:28:09.742321] [INFO ] [sig       ] [2227/3406] Completed OCFC in 0.4s | 2.84 sym/s | Total: 13.1m | ETA: 6.9m
[2026-02-13T20:28:09.742361] [INFO ] [sig       ] [2228/3406] Forecasting OCGN...
[2026-02-13T20:28:09.742392] [INFO ] [sig       ] Generating forecast for: OCGN
[2026-02-13T20:28:09.742422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2026-02-13T20:28:09.753537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCGN'.
[2026-02-13T20:28:09.753933] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2026-02-13T20:28:09.754749] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2026-02-13T20:28:09.754801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:09.754832] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:09.754859] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:09.754915] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:09.811691] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:09.812484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:09.812610] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:09.812662] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:09.931862] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:09.932021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:09.932061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:09.932090] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:09.935618] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=22.58%)
[2026-02-13T20:28:09.935901] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2026-02-13T20:28:09.936055] [INFO ] [sig       ] OCGN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:10.077442] [INFO ] [LOCAL     ] Saved forecast: OCGN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OCGN.txt
[2026-02-13T20:28:10.077613] [INFO ] [sig       ] [2228/3406] Completed OCGN in 0.3s | 2.84 sym/s | Total: 13.1m | ETA: 6.9m
[2026-02-13T20:28:10.077660] [INFO ] [sig       ] [2229/3406] Forecasting OCSL...
[2026-02-13T20:28:10.077691] [INFO ] [sig       ] Generating forecast for: OCSL
[2026-02-13T20:28:10.077722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2026-02-13T20:28:10.294827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCSL'.
[2026-02-13T20:28:10.295210] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2026-02-13T20:28:10.296112] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2026-02-13T20:28:10.296168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:10.296201] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:10.296229] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:10.296286] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:10.358351] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:10.359214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:10.359330] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:10.359375] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:10.492424] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:10.492599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:10.492643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:10.492673] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:10.496311] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: DOWN (p=6.95%)
[2026-02-13T20:28:10.496673] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2026-02-13T20:28:10.496814] [INFO ] [sig       ] OCSL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:10.648467] [INFO ] [LOCAL     ] Saved forecast: OCSL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OCSL.txt
[2026-02-13T20:28:10.648643] [INFO ] [sig       ] [2229/3406] Completed OCSL in 0.6s | 2.84 sym/s | Total: 13.1m | ETA: 6.9m
[2026-02-13T20:28:10.648686] [INFO ] [sig       ] [2230/3406] Forecasting OCUL...
[2026-02-13T20:28:10.648716] [INFO ] [sig       ] Generating forecast for: OCUL
[2026-02-13T20:28:10.648745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2026-02-13T20:28:10.660106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCUL'.
[2026-02-13T20:28:10.660493] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2026-02-13T20:28:10.661337] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2026-02-13T20:28:10.661392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:10.661439] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:10.661469] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:10.661527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:10.719802] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:10.720693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:10.720780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:10.720814] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:10.841717] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:10.841864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:10.841905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:10.841935] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:10.845827] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: UP (p=55.67%)
[2026-02-13T20:28:10.846129] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2026-02-13T20:28:10.846465] [INFO ] [sig       ] OCUL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:10.991932] [INFO ] [LOCAL     ] Saved forecast: OCUL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OCUL.txt
[2026-02-13T20:28:10.992080] [INFO ] [sig       ] [2230/3406] Completed OCUL in 0.3s | 2.84 sym/s | Total: 13.1m | ETA: 6.9m
[2026-02-13T20:28:10.992119] [INFO ] [sig       ] [2231/3406] Forecasting ODC...
[2026-02-13T20:28:10.992150] [INFO ] [sig       ] Generating forecast for: ODC
[2026-02-13T20:28:10.992181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2026-02-13T20:28:11.003647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2026-02-13T20:28:11.004043] [INFO ] [FORECASTER] Starting predict_future for ODC
[2026-02-13T20:28:11.004893] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2026-02-13T20:28:11.004948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:11.004980] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:11.005010] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:11.005068] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:11.062704] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:11.063551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:11.063656] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:11.063691] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:11.182123] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:11.182282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:11.182323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:11.182352] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:11.186136] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=74.75%)
[2026-02-13T20:28:11.186484] [INFO ] [FORECASTER] Completed predict_future for ODC
[2026-02-13T20:28:11.186669] [INFO ] [sig       ] ODC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:11.327378] [INFO ] [LOCAL     ] Saved forecast: ODC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ODC.txt
[2026-02-13T20:28:11.327526] [INFO ] [sig       ] [2231/3406] Completed ODC in 0.3s | 2.84 sym/s | Total: 13.1m | ETA: 6.9m
[2026-02-13T20:28:11.327567] [INFO ] [sig       ] [2232/3406] Forecasting ODD...
[2026-02-13T20:28:11.327640] [INFO ] [sig       ] Generating forecast for: ODD
[2026-02-13T20:28:11.327671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2026-02-13T20:28:11.339565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODD'.
[2026-02-13T20:28:11.340064] [INFO ] [FORECASTER] Starting predict_future for ODD
[2026-02-13T20:28:11.341045] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2026-02-13T20:28:11.341102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:11.341135] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:11.341162] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:11.341219] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:11.402185] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:11.403086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:11.403180] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:11.403222] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:11.527389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:11.527546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:11.527617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:11.527650] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:11.531227] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: UP (p=67.27%)
[2026-02-13T20:28:11.531528] [INFO ] [FORECASTER] Completed predict_future for ODD
[2026-02-13T20:28:11.531682] [INFO ] [sig       ] ODD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:11.673855] [INFO ] [LOCAL     ] Saved forecast: ODD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ODD.txt
[2026-02-13T20:28:11.674039] [INFO ] [sig       ] [2232/3406] Completed ODD in 0.3s | 2.84 sym/s | Total: 13.1m | ETA: 6.9m
[2026-02-13T20:28:11.674081] [INFO ] [sig       ] [2233/3406] Forecasting ODFL...
[2026-02-13T20:28:11.674113] [INFO ] [sig       ] Generating forecast for: ODFL
[2026-02-13T20:28:11.674145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2026-02-13T20:28:11.685064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODFL'.
[2026-02-13T20:28:11.685438] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2026-02-13T20:28:11.686274] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2026-02-13T20:28:11.686329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:11.686362] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:11.686390] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:11.686448] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:11.746614] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:11.747483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:11.747568] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:11.747645] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:11.870278] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:11.870433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:11.870473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:11.870501] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:11.873943] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2026-02-13T20:28:11.874221] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2026-02-13T20:28:11.874348] [INFO ] [sig       ] ODFL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:12.028843] [INFO ] [LOCAL     ] Saved forecast: ODFL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ODFL.txt
[2026-02-13T20:28:12.029007] [INFO ] [sig       ] [2233/3406] Completed ODFL in 0.4s | 2.84 sym/s | Total: 13.1m | ETA: 6.9m
[2026-02-13T20:28:12.029048] [INFO ] [sig       ] [2234/3406] Forecasting OEC...
[2026-02-13T20:28:12.029080] [INFO ] [sig       ] Generating forecast for: OEC
[2026-02-13T20:28:12.029120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2026-02-13T20:28:12.040612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OEC'.
[2026-02-13T20:28:12.040987] [INFO ] [FORECASTER] Starting predict_future for OEC
[2026-02-13T20:28:12.041846] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2026-02-13T20:28:12.041901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:12.041933] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:12.041961] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:12.042018] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:12.100218] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:12.101128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:12.101219] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:12.101252] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:12.225110] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:12.225270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:12.225311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:12.225340] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:12.228967] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: UP (p=54.67%)
[2026-02-13T20:28:12.229297] [INFO ] [FORECASTER] Completed predict_future for OEC
[2026-02-13T20:28:12.229433] [INFO ] [sig       ] OEC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:12.373338] [INFO ] [LOCAL     ] Saved forecast: OEC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OEC.txt
[2026-02-13T20:28:12.373476] [INFO ] [sig       ] [2234/3406] Completed OEC in 0.3s | 2.84 sym/s | Total: 13.1m | ETA: 6.9m
[2026-02-13T20:28:12.373516] [INFO ] [sig       ] [2235/3406] Forecasting OESX...
[2026-02-13T20:28:12.373545] [INFO ] [sig       ] Generating forecast for: OESX
[2026-02-13T20:28:12.373601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2026-02-13T20:28:12.384824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2026-02-13T20:28:12.385139] [INFO ] [FORECASTER] Starting predict_future for OESX
[2026-02-13T20:28:12.385975] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2026-02-13T20:28:12.386036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:12.386074] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:12.386105] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:12.386173] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:12.444195] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:12.444872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:12.444950] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:12.444983] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:12.559427] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:12.559605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:12.559650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:12.559681] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:12.563365] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: UP (p=56.95%)
[2026-02-13T20:28:12.563747] [INFO ] [FORECASTER] Completed predict_future for OESX
[2026-02-13T20:28:12.563896] [INFO ] [sig       ] OESX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:12.709385] [INFO ] [LOCAL     ] Saved forecast: OESX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OESX.txt
[2026-02-13T20:28:12.709559] [INFO ] [sig       ] [2235/3406] Completed OESX in 0.3s | 2.84 sym/s | Total: 13.1m | ETA: 6.9m
[2026-02-13T20:28:12.709640] [INFO ] [sig       ] [2236/3406] Forecasting OFG...
[2026-02-13T20:28:12.709672] [INFO ] [sig       ] Generating forecast for: OFG
[2026-02-13T20:28:12.709706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2026-02-13T20:28:12.721286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2026-02-13T20:28:12.721713] [INFO ] [FORECASTER] Starting predict_future for OFG
[2026-02-13T20:28:12.722534] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2026-02-13T20:28:12.722615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:12.722687] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:12.722718] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:12.722777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:12.784341] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:12.785245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:12.785334] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:12.785368] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:12.903135] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:12.903298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:12.903338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:12.903369] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:12.907047] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=60.87%)
[2026-02-13T20:28:12.907355] [INFO ] [FORECASTER] Completed predict_future for OFG
[2026-02-13T20:28:12.907491] [INFO ] [sig       ] OFG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:13.050048] [INFO ] [LOCAL     ] Saved forecast: OFG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OFG.txt
[2026-02-13T20:28:13.050392] [INFO ] [sig       ] [2236/3406] Completed OFG in 0.3s | 2.84 sym/s | Total: 13.1m | ETA: 6.9m
[2026-02-13T20:28:13.050432] [INFO ] [sig       ] [2237/3406] Forecasting OFIX...
[2026-02-13T20:28:13.050460] [INFO ] [sig       ] Generating forecast for: OFIX
[2026-02-13T20:28:13.050490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2026-02-13T20:28:13.061847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2026-02-13T20:28:13.062284] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2026-02-13T20:28:13.063131] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2026-02-13T20:28:13.063184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:13.063214] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:13.063240] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:13.063296] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:13.122782] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:13.123689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:13.123780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:13.123815] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:13.245664] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:13.245825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:13.245867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:13.245897] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:13.249660] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2026-02-13T20:28:13.249972] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2026-02-13T20:28:13.250111] [INFO ] [sig       ] OFIX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:13.416000] [INFO ] [LOCAL     ] Saved forecast: OFIX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OFIX.txt
[2026-02-13T20:28:13.416156] [INFO ] [sig       ] [2237/3406] Completed OFIX in 0.4s | 2.84 sym/s | Total: 13.1m | ETA: 6.9m
[2026-02-13T20:28:13.416195] [INFO ] [sig       ] [2238/3406] Forecasting OFLX...
[2026-02-13T20:28:13.416226] [INFO ] [sig       ] Generating forecast for: OFLX
[2026-02-13T20:28:13.416256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2026-02-13T20:28:13.427491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2026-02-13T20:28:13.427917] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2026-02-13T20:28:13.429119] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2026-02-13T20:28:13.429190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:13.429230] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:13.429257] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:13.429314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:13.488398] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:13.489349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:13.489435] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:13.489469] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:13.605637] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:13.605793] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-13T20:28:13.605832] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:13.605860] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:13.609476] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: UP (p=72.77%)
[2026-02-13T20:28:13.609774] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2026-02-13T20:28:13.609900] [INFO ] [sig       ] OFLX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:13.751979] [INFO ] [LOCAL     ] Saved forecast: OFLX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OFLX.txt
[2026-02-13T20:28:13.752115] [INFO ] [sig       ] [2238/3406] Completed OFLX in 0.3s | 2.84 sym/s | Total: 13.2m | ETA: 6.9m
[2026-02-13T20:28:13.752155] [INFO ] [sig       ] [2239/3406] Forecasting OFS...
[2026-02-13T20:28:13.752184] [INFO ] [sig       ] Generating forecast for: OFS
[2026-02-13T20:28:13.752215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2026-02-13T20:28:13.762983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2026-02-13T20:28:13.763331] [INFO ] [FORECASTER] Starting predict_future for OFS
[2026-02-13T20:28:13.764122] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2026-02-13T20:28:13.764174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:13.764206] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:13.764232] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:13.764288] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:13.820682] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:13.821524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:13.821635] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:13.821669] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:13.945224] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:13.945385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:13.945425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:13.945490] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:13.949011] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=17.96%)
[2026-02-13T20:28:13.949328] [INFO ] [FORECASTER] Completed predict_future for OFS
[2026-02-13T20:28:13.949458] [INFO ] [sig       ] OFS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:14.102499] [INFO ] [LOCAL     ] Saved forecast: OFS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OFS.txt
[2026-02-13T20:28:14.102674] [INFO ] [sig       ] [2239/3406] Completed OFS in 0.4s | 2.84 sym/s | Total: 13.2m | ETA: 6.9m
[2026-02-13T20:28:14.102717] [INFO ] [sig       ] [2240/3406] Forecasting OGE...
[2026-02-13T20:28:14.102748] [INFO ] [sig       ] Generating forecast for: OGE
[2026-02-13T20:28:14.102778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2026-02-13T20:28:14.115674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2026-02-13T20:28:14.116079] [INFO ] [FORECASTER] Starting predict_future for OGE
[2026-02-13T20:28:14.117083] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2026-02-13T20:28:14.117136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:14.117166] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:14.117192] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:14.117248] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:14.174123] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:14.174993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:14.175077] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:14.175110] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:14.302490] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:14.302675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:14.302715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:14.302743] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:14.306531] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=0.93%)
[2026-02-13T20:28:14.306941] [INFO ] [FORECASTER] Completed predict_future for OGE
[2026-02-13T20:28:14.307093] [INFO ] [sig       ] OGE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:14.458459] [INFO ] [LOCAL     ] Saved forecast: OGE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OGE.txt
[2026-02-13T20:28:14.458630] [INFO ] [sig       ] [2240/3406] Completed OGE in 0.4s | 2.84 sym/s | Total: 13.2m | ETA: 6.9m
[2026-02-13T20:28:14.458673] [INFO ] [sig       ] [2241/3406] Forecasting OGI...
[2026-02-13T20:28:14.458703] [INFO ] [sig       ] Generating forecast for: OGI
[2026-02-13T20:28:14.458733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2026-02-13T20:28:14.470617] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2026-02-13T20:28:14.471020] [INFO ] [FORECASTER] Starting predict_future for OGI
[2026-02-13T20:28:14.472092] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2026-02-13T20:28:14.472145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:14.472175] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:14.472202] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:14.472259] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:14.534187] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:14.535101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:14.535184] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:14.535216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:14.664913] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:14.665084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:14.665132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:14.665170] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:14.669038] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: UP (p=83.62%)
[2026-02-13T20:28:14.669435] [INFO ] [FORECASTER] Completed predict_future for OGI
[2026-02-13T20:28:14.669613] [INFO ] [sig       ] OGI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:14.815754] [INFO ] [LOCAL     ] Saved forecast: OGI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OGI.txt
[2026-02-13T20:28:14.815909] [INFO ] [sig       ] [2241/3406] Completed OGI in 0.4s | 2.84 sym/s | Total: 13.2m | ETA: 6.8m
[2026-02-13T20:28:14.815949] [INFO ] [sig       ] [2242/3406] Forecasting OGN...
[2026-02-13T20:28:14.815980] [INFO ] [sig       ] Generating forecast for: OGN
[2026-02-13T20:28:14.816011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2026-02-13T20:28:14.827726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2026-02-13T20:28:14.828034] [INFO ] [FORECASTER] Starting predict_future for OGN
[2026-02-13T20:28:14.828831] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2026-02-13T20:28:14.828883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:14.828915] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:14.828942] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:14.828998] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:14.887207] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:14.887933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:14.888032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:14.888066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:15.011934] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:15.012102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:15.012151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:15.012186] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:15.015594] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: DOWN (p=16.95%)
[2026-02-13T20:28:15.015866] [INFO ] [FORECASTER] Completed predict_future for OGN
[2026-02-13T20:28:15.015994] [INFO ] [sig       ] OGN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:15.155211] [INFO ] [LOCAL     ] Saved forecast: OGN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OGN.txt
[2026-02-13T20:28:15.155341] [INFO ] [sig       ] [2242/3406] Completed OGN in 0.3s | 2.84 sym/s | Total: 13.2m | ETA: 6.8m
[2026-02-13T20:28:15.155381] [INFO ] [sig       ] [2243/3406] Forecasting OHI...
[2026-02-13T20:28:15.155412] [INFO ] [sig       ] Generating forecast for: OHI
[2026-02-13T20:28:15.155443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2026-02-13T20:28:15.165956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2026-02-13T20:28:15.166299] [INFO ] [FORECASTER] Starting predict_future for OHI
[2026-02-13T20:28:15.167092] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2026-02-13T20:28:15.167160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:15.167192] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:15.167220] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:15.167277] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:15.224478] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:15.225197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:15.225275] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:15.225308] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:15.343481] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:15.343654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:15.343694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:15.343730] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:15.347155] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=60.98%)
[2026-02-13T20:28:15.347437] [INFO ] [FORECASTER] Completed predict_future for OHI
[2026-02-13T20:28:15.347562] [INFO ] [sig       ] OHI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:15.488325] [INFO ] [LOCAL     ] Saved forecast: OHI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OHI.txt
[2026-02-13T20:28:15.488688] [INFO ] [sig       ] [2243/3406] Completed OHI in 0.3s | 2.84 sym/s | Total: 13.2m | ETA: 6.8m
[2026-02-13T20:28:15.488732] [INFO ] [sig       ] [2244/3406] Forecasting OI...
[2026-02-13T20:28:15.488762] [INFO ] [sig       ] Generating forecast for: OI
[2026-02-13T20:28:15.488791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2026-02-13T20:28:15.501090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2026-02-13T20:28:15.501481] [INFO ] [FORECASTER] Starting predict_future for OI
[2026-02-13T20:28:15.502316] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2026-02-13T20:28:15.502368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:15.502400] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:15.502426] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:15.502483] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:15.567368] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:15.568274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:15.568358] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:15.568391] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:15.692751] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:15.692925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:15.692965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:15.692995] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:15.696741] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: UP (p=79.02%)
[2026-02-13T20:28:15.697124] [INFO ] [FORECASTER] Completed predict_future for OI
[2026-02-13T20:28:15.697305] [INFO ] [sig       ] OI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:15.847405] [INFO ] [LOCAL     ] Saved forecast: OI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OI.txt
[2026-02-13T20:28:15.847550] [INFO ] [sig       ] [2244/3406] Completed OI in 0.4s | 2.84 sym/s | Total: 13.2m | ETA: 6.8m
[2026-02-13T20:28:15.847624] [INFO ] [sig       ] [2245/3406] Forecasting OIA...
[2026-02-13T20:28:15.847661] [INFO ] [sig       ] Generating forecast for: OIA
[2026-02-13T20:28:15.847690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2026-02-13T20:28:15.858662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2026-02-13T20:28:15.859012] [INFO ] [FORECASTER] Starting predict_future for OIA
[2026-02-13T20:28:15.859855] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2026-02-13T20:28:15.859909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:15.859941] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:15.859967] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:15.860023] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:15.917204] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:15.918123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:15.918207] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:15.918239] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:16.038879] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:16.039045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:16.039086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:16.039114] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:16.042608] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: DOWN (p=13.04%)
[2026-02-13T20:28:16.042901] [INFO ] [FORECASTER] Completed predict_future for OIA
[2026-02-13T20:28:16.043036] [INFO ] [sig       ] OIA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:16.185985] [INFO ] [LOCAL     ] Saved forecast: OIA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OIA.txt
[2026-02-13T20:28:16.186162] [INFO ] [sig       ] [2245/3406] Completed OIA in 0.3s | 2.84 sym/s | Total: 13.2m | ETA: 6.8m
[2026-02-13T20:28:16.186210] [INFO ] [sig       ] [2246/3406] Forecasting OII...
[2026-02-13T20:28:16.186247] [INFO ] [sig       ] Generating forecast for: OII
[2026-02-13T20:28:16.186281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2026-02-13T20:28:16.197333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2026-02-13T20:28:16.197775] [INFO ] [FORECASTER] Starting predict_future for OII
[2026-02-13T20:28:16.198634] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2026-02-13T20:28:16.198687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:16.198719] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:16.198746] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:16.198802] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:16.255273] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:16.256216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:16.256306] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:16.256374] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:16.378510] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:16.378697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:16.378740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:16.378770] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:16.382182] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: UP (p=81.13%)
[2026-02-13T20:28:16.382465] [INFO ] [FORECASTER] Completed predict_future for OII
[2026-02-13T20:28:16.382613] [INFO ] [sig       ] OII: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:16.521708] [INFO ] [LOCAL     ] Saved forecast: OII	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OII.txt
[2026-02-13T20:28:16.521868] [INFO ] [sig       ] [2246/3406] Completed OII in 0.3s | 2.84 sym/s | Total: 13.2m | ETA: 6.8m
[2026-02-13T20:28:16.521913] [INFO ] [sig       ] [2247/3406] Forecasting OIS...
[2026-02-13T20:28:16.521944] [INFO ] [sig       ] Generating forecast for: OIS
[2026-02-13T20:28:16.521975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2026-02-13T20:28:16.533004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2026-02-13T20:28:16.533379] [INFO ] [FORECASTER] Starting predict_future for OIS
[2026-02-13T20:28:16.534286] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2026-02-13T20:28:16.534343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:16.534376] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:16.534403] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:16.534665] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:16.593086] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:16.593975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:16.594058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:16.594090] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:16.715454] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:16.715632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:16.715673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:16.715702] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:16.719322] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: UP (p=92.90%)
[2026-02-13T20:28:16.719664] [INFO ] [FORECASTER] Completed predict_future for OIS
[2026-02-13T20:28:16.719808] [INFO ] [sig       ] OIS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:16.870022] [INFO ] [LOCAL     ] Saved forecast: OIS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OIS.txt
[2026-02-13T20:28:16.870154] [INFO ] [sig       ] [2247/3406] Completed OIS in 0.3s | 2.84 sym/s | Total: 13.2m | ETA: 6.8m
[2026-02-13T20:28:16.870193] [INFO ] [sig       ] [2248/3406] Forecasting OKE...
[2026-02-13T20:28:16.870223] [INFO ] [sig       ] Generating forecast for: OKE
[2026-02-13T20:28:16.870252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2026-02-13T20:28:16.881322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2026-02-13T20:28:16.881683] [INFO ] [FORECASTER] Starting predict_future for OKE
[2026-02-13T20:28:16.882537] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2026-02-13T20:28:16.882615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:16.882654] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:16.882683] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:16.882742] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:16.939285] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:16.939912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:16.939991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:16.940024] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:17.059307] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:17.059465] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:17.059504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:17.059534] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:17.063054] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=33.95%)
[2026-02-13T20:28:17.063345] [INFO ] [FORECASTER] Completed predict_future for OKE
[2026-02-13T20:28:17.063491] [INFO ] [sig       ] OKE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:17.213276] [INFO ] [LOCAL     ] Saved forecast: OKE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OKE.txt
[2026-02-13T20:28:17.213432] [INFO ] [sig       ] [2248/3406] Completed OKE in 0.3s | 2.84 sym/s | Total: 13.2m | ETA: 6.8m
[2026-02-13T20:28:17.213471] [INFO ] [sig       ] [2249/3406] Forecasting OKTA...
[2026-02-13T20:28:17.213500] [INFO ] [sig       ] Generating forecast for: OKTA
[2026-02-13T20:28:17.213531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2026-02-13T20:28:17.224895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2026-02-13T20:28:17.225323] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2026-02-13T20:28:17.226244] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2026-02-13T20:28:17.226299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:17.226332] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:17.226361] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:17.226420] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:17.285279] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:17.286235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:17.286327] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:17.286360] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:17.410512] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:17.410690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:17.410729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:17.410757] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:17.414168] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: DOWN (p=30.15%)
[2026-02-13T20:28:17.414447] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2026-02-13T20:28:17.414594] [INFO ] [sig       ] OKTA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:17.554160] [INFO ] [LOCAL     ] Saved forecast: OKTA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OKTA.txt
[2026-02-13T20:28:17.554317] [INFO ] [sig       ] [2249/3406] Completed OKTA in 0.3s | 2.84 sym/s | Total: 13.2m | ETA: 6.8m
[2026-02-13T20:28:17.554357] [INFO ] [sig       ] [2250/3406] Forecasting OKYO...
[2026-02-13T20:28:17.554387] [INFO ] [sig       ] Generating forecast for: OKYO
[2026-02-13T20:28:17.554417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2026-02-13T20:28:17.566117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2026-02-13T20:28:17.566702] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2026-02-13T20:28:17.567850] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2026-02-13T20:28:17.567902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:17.567934] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:17.567960] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:17.568015] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:17.625006] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:17.625719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:17.625798] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:17.625831] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:17.750582] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:17.750735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:17.750774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:17.750820] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:17.754232] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: UP (p=71.43%)
[2026-02-13T20:28:17.754520] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2026-02-13T20:28:17.754670] [INFO ] [sig       ] OKYO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:17.897147] [INFO ] [LOCAL     ] Saved forecast: OKYO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OKYO.txt
[2026-02-13T20:28:17.897301] [INFO ] [sig       ] [2250/3406] Completed OKYO in 0.3s | 2.84 sym/s | Total: 13.2m | ETA: 6.8m
[2026-02-13T20:28:17.897339] [INFO ] [sig       ] [2251/3406] Forecasting OLED...
[2026-02-13T20:28:17.897369] [INFO ] [sig       ] Generating forecast for: OLED
[2026-02-13T20:28:17.897401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2026-02-13T20:28:17.908260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2026-02-13T20:28:17.908648] [INFO ] [FORECASTER] Starting predict_future for OLED
[2026-02-13T20:28:17.909456] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2026-02-13T20:28:17.909507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:17.909539] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:17.909567] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:17.909644] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:17.968333] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:17.969142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:17.969241] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:17.969280] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:18.088025] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:18.088182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:18.088221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:18.088248] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:18.091690] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: UP (p=73.56%)
[2026-02-13T20:28:18.091967] [INFO ] [FORECASTER] Completed predict_future for OLED
[2026-02-13T20:28:18.092092] [INFO ] [sig       ] OLED: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:18.234963] [INFO ] [LOCAL     ] Saved forecast: OLED	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OLED.txt
[2026-02-13T20:28:18.235098] [INFO ] [sig       ] [2251/3406] Completed OLED in 0.3s | 2.84 sym/s | Total: 13.2m | ETA: 6.8m
[2026-02-13T20:28:18.235137] [INFO ] [sig       ] [2252/3406] Forecasting OLLI...
[2026-02-13T20:28:18.235167] [INFO ] [sig       ] Generating forecast for: OLLI
[2026-02-13T20:28:18.235197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2026-02-13T20:28:18.246316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2026-02-13T20:28:18.246690] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2026-02-13T20:28:18.247457] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2026-02-13T20:28:18.247509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:18.247541] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:18.247616] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:18.247678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:18.303953] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:18.304774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:18.304870] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:18.304903] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:18.423388] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:18.423542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:18.423612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:18.423644] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:18.427055] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=33.64%)
[2026-02-13T20:28:18.427340] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2026-02-13T20:28:18.427699] [INFO ] [sig       ] OLLI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:18.567549] [INFO ] [LOCAL     ] Saved forecast: OLLI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OLLI.txt
[2026-02-13T20:28:18.567737] [INFO ] [sig       ] [2252/3406] Completed OLLI in 0.3s | 2.84 sym/s | Total: 13.2m | ETA: 6.8m
[2026-02-13T20:28:18.567777] [INFO ] [sig       ] [2253/3406] Forecasting OLMA...
[2026-02-13T20:28:18.567807] [INFO ] [sig       ] Generating forecast for: OLMA
[2026-02-13T20:28:18.567836] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2026-02-13T20:28:18.579326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2026-02-13T20:28:18.579732] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2026-02-13T20:28:18.580592] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2026-02-13T20:28:18.580646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:18.580709] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:18.580737] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:18.580794] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:18.639016] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:18.639919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:18.640006] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:18.640040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:18.761782] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:18.761937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:18.761978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:18.762006] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:18.765464] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=58.52%)
[2026-02-13T20:28:18.765766] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2026-02-13T20:28:18.765896] [INFO ] [sig       ] OLMA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:18.907485] [INFO ] [LOCAL     ] Saved forecast: OLMA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OLMA.txt
[2026-02-13T20:28:18.907679] [INFO ] [sig       ] [2253/3406] Completed OLMA in 0.3s | 2.84 sym/s | Total: 13.2m | ETA: 6.8m
[2026-02-13T20:28:18.907724] [INFO ] [sig       ] [2254/3406] Forecasting OLN...
[2026-02-13T20:28:18.907755] [INFO ] [sig       ] Generating forecast for: OLN
[2026-02-13T20:28:18.907786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2026-02-13T20:28:18.919026] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2026-02-13T20:28:18.919399] [INFO ] [FORECASTER] Starting predict_future for OLN
[2026-02-13T20:28:18.920198] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2026-02-13T20:28:18.920250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:18.920298] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:18.920326] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:18.920382] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:18.977633] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:18.978533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:18.978640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:18.978675] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:19.100521] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:19.100703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:19.100744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:19.100775] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:19.104400] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=26.43%)
[2026-02-13T20:28:19.104751] [INFO ] [FORECASTER] Completed predict_future for OLN
[2026-02-13T20:28:19.104900] [INFO ] [sig       ] OLN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:19.246163] [INFO ] [LOCAL     ] Saved forecast: OLN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OLN.txt
[2026-02-13T20:28:19.246322] [INFO ] [sig       ] [2254/3406] Completed OLN in 0.3s | 2.84 sym/s | Total: 13.2m | ETA: 6.8m
[2026-02-13T20:28:19.246362] [INFO ] [sig       ] [2255/3406] Forecasting OLP...
[2026-02-13T20:28:19.246392] [INFO ] [sig       ] Generating forecast for: OLP
[2026-02-13T20:28:19.246422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2026-02-13T20:28:19.257644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2026-02-13T20:28:19.258055] [INFO ] [FORECASTER] Starting predict_future for OLP
[2026-02-13T20:28:19.258938] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2026-02-13T20:28:19.258991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:19.259023] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:19.259050] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:19.259106] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:19.317161] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:19.318092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:19.318178] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:19.318213] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:19.437298] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:19.437456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:19.437496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:19.437526] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:19.441111] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: DOWN (p=32.51%)
[2026-02-13T20:28:19.441403] [INFO ] [FORECASTER] Completed predict_future for OLP
[2026-02-13T20:28:19.441531] [INFO ] [sig       ] OLP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:19.585546] [INFO ] [LOCAL     ] Saved forecast: OLP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OLP.txt
[2026-02-13T20:28:19.585719] [INFO ] [sig       ] [2255/3406] Completed OLP in 0.3s | 2.84 sym/s | Total: 13.2m | ETA: 6.8m
[2026-02-13T20:28:19.585771] [INFO ] [sig       ] [2256/3406] Forecasting OLPX...
[2026-02-13T20:28:19.585812] [INFO ] [sig       ] Generating forecast for: OLPX
[2026-02-13T20:28:19.585852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2026-02-13T20:28:19.597240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2026-02-13T20:28:19.597647] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2026-02-13T20:28:19.598450] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2026-02-13T20:28:19.598501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:19.598533] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:19.598559] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:19.598640] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:19.659931] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:19.660570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:19.660669] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:19.660712] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:19.787999] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:19.788158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:19.788197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:19.788259] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:19.791699] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2026-02-13T20:28:19.791975] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2026-02-13T20:28:19.792099] [INFO ] [sig       ] OLPX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:19.930124] [INFO ] [LOCAL     ] Saved forecast: OLPX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OLPX.txt
[2026-02-13T20:28:19.930255] [INFO ] [sig       ] [2256/3406] Completed OLPX in 0.3s | 2.84 sym/s | Total: 13.3m | ETA: 6.8m
[2026-02-13T20:28:19.930294] [INFO ] [sig       ] [2257/3406] Forecasting OM...
[2026-02-13T20:28:19.930325] [INFO ] [sig       ] Generating forecast for: OM
[2026-02-13T20:28:19.930355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2026-02-13T20:28:19.941486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2026-02-13T20:28:19.941813] [INFO ] [FORECASTER] Starting predict_future for OM
[2026-02-13T20:28:19.942607] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2026-02-13T20:28:19.942659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:19.942692] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:19.942719] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:19.942775] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:20.001434] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:20.002087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:20.002165] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:20.002198] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:20.121551] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:20.121729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:20.121769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:20.121798] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:20.125216] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: DOWN (p=23.75%)
[2026-02-13T20:28:20.125489] [INFO ] [FORECASTER] Completed predict_future for OM
[2026-02-13T20:28:20.125634] [INFO ] [sig       ] OM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:20.265618] [INFO ] [LOCAL     ] Saved forecast: OM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OM.txt
[2026-02-13T20:28:20.265774] [INFO ] [sig       ] [2257/3406] Completed OM in 0.3s | 2.84 sym/s | Total: 13.3m | ETA: 6.8m
[2026-02-13T20:28:20.265815] [INFO ] [sig       ] [2258/3406] Forecasting OMAB...
[2026-02-13T20:28:20.265844] [INFO ] [sig       ] Generating forecast for: OMAB
[2026-02-13T20:28:20.265889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2026-02-13T20:28:20.277215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2026-02-13T20:28:20.277568] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2026-02-13T20:28:20.278419] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2026-02-13T20:28:20.278472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:20.278505] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:20.278532] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:20.278612] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:20.337625] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:20.338332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:20.338416] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:20.338616] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:20.459414] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:20.459583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:20.459625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:20.459655] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:20.463025] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: DOWN (p=38.04%)
[2026-02-13T20:28:20.463309] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2026-02-13T20:28:20.463434] [INFO ] [sig       ] OMAB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:20.602268] [INFO ] [LOCAL     ] Saved forecast: OMAB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OMAB.txt
[2026-02-13T20:28:20.602394] [INFO ] [sig       ] [2258/3406] Completed OMAB in 0.3s | 2.84 sym/s | Total: 13.3m | ETA: 6.7m
[2026-02-13T20:28:20.602434] [INFO ] [sig       ] [2259/3406] Forecasting OMC...
[2026-02-13T20:28:20.602462] [INFO ] [sig       ] Generating forecast for: OMC
[2026-02-13T20:28:20.602492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2026-02-13T20:28:20.613757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2026-02-13T20:28:20.614097] [INFO ] [FORECASTER] Starting predict_future for OMC
[2026-02-13T20:28:20.614966] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2026-02-13T20:28:20.615019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:20.615051] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:20.615079] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:20.615136] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:20.675213] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:20.675895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:20.675978] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:20.676013] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:20.799864] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:20.800018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:20.800058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:20.800085] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:20.803526] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2026-02-13T20:28:20.803823] [INFO ] [FORECASTER] Completed predict_future for OMC
[2026-02-13T20:28:20.803950] [INFO ] [sig       ] OMC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:20.946315] [INFO ] [LOCAL     ] Saved forecast: OMC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OMC.txt
[2026-02-13T20:28:20.946475] [INFO ] [sig       ] [2259/3406] Completed OMC in 0.3s | 2.84 sym/s | Total: 13.3m | ETA: 6.7m
[2026-02-13T20:28:20.946517] [INFO ] [sig       ] [2260/3406] Forecasting OMCL...
[2026-02-13T20:28:20.946550] [INFO ] [sig       ] Generating forecast for: OMCL
[2026-02-13T20:28:20.946603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2026-02-13T20:28:20.958613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMCL'.
[2026-02-13T20:28:20.958993] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2026-02-13T20:28:20.959819] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2026-02-13T20:28:20.959873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:20.959905] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:20.959933] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:20.959991] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:21.018668] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:21.019531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:21.019635] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:21.019670] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:21.150415] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:21.150589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:21.150633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:21.150663] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:21.154223] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=2.79%)
[2026-02-13T20:28:21.154537] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2026-02-13T20:28:21.154685] [INFO ] [sig       ] OMCL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:21.295168] [INFO ] [LOCAL     ] Saved forecast: OMCL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OMCL.txt
[2026-02-13T20:28:21.295298] [INFO ] [sig       ] [2260/3406] Completed OMCL in 0.3s | 2.84 sym/s | Total: 13.3m | ETA: 6.7m
[2026-02-13T20:28:21.295338] [INFO ] [sig       ] [2261/3406] Forecasting OMEX...
[2026-02-13T20:28:21.295367] [INFO ] [sig       ] Generating forecast for: OMEX
[2026-02-13T20:28:21.295396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2026-02-13T20:28:21.306597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2026-02-13T20:28:21.306935] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2026-02-13T20:28:21.307785] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2026-02-13T20:28:21.307837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:21.307868] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:21.307894] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:21.307950] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:21.365420] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:21.366085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:21.366163] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:21.366195] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:21.487429] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:21.487648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:21.487691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:21.487736] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:21.491349] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: UP (p=94.57%)
[2026-02-13T20:28:21.491645] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2026-02-13T20:28:21.491773] [INFO ] [sig       ] OMEX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:21.630605] [INFO ] [LOCAL     ] Saved forecast: OMEX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OMEX.txt
[2026-02-13T20:28:21.630725] [INFO ] [sig       ] [2261/3406] Completed OMEX in 0.3s | 2.84 sym/s | Total: 13.3m | ETA: 6.7m
[2026-02-13T20:28:21.630764] [INFO ] [sig       ] [2262/3406] Forecasting OMF...
[2026-02-13T20:28:21.630792] [INFO ] [sig       ] Generating forecast for: OMF
[2026-02-13T20:28:21.630822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2026-02-13T20:28:21.641760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2026-02-13T20:28:21.642083] [INFO ] [FORECASTER] Starting predict_future for OMF
[2026-02-13T20:28:21.642886] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2026-02-13T20:28:21.642938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:21.642970] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:21.642996] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:21.643052] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:21.700236] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:21.700899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:21.700977] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:21.701008] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:21.823921] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:21.824073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:21.824112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:21.824140] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:21.827976] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: UP (p=80.97%)
[2026-02-13T20:28:21.828254] [INFO ] [FORECASTER] Completed predict_future for OMF
[2026-02-13T20:28:21.828383] [INFO ] [sig       ] OMF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:21.967798] [INFO ] [LOCAL     ] Saved forecast: OMF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OMF.txt
[2026-02-13T20:28:21.967924] [INFO ] [sig       ] [2262/3406] Completed OMF in 0.3s | 2.84 sym/s | Total: 13.3m | ETA: 6.7m
[2026-02-13T20:28:21.967963] [INFO ] [sig       ] [2263/3406] Forecasting ON...
[2026-02-13T20:28:21.967992] [INFO ] [sig       ] Generating forecast for: ON
[2026-02-13T20:28:21.968023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2026-02-13T20:28:21.978594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ON'.
[2026-02-13T20:28:21.978907] [INFO ] [FORECASTER] Starting predict_future for ON
[2026-02-13T20:28:21.979733] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2026-02-13T20:28:21.979785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:21.979816] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:21.979844] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:21.979901] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:22.037863] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:22.038548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:22.038675] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:22.038709] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:22.165064] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:22.165234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:22.165291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:22.165326] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:22.168774] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: UP (p=55.66%)
[2026-02-13T20:28:22.169051] [INFO ] [FORECASTER] Completed predict_future for ON
[2026-02-13T20:28:22.169177] [INFO ] [sig       ] ON: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:22.309085] [INFO ] [LOCAL     ] Saved forecast: ON	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ON.txt
[2026-02-13T20:28:22.309230] [INFO ] [sig       ] [2263/3406] Completed ON in 0.3s | 2.84 sym/s | Total: 13.3m | ETA: 6.7m
[2026-02-13T20:28:22.309269] [INFO ] [sig       ] [2264/3406] Forecasting ONB...
[2026-02-13T20:28:22.309302] [INFO ] [sig       ] Generating forecast for: ONB
[2026-02-13T20:28:22.309339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2026-02-13T20:28:22.320512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONB'.
[2026-02-13T20:28:22.320874] [INFO ] [FORECASTER] Starting predict_future for ONB
[2026-02-13T20:28:22.321737] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2026-02-13T20:28:22.321790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:22.321824] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:22.321852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:22.321911] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:22.380466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:22.381383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:22.381470] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:22.381503] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:22.509445] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:22.509619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:22.509662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:22.509692] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:22.513265] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=6.60%)
[2026-02-13T20:28:22.513551] [INFO ] [FORECASTER] Completed predict_future for ONB
[2026-02-13T20:28:22.513705] [INFO ] [sig       ] ONB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:22.658303] [INFO ] [LOCAL     ] Saved forecast: ONB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ONB.txt
[2026-02-13T20:28:22.658454] [INFO ] [sig       ] [2264/3406] Completed ONB in 0.3s | 2.84 sym/s | Total: 13.3m | ETA: 6.7m
[2026-02-13T20:28:22.658496] [INFO ] [sig       ] [2265/3406] Forecasting ONCO...
[2026-02-13T20:28:22.658525] [INFO ] [sig       ] Generating forecast for: ONCO
[2026-02-13T20:28:22.658555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2026-02-13T20:28:22.670994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2026-02-13T20:28:22.671315] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2026-02-13T20:28:22.672132] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2026-02-13T20:28:22.672184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:22.672218] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:22.672250] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:22.672319] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:22.729863] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:22.730534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:22.730634] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:22.730669] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:22.851982] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:22.852141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:22.852180] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:22.852209] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:22.855656] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=44.58%)
[2026-02-13T20:28:22.855936] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2026-02-13T20:28:22.856066] [INFO ] [sig       ] ONCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:22.997710] [INFO ] [LOCAL     ] Saved forecast: ONCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ONCO.txt
[2026-02-13T20:28:22.997871] [INFO ] [sig       ] [2265/3406] Completed ONCO in 0.3s | 2.84 sym/s | Total: 13.3m | ETA: 6.7m
[2026-02-13T20:28:22.997916] [INFO ] [sig       ] [2266/3406] Forecasting ONDS...
[2026-02-13T20:28:22.997946] [INFO ] [sig       ] Generating forecast for: ONDS
[2026-02-13T20:28:22.997976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2026-02-13T20:28:23.009331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2026-02-13T20:28:23.009708] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2026-02-13T20:28:23.010508] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2026-02-13T20:28:23.010562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:23.010621] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:23.010649] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:23.010707] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:23.068317] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:23.069022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:23.069101] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:23.069133] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:23.188305] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:23.188459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:23.188499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:23.188528] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:23.192074] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: DOWN (p=21.39%)
[2026-02-13T20:28:23.192358] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2026-02-13T20:28:23.192485] [INFO ] [sig       ] ONDS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:23.332454] [INFO ] [LOCAL     ] Saved forecast: ONDS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ONDS.txt
[2026-02-13T20:28:23.332663] [INFO ] [sig       ] [2266/3406] Completed ONDS in 0.3s | 2.84 sym/s | Total: 13.3m | ETA: 6.7m
[2026-02-13T20:28:23.332707] [INFO ] [sig       ] [2267/3406] Forecasting ONEQ...
[2026-02-13T20:28:23.332739] [INFO ] [sig       ] Generating forecast for: ONEQ
[2026-02-13T20:28:23.332769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2026-02-13T20:28:23.344041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2026-02-13T20:28:23.344465] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2026-02-13T20:28:23.345308] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2026-02-13T20:28:23.345403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:23.345439] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:23.345467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:23.345526] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:23.407431] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:23.408337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:23.408428] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:23.408466] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:23.532217] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:23.532381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:23.532420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:23.532450] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:23.535914] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: DOWN (p=32.26%)
[2026-02-13T20:28:23.536196] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2026-02-13T20:28:23.536326] [INFO ] [sig       ] ONEQ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:23.675410] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ONEQ.txt
[2026-02-13T20:28:23.675544] [INFO ] [sig       ] [2267/3406] Completed ONEQ in 0.3s | 2.84 sym/s | Total: 13.3m | ETA: 6.7m
[2026-02-13T20:28:23.675602] [INFO ] [sig       ] [2268/3406] Forecasting ONL...
[2026-02-13T20:28:23.675633] [INFO ] [sig       ] Generating forecast for: ONL
[2026-02-13T20:28:23.675664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2026-02-13T20:28:23.688091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2026-02-13T20:28:23.688490] [INFO ] [FORECASTER] Starting predict_future for ONL
[2026-02-13T20:28:23.689433] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2026-02-13T20:28:23.689490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:23.689523] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:23.689551] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:23.689638] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:23.749378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:23.750196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:23.750306] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:23.750347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:23.883481] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:23.883664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:23.883712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:23.883757] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:23.887517] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: UP (p=77.33%)
[2026-02-13T20:28:23.891159] [INFO ] [FORECASTER] Completed predict_future for ONL
[2026-02-13T20:28:23.891339] [INFO ] [sig       ] ONL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:24.034444] [INFO ] [LOCAL     ] Saved forecast: ONL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ONL.txt
[2026-02-13T20:28:24.034608] [INFO ] [sig       ] [2268/3406] Completed ONL in 0.4s | 2.84 sym/s | Total: 13.3m | ETA: 6.7m
[2026-02-13T20:28:24.034653] [INFO ] [sig       ] [2269/3406] Forecasting ONON...
[2026-02-13T20:28:24.034683] [INFO ] [sig       ] Generating forecast for: ONON
[2026-02-13T20:28:24.034713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2026-02-13T20:28:24.045473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONON'.
[2026-02-13T20:28:24.045884] [INFO ] [FORECASTER] Starting predict_future for ONON
[2026-02-13T20:28:24.046722] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2026-02-13T20:28:24.046774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:24.046804] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:24.046830] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:24.046886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:24.105155] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:24.105988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:24.106075] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:24.106109] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:24.226712] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:24.226869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:24.226908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:24.226938] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:24.230378] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: UP (p=89.36%)
[2026-02-13T20:28:24.230680] [INFO ] [FORECASTER] Completed predict_future for ONON
[2026-02-13T20:28:24.230810] [INFO ] [sig       ] ONON: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:24.369111] [INFO ] [LOCAL     ] Saved forecast: ONON	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ONON.txt
[2026-02-13T20:28:24.369340] [INFO ] [sig       ] [2269/3406] Completed ONON in 0.3s | 2.84 sym/s | Total: 13.3m | ETA: 6.7m
[2026-02-13T20:28:24.369413] [INFO ] [sig       ] [2270/3406] Forecasting ONTF...
[2026-02-13T20:28:24.369468] [INFO ] [sig       ] Generating forecast for: ONTF
[2026-02-13T20:28:24.369507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2026-02-13T20:28:24.381158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2026-02-13T20:28:24.381558] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2026-02-13T20:28:24.382434] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2026-02-13T20:28:24.382489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:24.382551] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:24.382606] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:24.382672] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:24.454236] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:24.455300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:24.455397] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:24.455437] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:24.589317] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:24.589500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:24.589554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:24.589614] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:24.593423] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2026-02-13T20:28:24.593743] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2026-02-13T20:28:24.593880] [INFO ] [sig       ] ONTF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:24.745966] [INFO ] [LOCAL     ] Saved forecast: ONTF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ONTF.txt
[2026-02-13T20:28:24.746108] [INFO ] [sig       ] [2270/3406] Completed ONTF in 0.4s | 2.84 sym/s | Total: 13.3m | ETA: 6.7m
[2026-02-13T20:28:24.746149] [INFO ] [sig       ] [2271/3406] Forecasting ONTO...
[2026-02-13T20:28:24.746178] [INFO ] [sig       ] Generating forecast for: ONTO
[2026-02-13T20:28:24.746208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2026-02-13T20:28:24.757488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2026-02-13T20:28:24.757893] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2026-02-13T20:28:24.758691] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2026-02-13T20:28:24.758744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:24.758776] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:24.758802] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:24.758858] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:24.816726] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:24.817393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:24.817476] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:24.817510] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:24.941259] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:24.941422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:24.941469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:24.941497] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:24.945525] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2026-02-13T20:28:24.945819] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2026-02-13T20:28:24.945949] [INFO ] [sig       ] ONTO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:25.091319] [INFO ] [LOCAL     ] Saved forecast: ONTO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ONTO.txt
[2026-02-13T20:28:25.091663] [INFO ] [sig       ] [2271/3406] Completed ONTO in 0.3s | 2.84 sym/s | Total: 13.3m | ETA: 6.7m
[2026-02-13T20:28:25.091705] [INFO ] [sig       ] [2272/3406] Forecasting OOMA...
[2026-02-13T20:28:25.091736] [INFO ] [sig       ] Generating forecast for: OOMA
[2026-02-13T20:28:25.091766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2026-02-13T20:28:25.103195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2026-02-13T20:28:25.103507] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2026-02-13T20:28:25.104294] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2026-02-13T20:28:25.104356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:25.104395] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:25.104427] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:25.104496] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:25.162699] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:25.163355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:25.163434] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:25.163467] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:25.284884] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:25.285045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:25.285086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:25.285114] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:25.288785] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: DOWN (p=23.83%)
[2026-02-13T20:28:25.289133] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2026-02-13T20:28:25.289305] [INFO ] [sig       ] OOMA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:25.447306] [INFO ] [LOCAL     ] Saved forecast: OOMA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OOMA.txt
[2026-02-13T20:28:25.447476] [INFO ] [sig       ] [2272/3406] Completed OOMA in 0.4s | 2.84 sym/s | Total: 13.3m | ETA: 6.7m
[2026-02-13T20:28:25.447520] [INFO ] [sig       ] [2273/3406] Forecasting OPAL...
[2026-02-13T20:28:25.447552] [INFO ] [sig       ] Generating forecast for: OPAL
[2026-02-13T20:28:25.447633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2026-02-13T20:28:25.459391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2026-02-13T20:28:25.459792] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2026-02-13T20:28:25.460680] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2026-02-13T20:28:25.460735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:25.460768] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:25.460796] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:25.460860] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:25.523126] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:25.524029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:25.524122] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:25.524158] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:25.649309] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:25.649487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:25.649542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:25.649646] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:25.653327] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: UP (p=87.81%)
[2026-02-13T20:28:25.653661] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2026-02-13T20:28:25.653794] [INFO ] [sig       ] OPAL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:25.798108] [INFO ] [LOCAL     ] Saved forecast: OPAL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OPAL.txt
[2026-02-13T20:28:25.798244] [INFO ] [sig       ] [2273/3406] Completed OPAL in 0.4s | 2.84 sym/s | Total: 13.4m | ETA: 6.7m
[2026-02-13T20:28:25.798284] [INFO ] [sig       ] [2274/3406] Forecasting OPBK...
[2026-02-13T20:28:25.798313] [INFO ] [sig       ] Generating forecast for: OPBK
[2026-02-13T20:28:25.798344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2026-02-13T20:28:25.809937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2026-02-13T20:28:25.810326] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2026-02-13T20:28:25.811167] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2026-02-13T20:28:25.811222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:25.811256] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:25.811284] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:25.811342] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:25.869834] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:25.870763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:25.870852] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:25.870886] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:25.993863] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:25.994065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:25.994109] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:25.994140] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:25.997640] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=0.28%)
[2026-02-13T20:28:25.997920] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2026-02-13T20:28:25.998049] [INFO ] [sig       ] OPBK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:26.137726] [INFO ] [LOCAL     ] Saved forecast: OPBK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OPBK.txt
[2026-02-13T20:28:26.137876] [INFO ] [sig       ] [2274/3406] Completed OPBK in 0.3s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:26.137917] [INFO ] [sig       ] [2275/3406] Forecasting OPCH...
[2026-02-13T20:28:26.137945] [INFO ] [sig       ] Generating forecast for: OPCH
[2026-02-13T20:28:26.137974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2026-02-13T20:28:26.149799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2026-02-13T20:28:26.150201] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2026-02-13T20:28:26.151045] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2026-02-13T20:28:26.151099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:26.151132] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:26.151158] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:26.151215] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:26.209749] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:26.210699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:26.210787] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:26.210820] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:26.331816] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:26.331983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:26.332024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:26.332053] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:26.335564] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: DOWN (p=5.08%)
[2026-02-13T20:28:26.335895] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2026-02-13T20:28:26.336055] [INFO ] [sig       ] OPCH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:26.475457] [INFO ] [LOCAL     ] Saved forecast: OPCH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OPCH.txt
[2026-02-13T20:28:26.475626] [INFO ] [sig       ] [2275/3406] Completed OPCH in 0.3s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:26.475669] [INFO ] [sig       ] [2276/3406] Forecasting OPEN...
[2026-02-13T20:28:26.475700] [INFO ] [sig       ] Generating forecast for: OPEN
[2026-02-13T20:28:26.475732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2026-02-13T20:28:26.487299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2026-02-13T20:28:26.487927] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2026-02-13T20:28:26.488944] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2026-02-13T20:28:26.488997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:26.489029] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:26.489055] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:26.489111] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:26.556416] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:26.557328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:26.557417] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:26.557450] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:26.679209] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:26.679376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:26.679422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:26.679456] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:26.682996] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=10.51%)
[2026-02-13T20:28:26.683291] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2026-02-13T20:28:26.683446] [INFO ] [sig       ] OPEN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:26.823469] [INFO ] [LOCAL     ] Saved forecast: OPEN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OPEN.txt
[2026-02-13T20:28:26.823651] [INFO ] [sig       ] [2276/3406] Completed OPEN in 0.3s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:26.823695] [INFO ] [sig       ] [2277/3406] Forecasting OPFI...
[2026-02-13T20:28:26.823726] [INFO ] [sig       ] Generating forecast for: OPFI
[2026-02-13T20:28:26.823756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2026-02-13T20:28:26.835071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2026-02-13T20:28:26.835467] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2026-02-13T20:28:26.836274] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2026-02-13T20:28:26.836330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:26.836368] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:26.836400] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:26.836467] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:26.904060] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:26.904950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:26.905032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:26.905066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:27.032491] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:27.032698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:27.032752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:27.032783] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:27.036209] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: DOWN (p=9.89%)
[2026-02-13T20:28:27.036493] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2026-02-13T20:28:27.036640] [INFO ] [sig       ] OPFI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:27.177049] [INFO ] [LOCAL     ] Saved forecast: OPFI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OPFI.txt
[2026-02-13T20:28:27.177204] [INFO ] [sig       ] [2277/3406] Completed OPFI in 0.4s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:27.177246] [INFO ] [sig       ] [2278/3406] Forecasting OPK...
[2026-02-13T20:28:27.177276] [INFO ] [sig       ] Generating forecast for: OPK
[2026-02-13T20:28:27.177306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2026-02-13T20:28:27.188992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPK'.
[2026-02-13T20:28:27.189389] [INFO ] [FORECASTER] Starting predict_future for OPK
[2026-02-13T20:28:27.190258] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2026-02-13T20:28:27.190311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:27.190372] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:27.190403] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:27.190463] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:27.250349] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:27.251277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:27.251363] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:27.251399] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:27.383381] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:27.383563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:27.383625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:27.383657] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:27.387216] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2026-02-13T20:28:27.387507] [INFO ] [FORECASTER] Completed predict_future for OPK
[2026-02-13T20:28:27.387685] [INFO ] [sig       ] OPK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:27.530067] [INFO ] [LOCAL     ] Saved forecast: OPK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OPK.txt
[2026-02-13T20:28:27.530234] [INFO ] [sig       ] [2278/3406] Completed OPK in 0.4s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:27.530274] [INFO ] [sig       ] [2279/3406] Forecasting OPP...
[2026-02-13T20:28:27.530306] [INFO ] [sig       ] Generating forecast for: OPP
[2026-02-13T20:28:27.530336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2026-02-13T20:28:27.542071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2026-02-13T20:28:27.542460] [INFO ] [FORECASTER] Starting predict_future for OPP
[2026-02-13T20:28:27.543278] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2026-02-13T20:28:27.543330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:27.543362] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:27.543388] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:27.543445] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:27.601673] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:27.602688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:27.602779] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:27.602812] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:27.727920] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:27.728079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:27.728118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:27.728146] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:27.731632] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: UP (p=91.07%)
[2026-02-13T20:28:27.731955] [INFO ] [FORECASTER] Completed predict_future for OPP
[2026-02-13T20:28:27.732092] [INFO ] [sig       ] OPP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:27.872136] [INFO ] [LOCAL     ] Saved forecast: OPP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OPP.txt
[2026-02-13T20:28:27.872301] [INFO ] [sig       ] [2279/3406] Completed OPP in 0.3s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:27.872342] [INFO ] [sig       ] [2280/3406] Forecasting OPRA...
[2026-02-13T20:28:27.872373] [INFO ] [sig       ] Generating forecast for: OPRA
[2026-02-13T20:28:27.872403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2026-02-13T20:28:27.884144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2026-02-13T20:28:27.884527] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2026-02-13T20:28:27.885412] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2026-02-13T20:28:27.885466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:27.885499] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:27.885527] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:27.885612] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:27.949802] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:27.950841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:27.951007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:27.951040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:28.074004] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:28.074165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:28.074206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:28.074236] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:28.077705] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2026-02-13T20:28:28.077989] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2026-02-13T20:28:28.078117] [INFO ] [sig       ] OPRA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:28.224431] [INFO ] [LOCAL     ] Saved forecast: OPRA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OPRA.txt
[2026-02-13T20:28:28.224629] [INFO ] [sig       ] [2280/3406] Completed OPRA in 0.4s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:28.224672] [INFO ] [sig       ] [2281/3406] Forecasting OPTX...
[2026-02-13T20:28:28.224704] [INFO ] [sig       ] Generating forecast for: OPTX
[2026-02-13T20:28:28.224734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2026-02-13T20:28:28.237345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2026-02-13T20:28:28.237774] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2026-02-13T20:28:28.238679] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2026-02-13T20:28:28.238733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:28.238765] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:28.238791] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:28.238851] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:28.297076] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:28.297972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:28.298056] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:28.298088] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:28.426445] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:28.426824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:28.426867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:28.426895] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:28.430908] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: UP (p=73.66%)
[2026-02-13T20:28:28.431325] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2026-02-13T20:28:28.431486] [INFO ] [sig       ] OPTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:28.575076] [INFO ] [LOCAL     ] Saved forecast: OPTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OPTX.txt
[2026-02-13T20:28:28.575230] [INFO ] [sig       ] [2281/3406] Completed OPTX in 0.4s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:28.575276] [INFO ] [sig       ] [2282/3406] Forecasting OPXS...
[2026-02-13T20:28:28.575307] [INFO ] [sig       ] Generating forecast for: OPXS
[2026-02-13T20:28:28.575337] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2026-02-13T20:28:28.586666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPXS'.
[2026-02-13T20:28:28.587047] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2026-02-13T20:28:28.587889] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2026-02-13T20:28:28.587941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:28.587972] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:28.587998] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:28.588054] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:28.644746] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:28.645672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:28.645759] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:28.645791] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:28.770253] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:28.770413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:28.770460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:28.770495] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:28.773902] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: UP (p=63.77%)
[2026-02-13T20:28:28.774181] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2026-02-13T20:28:28.774331] [INFO ] [sig       ] OPXS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:28.914703] [INFO ] [LOCAL     ] Saved forecast: OPXS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OPXS.txt
[2026-02-13T20:28:28.914849] [INFO ] [sig       ] [2282/3406] Completed OPXS in 0.3s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:28.914890] [INFO ] [sig       ] [2283/3406] Forecasting ORA...
[2026-02-13T20:28:28.914920] [INFO ] [sig       ] Generating forecast for: ORA
[2026-02-13T20:28:28.914949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2026-02-13T20:28:28.926006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORA'.
[2026-02-13T20:28:28.926359] [INFO ] [FORECASTER] Starting predict_future for ORA
[2026-02-13T20:28:28.927156] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2026-02-13T20:28:28.927208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:28.927240] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:28.927266] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:28.927322] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:28.987930] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:28.988800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:28.988885] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:28.988917] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:29.109563] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:29.109744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:29.109784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:29.109814] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:29.113336] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2026-02-13T20:28:29.113642] [INFO ] [FORECASTER] Completed predict_future for ORA
[2026-02-13T20:28:29.113803] [INFO ] [sig       ] ORA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:29.256798] [INFO ] [LOCAL     ] Saved forecast: ORA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ORA.txt
[2026-02-13T20:28:29.256995] [INFO ] [sig       ] [2283/3406] Completed ORA in 0.3s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:29.257035] [INFO ] [sig       ] [2284/3406] Forecasting ORC...
[2026-02-13T20:28:29.257065] [INFO ] [sig       ] Generating forecast for: ORC
[2026-02-13T20:28:29.257096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2026-02-13T20:28:29.268546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORC'.
[2026-02-13T20:28:29.268983] [INFO ] [FORECASTER] Starting predict_future for ORC
[2026-02-13T20:28:29.269882] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2026-02-13T20:28:29.269936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:29.269967] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:29.269993] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:29.270050] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:29.326802] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:29.327722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:29.327810] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:29.327842] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:29.448592] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:29.448758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:29.448797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:29.448826] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:29.452228] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: DOWN (p=34.69%)
[2026-02-13T20:28:29.452514] [INFO ] [FORECASTER] Completed predict_future for ORC
[2026-02-13T20:28:29.452662] [INFO ] [sig       ] ORC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:29.592703] [INFO ] [LOCAL     ] Saved forecast: ORC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ORC.txt
[2026-02-13T20:28:29.592852] [INFO ] [sig       ] [2284/3406] Completed ORC in 0.3s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:29.592893] [INFO ] [sig       ] [2285/3406] Forecasting ORGO...
[2026-02-13T20:28:29.592921] [INFO ] [sig       ] Generating forecast for: ORGO
[2026-02-13T20:28:29.592951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2026-02-13T20:28:29.604220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2026-02-13T20:28:29.604649] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2026-02-13T20:28:29.605458] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2026-02-13T20:28:29.605514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:29.605545] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:29.605590] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:29.605649] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:29.661874] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:29.662806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:29.662891] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:29.662923] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:29.784964] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:29.785137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:29.785184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:29.785242] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:29.788961] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=44.70%)
[2026-02-13T20:28:29.789278] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2026-02-13T20:28:29.789408] [INFO ] [sig       ] ORGO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:29.927768] [INFO ] [LOCAL     ] Saved forecast: ORGO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ORGO.txt
[2026-02-13T20:28:29.927935] [INFO ] [sig       ] [2285/3406] Completed ORGO in 0.3s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:29.927975] [INFO ] [sig       ] [2286/3406] Forecasting ORIC...
[2026-02-13T20:28:29.928003] [INFO ] [sig       ] Generating forecast for: ORIC
[2026-02-13T20:28:29.928034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2026-02-13T20:28:29.939538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2026-02-13T20:28:29.939948] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2026-02-13T20:28:29.940782] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2026-02-13T20:28:29.940835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:29.940867] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:29.940893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:29.940950] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:29.997435] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:29.998314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:29.998396] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:29.998434] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:30.121037] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:30.121201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:30.121241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:30.121271] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:30.124958] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: UP (p=93.55%)
[2026-02-13T20:28:30.125240] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2026-02-13T20:28:30.125368] [INFO ] [sig       ] ORIC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:30.277937] [INFO ] [LOCAL     ] Saved forecast: ORIC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ORIC.txt
[2026-02-13T20:28:30.278096] [INFO ] [sig       ] [2286/3406] Completed ORIC in 0.4s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:30.278136] [INFO ] [sig       ] [2287/3406] Forecasting ORKA...
[2026-02-13T20:28:30.278167] [INFO ] [sig       ] Generating forecast for: ORKA
[2026-02-13T20:28:30.278197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2026-02-13T20:28:30.289608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2026-02-13T20:28:30.290024] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2026-02-13T20:28:30.290832] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2026-02-13T20:28:30.290883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:30.290944] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:30.290973] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:30.291029] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:30.351116] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:30.352044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:30.352146] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:30.352181] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:30.473389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:30.473553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:30.473615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:30.473645] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:30.477103] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=49.48%)
[2026-02-13T20:28:30.477388] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2026-02-13T20:28:30.477517] [INFO ] [sig       ] ORKA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:30.621483] [INFO ] [LOCAL     ] Saved forecast: ORKA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ORKA.txt
[2026-02-13T20:28:30.621651] [INFO ] [sig       ] [2287/3406] Completed ORKA in 0.3s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:30.621696] [INFO ] [sig       ] [2288/3406] Forecasting ORLY...
[2026-02-13T20:28:30.621725] [INFO ] [sig       ] Generating forecast for: ORLY
[2026-02-13T20:28:30.621754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2026-02-13T20:28:30.632753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2026-02-13T20:28:30.633099] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2026-02-13T20:28:30.633928] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2026-02-13T20:28:30.633980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:30.634012] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:30.634039] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:30.634096] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:30.691115] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:30.692017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:30.692098] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:30.692131] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:30.818543] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:30.818726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:30.818766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:30.818794] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:30.822666] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: UP (p=82.81%)
[2026-02-13T20:28:30.822941] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2026-02-13T20:28:30.823066] [INFO ] [sig       ] ORLY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:30.968285] [INFO ] [LOCAL     ] Saved forecast: ORLY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ORLY.txt
[2026-02-13T20:28:30.968422] [INFO ] [sig       ] [2288/3406] Completed ORLY in 0.3s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:30.968467] [INFO ] [sig       ] [2289/3406] Forecasting ORMP...
[2026-02-13T20:28:30.968503] [INFO ] [sig       ] Generating forecast for: ORMP
[2026-02-13T20:28:30.968541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2026-02-13T20:28:30.980334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2026-02-13T20:28:30.980720] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2026-02-13T20:28:30.981508] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2026-02-13T20:28:30.981559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:30.981639] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:30.981669] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:30.981731] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:31.041036] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:31.042026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:31.042126] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:31.042161] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:31.166005] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:31.166162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:31.166201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:31.166232] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:31.169882] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=49.74%)
[2026-02-13T20:28:31.170169] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2026-02-13T20:28:31.170297] [INFO ] [sig       ] ORMP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:31.312134] [INFO ] [LOCAL     ] Saved forecast: ORMP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ORMP.txt
[2026-02-13T20:28:31.312274] [INFO ] [sig       ] [2289/3406] Completed ORMP in 0.3s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:31.312313] [INFO ] [sig       ] [2290/3406] Forecasting ORN...
[2026-02-13T20:28:31.312344] [INFO ] [sig       ] Generating forecast for: ORN
[2026-02-13T20:28:31.312374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2026-02-13T20:28:31.323357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2026-02-13T20:28:31.323777] [INFO ] [FORECASTER] Starting predict_future for ORN
[2026-02-13T20:28:31.324562] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2026-02-13T20:28:31.324640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:31.324672] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:31.324699] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:31.324755] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:31.391178] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:31.392184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:31.392293] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:31.392328] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:31.519857] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:31.520012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:31.520051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:31.520113] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:31.523555] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=35.54%)
[2026-02-13T20:28:31.523859] [INFO ] [FORECASTER] Completed predict_future for ORN
[2026-02-13T20:28:31.523986] [INFO ] [sig       ] ORN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:31.665899] [INFO ] [LOCAL     ] Saved forecast: ORN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ORN.txt
[2026-02-13T20:28:31.666042] [INFO ] [sig       ] [2290/3406] Completed ORN in 0.4s | 2.84 sym/s | Total: 13.4m | ETA: 6.6m
[2026-02-13T20:28:31.666080] [INFO ] [sig       ] [2291/3406] Forecasting ORRF...
[2026-02-13T20:28:31.666112] [INFO ] [sig       ] Generating forecast for: ORRF
[2026-02-13T20:28:31.666142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2026-02-13T20:28:31.678532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2026-02-13T20:28:31.678908] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2026-02-13T20:28:31.679706] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2026-02-13T20:28:31.679757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:31.679788] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:31.679815] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:31.679871] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:31.739669] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:31.740367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:31.740448] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:31.740480] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:31.862297] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:31.862454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:31.862495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:31.862528] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:31.866006] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2026-02-13T20:28:31.866280] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2026-02-13T20:28:31.866407] [INFO ] [sig       ] ORRF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:32.006205] [INFO ] [LOCAL     ] Saved forecast: ORRF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ORRF.txt
[2026-02-13T20:28:32.006338] [INFO ] [sig       ] [2291/3406] Completed ORRF in 0.3s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:32.006377] [INFO ] [sig       ] [2292/3406] Forecasting OS...
[2026-02-13T20:28:32.006406] [INFO ] [sig       ] Generating forecast for: OS
[2026-02-13T20:28:32.006436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2026-02-13T20:28:32.017813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2026-02-13T20:28:32.018152] [INFO ] [FORECASTER] Starting predict_future for OS
[2026-02-13T20:28:32.018980] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2026-02-13T20:28:32.019033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:32.019064] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:32.019090] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:32.019146] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:32.077907] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:32.078651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:32.078733] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:32.078961] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:32.204453] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:32.204643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:32.204690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:32.204720] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:32.208316] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2026-02-13T20:28:32.208625] [INFO ] [FORECASTER] Completed predict_future for OS
[2026-02-13T20:28:32.208752] [INFO ] [sig       ] OS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:32.351591] [INFO ] [LOCAL     ] Saved forecast: OS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OS.txt
[2026-02-13T20:28:32.351741] [INFO ] [sig       ] [2292/3406] Completed OS in 0.3s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:32.351781] [INFO ] [sig       ] [2293/3406] Forecasting OSBC...
[2026-02-13T20:28:32.351816] [INFO ] [sig       ] Generating forecast for: OSBC
[2026-02-13T20:28:32.351849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2026-02-13T20:28:32.365077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2026-02-13T20:28:32.365409] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2026-02-13T20:28:32.366369] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2026-02-13T20:28:32.366421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:32.366452] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:32.366479] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:32.366533] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:32.427918] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:32.428653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:32.428736] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:32.428770] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:32.549138] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:32.549300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:32.549339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:32.549368] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:32.552871] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: DOWN (p=0.11%)
[2026-02-13T20:28:32.553152] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2026-02-13T20:28:32.553279] [INFO ] [sig       ] OSBC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:32.693125] [INFO ] [LOCAL     ] Saved forecast: OSBC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OSBC.txt
[2026-02-13T20:28:32.693273] [INFO ] [sig       ] [2293/3406] Completed OSBC in 0.3s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:32.693314] [INFO ] [sig       ] [2294/3406] Forecasting OSIS...
[2026-02-13T20:28:32.693342] [INFO ] [sig       ] Generating forecast for: OSIS
[2026-02-13T20:28:32.693371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2026-02-13T20:28:32.705487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2026-02-13T20:28:32.705839] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2026-02-13T20:28:32.706627] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2026-02-13T20:28:32.706680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:32.706713] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:32.706739] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:32.706796] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:32.766528] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:32.767389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:32.767474] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:32.767508] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:32.891625] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:32.891788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:32.891827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:32.891857] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:32.895271] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=17.25%)
[2026-02-13T20:28:32.895559] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2026-02-13T20:28:32.895711] [INFO ] [sig       ] OSIS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:33.040433] [INFO ] [LOCAL     ] Saved forecast: OSIS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OSIS.txt
[2026-02-13T20:28:33.040604] [INFO ] [sig       ] [2294/3406] Completed OSIS in 0.3s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:33.040651] [INFO ] [sig       ] [2295/3406] Forecasting OSPN...
[2026-02-13T20:28:33.040682] [INFO ] [sig       ] Generating forecast for: OSPN
[2026-02-13T20:28:33.040712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2026-02-13T20:28:33.052638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2026-02-13T20:28:33.052972] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2026-02-13T20:28:33.053795] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2026-02-13T20:28:33.053846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:33.053877] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:33.053903] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:33.053959] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:33.111789] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:33.112465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:33.112556] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:33.112620] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:33.248770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:33.248953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:33.249002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:33.249039] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:33.253241] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=63.36%)
[2026-02-13T20:28:33.253568] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2026-02-13T20:28:33.253739] [INFO ] [sig       ] OSPN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:33.394608] [INFO ] [LOCAL     ] Saved forecast: OSPN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OSPN.txt
[2026-02-13T20:28:33.394739] [INFO ] [sig       ] [2295/3406] Completed OSPN in 0.4s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:33.394778] [INFO ] [sig       ] [2296/3406] Forecasting OSS...
[2026-02-13T20:28:33.394807] [INFO ] [sig       ] Generating forecast for: OSS
[2026-02-13T20:28:33.394838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2026-02-13T20:28:33.406084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2026-02-13T20:28:33.406418] [INFO ] [FORECASTER] Starting predict_future for OSS
[2026-02-13T20:28:33.407224] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2026-02-13T20:28:33.407277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:33.407309] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:33.407336] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:33.407392] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:33.463885] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:33.464541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:33.464639] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:33.464672] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:33.584027] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:33.584181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:33.584222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:33.584270] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:33.587797] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: UP (p=62.31%)
[2026-02-13T20:28:33.588083] [INFO ] [FORECASTER] Completed predict_future for OSS
[2026-02-13T20:28:33.588212] [INFO ] [sig       ] OSS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:33.727230] [INFO ] [LOCAL     ] Saved forecast: OSS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OSS.txt
[2026-02-13T20:28:33.727376] [INFO ] [sig       ] [2296/3406] Completed OSS in 0.3s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:33.727414] [INFO ] [sig       ] [2297/3406] Forecasting OTEX...
[2026-02-13T20:28:33.727444] [INFO ] [sig       ] Generating forecast for: OTEX
[2026-02-13T20:28:33.727474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2026-02-13T20:28:33.738482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTEX'.
[2026-02-13T20:28:33.738851] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2026-02-13T20:28:33.739680] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2026-02-13T20:28:33.739732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:33.739763] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:33.739790] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:33.739845] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:33.801628] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:33.802600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:33.802723] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:33.802759] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:33.927022] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:33.927182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:33.927221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:33.927250] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:33.930960] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=80.33%)
[2026-02-13T20:28:33.931249] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2026-02-13T20:28:33.931378] [INFO ] [sig       ] OTEX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:34.069778] [INFO ] [LOCAL     ] Saved forecast: OTEX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OTEX.txt
[2026-02-13T20:28:34.069917] [INFO ] [sig       ] [2297/3406] Completed OTEX in 0.3s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:34.069965] [INFO ] [sig       ] [2298/3406] Forecasting OTIS...
[2026-02-13T20:28:34.069998] [INFO ] [sig       ] Generating forecast for: OTIS
[2026-02-13T20:28:34.070030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2026-02-13T20:28:34.081267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2026-02-13T20:28:34.081647] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2026-02-13T20:28:34.082439] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2026-02-13T20:28:34.082491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:34.082528] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:34.082560] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:34.082657] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:34.139970] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:34.140724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:34.140807] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:34.140857] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:34.271908] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:34.272073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:34.272114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:34.272144] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:34.275641] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=86.64%)
[2026-02-13T20:28:34.275929] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2026-02-13T20:28:34.276060] [INFO ] [sig       ] OTIS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:34.425526] [INFO ] [LOCAL     ] Saved forecast: OTIS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OTIS.txt
[2026-02-13T20:28:34.425751] [INFO ] [sig       ] [2298/3406] Completed OTIS in 0.4s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:34.425814] [INFO ] [sig       ] [2299/3406] Forecasting OTLY...
[2026-02-13T20:28:34.425855] [INFO ] [sig       ] Generating forecast for: OTLY
[2026-02-13T20:28:34.425893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2026-02-13T20:28:34.439652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2026-02-13T20:28:34.440058] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2026-02-13T20:28:34.440896] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2026-02-13T20:28:34.440950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:34.440983] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:34.441010] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:34.441068] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:34.500646] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:34.501539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:34.501653] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:34.501690] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:34.627820] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:34.627995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:34.628049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:34.628081] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:34.631917] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: UP (p=95.05%)
[2026-02-13T20:28:34.632216] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2026-02-13T20:28:34.632356] [INFO ] [sig       ] OTLY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:34.779294] [INFO ] [LOCAL     ] Saved forecast: OTLY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OTLY.txt
[2026-02-13T20:28:34.779459] [INFO ] [sig       ] [2299/3406] Completed OTLY in 0.4s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:34.779502] [INFO ] [sig       ] [2300/3406] Forecasting OVID...
[2026-02-13T20:28:34.779533] [INFO ] [sig       ] Generating forecast for: OVID
[2026-02-13T20:28:34.779562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2026-02-13T20:28:34.791139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2026-02-13T20:28:34.791540] [INFO ] [FORECASTER] Starting predict_future for OVID
[2026-02-13T20:28:34.792369] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2026-02-13T20:28:34.792422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:34.792454] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:34.792481] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:34.792553] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:34.850034] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:34.850879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:34.850977] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:34.851012] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:34.965984] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:34.966139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:34.966178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:34.966207] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:34.969744] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2026-02-13T20:28:34.970030] [INFO ] [FORECASTER] Completed predict_future for OVID
[2026-02-13T20:28:34.970309] [INFO ] [sig       ] OVID: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:35.115909] [INFO ] [LOCAL     ] Saved forecast: OVID	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OVID.txt
[2026-02-13T20:28:35.116072] [INFO ] [sig       ] [2300/3406] Completed OVID in 0.3s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:35.116111] [INFO ] [sig       ] [2301/3406] Forecasting OVLY...
[2026-02-13T20:28:35.116142] [INFO ] [sig       ] Generating forecast for: OVLY
[2026-02-13T20:28:35.116172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2026-02-13T20:28:35.126201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2026-02-13T20:28:35.126532] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2026-02-13T20:28:35.127329] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2026-02-13T20:28:35.127381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:35.127412] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:35.127439] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:35.127495] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:35.185730] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:35.186488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:35.186600] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:35.186646] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:35.289833] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:35.289986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:35.290024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:35.290052] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:35.293454] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: UP (p=98.07%)
[2026-02-13T20:28:35.293747] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2026-02-13T20:28:35.293873] [INFO ] [sig       ] OVLY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:35.445513] [INFO ] [LOCAL     ] Saved forecast: OVLY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OVLY.txt
[2026-02-13T20:28:35.445678] [INFO ] [sig       ] [2301/3406] Completed OVLY in 0.3s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:35.445720] [INFO ] [sig       ] [2302/3406] Forecasting OWL...
[2026-02-13T20:28:35.445750] [INFO ] [sig       ] Generating forecast for: OWL
[2026-02-13T20:28:35.445778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2026-02-13T20:28:35.457215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2026-02-13T20:28:35.457558] [INFO ] [FORECASTER] Starting predict_future for OWL
[2026-02-13T20:28:35.458448] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2026-02-13T20:28:35.458519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:35.458557] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:35.458623] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:35.458698] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:35.518145] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:35.518963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:35.519047] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:35.519081] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:35.643532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:35.643704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:35.643745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:35.643774] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:35.647270] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2026-02-13T20:28:35.647551] [INFO ] [FORECASTER] Completed predict_future for OWL
[2026-02-13T20:28:35.647727] [INFO ] [sig       ] OWL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:35.796315] [INFO ] [LOCAL     ] Saved forecast: OWL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OWL.txt
[2026-02-13T20:28:35.796472] [INFO ] [sig       ] [2302/3406] Completed OWL in 0.4s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:35.796514] [INFO ] [sig       ] [2303/3406] Forecasting OXLC...
[2026-02-13T20:28:35.796543] [INFO ] [sig       ] Generating forecast for: OXLC
[2026-02-13T20:28:35.796596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2026-02-13T20:28:35.807780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2026-02-13T20:28:35.808123] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2026-02-13T20:28:35.808988] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2026-02-13T20:28:35.809041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:35.809075] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:35.809103] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:35.809160] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:35.868263] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:35.869313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:35.869398] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:35.869432] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:35.994320] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:35.994504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:35.994566] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:35.994640] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:35.999546] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: UP (p=88.85%)
[2026-02-13T20:28:36.000207] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2026-02-13T20:28:36.000385] [INFO ] [sig       ] OXLC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:36.144265] [INFO ] [LOCAL     ] Saved forecast: OXLC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OXLC.txt
[2026-02-13T20:28:36.144426] [INFO ] [sig       ] [2303/3406] Completed OXLC in 0.3s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:36.144467] [INFO ] [sig       ] [2304/3406] Forecasting OXM...
[2026-02-13T20:28:36.144497] [INFO ] [sig       ] Generating forecast for: OXM
[2026-02-13T20:28:36.144525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2026-02-13T20:28:36.156793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2026-02-13T20:28:36.157232] [INFO ] [FORECASTER] Starting predict_future for OXM
[2026-02-13T20:28:36.158151] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2026-02-13T20:28:36.158212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:36.158280] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:36.158308] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:36.158371] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:36.219083] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:36.220067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:36.220157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:36.220191] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:36.343357] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:36.343518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:36.343559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:36.343618] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:36.347198] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=17.03%)
[2026-02-13T20:28:36.347475] [INFO ] [FORECASTER] Completed predict_future for OXM
[2026-02-13T20:28:36.347638] [INFO ] [sig       ] OXM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:36.490421] [INFO ] [LOCAL     ] Saved forecast: OXM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OXM.txt
[2026-02-13T20:28:36.490597] [INFO ] [sig       ] [2304/3406] Completed OXM in 0.3s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:36.490641] [INFO ] [sig       ] [2305/3406] Forecasting OXSQ...
[2026-02-13T20:28:36.490672] [INFO ] [sig       ] Generating forecast for: OXSQ
[2026-02-13T20:28:36.490703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2026-02-13T20:28:36.502949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2026-02-13T20:28:36.503367] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2026-02-13T20:28:36.504227] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2026-02-13T20:28:36.504282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:36.504313] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:36.504338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:36.504394] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:36.565447] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:36.566399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:36.566486] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:36.566519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:36.691189] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:36.691348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:36.691389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:36.691416] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:36.694925] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: DOWN (p=38.00%)
[2026-02-13T20:28:36.695262] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2026-02-13T20:28:36.695410] [INFO ] [sig       ] OXSQ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:36.838082] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OXSQ.txt
[2026-02-13T20:28:36.838226] [INFO ] [sig       ] [2305/3406] Completed OXSQ in 0.3s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:36.838267] [INFO ] [sig       ] [2306/3406] Forecasting OZEM...
[2026-02-13T20:28:36.838297] [INFO ] [sig       ] Generating forecast for: OZEM
[2026-02-13T20:28:36.838326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2026-02-13T20:28:36.849318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZEM'.
[2026-02-13T20:28:36.849726] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2026-02-13T20:28:36.850561] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2026-02-13T20:28:36.850640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:36.850674] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:36.850702] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:36.850760] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:36.913592] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:36.914427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:36.914526] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:36.914593] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:37.028028] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:37.028192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:37.028232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:37.028264] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:37.031881] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=55.55%)
[2026-02-13T20:28:37.032216] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2026-02-13T20:28:37.032391] [INFO ] [sig       ] OZEM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:37.182984] [INFO ] [LOCAL     ] Saved forecast: OZEM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OZEM.txt
[2026-02-13T20:28:37.183153] [INFO ] [sig       ] [2306/3406] Completed OZEM in 0.3s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:37.183195] [INFO ] [sig       ] [2307/3406] Forecasting OZK...
[2026-02-13T20:28:37.183224] [INFO ] [sig       ] Generating forecast for: OZK
[2026-02-13T20:28:37.183256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2026-02-13T20:28:37.195087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2026-02-13T20:28:37.195468] [INFO ] [FORECASTER] Starting predict_future for OZK
[2026-02-13T20:28:37.196279] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2026-02-13T20:28:37.196332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:37.196363] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:37.196389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:37.196445] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:37.253468] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:37.254141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:37.254219] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:37.254251] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:37.374582] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:37.374727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:37.374764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:37.374824] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:37.378225] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: DOWN (p=38.82%)
[2026-02-13T20:28:37.378523] [INFO ] [FORECASTER] Completed predict_future for OZK
[2026-02-13T20:28:37.378677] [INFO ] [sig       ] OZK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:37.517959] [INFO ] [LOCAL     ] Saved forecast: OZK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/OZK.txt
[2026-02-13T20:28:37.518092] [INFO ] [sig       ] [2307/3406] Completed OZK in 0.3s | 2.84 sym/s | Total: 13.5m | ETA: 6.5m
[2026-02-13T20:28:37.518133] [INFO ] [sig       ] [2308/3406] Forecasting OZKAP...
[2026-02-13T20:28:37.518162] [INFO ] [sig       ] Generating forecast for: OZKAP
[2026-02-13T20:28:37.518191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2026-02-13T20:28:37.529808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2026-02-13T20:28:37.530262] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2026-02-13T20:28:37.531121] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2026-02-13T20:28:37.531177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:37.531211] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:37.531239] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:37.531298] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:37.590148] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:37.591046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:37.591129] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:37.591162] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:37.711893] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:37.712102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:37.712157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:37.712186] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:37.715994] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2026-02-13T20:28:37.716346] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2026-02-13T20:28:37.716497] [INFO ] [sig       ] OZKAP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:37.856452] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/OZKAP.txt
[2026-02-13T20:28:37.856615] [INFO ] [sig       ] [2308/3406] Completed OZKAP in 0.3s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:37.856659] [INFO ] [sig       ] [2309/3406] Forecasting PAA...
[2026-02-13T20:28:37.856688] [INFO ] [sig       ] Generating forecast for: PAA
[2026-02-13T20:28:37.856730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2026-02-13T20:28:37.870022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2026-02-13T20:28:37.870394] [INFO ] [FORECASTER] Starting predict_future for PAA
[2026-02-13T20:28:37.871247] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2026-02-13T20:28:37.871300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:37.871331] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:37.871357] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:37.871420] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:37.928603] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:37.929323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:37.929416] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:37.929450] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:38.048654] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:38.048856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:38.048898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:38.048927] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:38.052540] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=88.61%)
[2026-02-13T20:28:38.053029] [INFO ] [FORECASTER] Completed predict_future for PAA
[2026-02-13T20:28:38.053161] [INFO ] [sig       ] PAA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:38.191387] [INFO ] [LOCAL     ] Saved forecast: PAA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PAA.txt
[2026-02-13T20:28:38.191537] [INFO ] [sig       ] [2309/3406] Completed PAA in 0.3s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:38.191639] [INFO ] [sig       ] [2310/3406] Forecasting PAAS...
[2026-02-13T20:28:38.191697] [INFO ] [sig       ] Generating forecast for: PAAS
[2026-02-13T20:28:38.191729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2026-02-13T20:28:38.203692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2026-02-13T20:28:38.204080] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2026-02-13T20:28:38.204897] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2026-02-13T20:28:38.204948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:38.204980] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:38.205006] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:38.205062] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:38.261332] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:38.262101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:38.262186] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:38.262219] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:38.383698] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:38.383861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:38.383900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:38.383928] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:38.387496] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=74.96%)
[2026-02-13T20:28:38.387826] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2026-02-13T20:28:38.387960] [INFO ] [sig       ] PAAS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:38.556969] [INFO ] [LOCAL     ] Saved forecast: PAAS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PAAS.txt
[2026-02-13T20:28:38.557118] [INFO ] [sig       ] [2310/3406] Completed PAAS in 0.4s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:38.557159] [INFO ] [sig       ] [2311/3406] Forecasting PAC...
[2026-02-13T20:28:38.557189] [INFO ] [sig       ] Generating forecast for: PAC
[2026-02-13T20:28:38.557219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2026-02-13T20:28:38.569350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2026-02-13T20:28:38.569816] [INFO ] [FORECASTER] Starting predict_future for PAC
[2026-02-13T20:28:38.570696] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2026-02-13T20:28:38.570755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:38.570796] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:38.570832] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:38.570891] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:38.631563] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:38.632546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:38.632662] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:38.632697] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:38.757318] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:38.757479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:38.757521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:38.757551] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:38.761138] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: DOWN (p=33.62%)
[2026-02-13T20:28:38.761420] [INFO ] [FORECASTER] Completed predict_future for PAC
[2026-02-13T20:28:38.761547] [INFO ] [sig       ] PAC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:38.904184] [INFO ] [LOCAL     ] Saved forecast: PAC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PAC.txt
[2026-02-13T20:28:38.904330] [INFO ] [sig       ] [2311/3406] Completed PAC in 0.3s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:38.904371] [INFO ] [sig       ] [2312/3406] Forecasting PACB...
[2026-02-13T20:28:38.904399] [INFO ] [sig       ] Generating forecast for: PACB
[2026-02-13T20:28:38.904428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2026-02-13T20:28:38.916628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2026-02-13T20:28:38.917019] [INFO ] [FORECASTER] Starting predict_future for PACB
[2026-02-13T20:28:38.917907] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2026-02-13T20:28:38.917961] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:38.917992] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:38.918018] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:38.918074] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:38.976201] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:38.977018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:38.977104] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:38.977137] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:39.098996] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:39.099160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:39.099201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:39.099229] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:39.102754] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=27.70%)
[2026-02-13T20:28:39.103040] [INFO ] [FORECASTER] Completed predict_future for PACB
[2026-02-13T20:28:39.103167] [INFO ] [sig       ] PACB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:39.244112] [INFO ] [LOCAL     ] Saved forecast: PACB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PACB.txt
[2026-02-13T20:28:39.244256] [INFO ] [sig       ] [2312/3406] Completed PACB in 0.3s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:39.244300] [INFO ] [sig       ] [2313/3406] Forecasting PACK...
[2026-02-13T20:28:39.244330] [INFO ] [sig       ] Generating forecast for: PACK
[2026-02-13T20:28:39.244360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2026-02-13T20:28:39.255794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACK'.
[2026-02-13T20:28:39.256148] [INFO ] [FORECASTER] Starting predict_future for PACK
[2026-02-13T20:28:39.256970] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2026-02-13T20:28:39.257040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:39.257073] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:39.257100] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:39.257156] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:39.315779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:39.316464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:39.316544] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:39.316595] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:39.438782] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:39.438950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:39.438991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:39.439021] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:39.442640] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: DOWN (p=40.76%)
[2026-02-13T20:28:39.442962] [INFO ] [FORECASTER] Completed predict_future for PACK
[2026-02-13T20:28:39.443103] [INFO ] [sig       ] PACK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:39.588058] [INFO ] [LOCAL     ] Saved forecast: PACK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PACK.txt
[2026-02-13T20:28:39.588257] [INFO ] [sig       ] [2313/3406] Completed PACK in 0.3s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:39.588317] [INFO ] [sig       ] [2314/3406] Forecasting PAGP...
[2026-02-13T20:28:39.588361] [INFO ] [sig       ] Generating forecast for: PAGP
[2026-02-13T20:28:39.588403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2026-02-13T20:28:39.600776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2026-02-13T20:28:39.601138] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2026-02-13T20:28:39.601974] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2026-02-13T20:28:39.602027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:39.602058] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:39.602085] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:39.602142] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:39.660781] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:39.661642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:39.661769] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:39.661805] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:39.785432] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:39.785609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:39.785652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:39.785681] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:39.789152] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: DOWN (p=9.50%)
[2026-02-13T20:28:39.789429] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2026-02-13T20:28:39.789554] [INFO ] [sig       ] PAGP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:39.934965] [INFO ] [LOCAL     ] Saved forecast: PAGP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PAGP.txt
[2026-02-13T20:28:39.935111] [INFO ] [sig       ] [2314/3406] Completed PAGP in 0.3s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:39.935152] [INFO ] [sig       ] [2315/3406] Forecasting PAGS...
[2026-02-13T20:28:39.935182] [INFO ] [sig       ] Generating forecast for: PAGS
[2026-02-13T20:28:39.935212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2026-02-13T20:28:39.947119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2026-02-13T20:28:39.947506] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2026-02-13T20:28:39.948402] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2026-02-13T20:28:39.948456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:39.948489] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:39.948517] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:39.948592] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:40.007681] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:40.008518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:40.008625] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:40.008663] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:40.133389] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:40.133550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:40.133611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:40.133641] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:40.137190] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: DOWN (p=49.63%)
[2026-02-13T20:28:40.137500] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2026-02-13T20:28:40.137831] [INFO ] [sig       ] PAGS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:40.278324] [INFO ] [LOCAL     ] Saved forecast: PAGS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PAGS.txt
[2026-02-13T20:28:40.278465] [INFO ] [sig       ] [2315/3406] Completed PAGS in 0.3s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:40.278506] [INFO ] [sig       ] [2316/3406] Forecasting PAHC...
[2026-02-13T20:28:40.278535] [INFO ] [sig       ] Generating forecast for: PAHC
[2026-02-13T20:28:40.278565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2026-02-13T20:28:40.290082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2026-02-13T20:28:40.290429] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2026-02-13T20:28:40.291259] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2026-02-13T20:28:40.291322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:40.291361] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:40.291394] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:40.291461] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:40.347967] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:40.348885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:40.348971] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:40.349004] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:40.477414] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:40.477767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:40.477819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:40.477852] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:40.481647] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: DOWN (p=16.41%)
[2026-02-13T20:28:40.481938] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2026-02-13T20:28:40.482077] [INFO ] [sig       ] PAHC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:40.628352] [INFO ] [LOCAL     ] Saved forecast: PAHC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PAHC.txt
[2026-02-13T20:28:40.628515] [INFO ] [sig       ] [2316/3406] Completed PAHC in 0.3s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:40.628563] [INFO ] [sig       ] [2317/3406] Forecasting PAL...
[2026-02-13T20:28:40.628614] [INFO ] [sig       ] Generating forecast for: PAL
[2026-02-13T20:28:40.628646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2026-02-13T20:28:40.640855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2026-02-13T20:28:40.641229] [INFO ] [FORECASTER] Starting predict_future for PAL
[2026-02-13T20:28:40.642058] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2026-02-13T20:28:40.642111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:40.642142] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:40.642167] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:40.642224] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:40.700634] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:40.701322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:40.701416] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:40.701451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:40.822394] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:40.822554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:40.822613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:40.822643] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:40.826036] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: DOWN (p=38.43%)
[2026-02-13T20:28:40.826312] [INFO ] [FORECASTER] Completed predict_future for PAL
[2026-02-13T20:28:40.826436] [INFO ] [sig       ] PAL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:40.970519] [INFO ] [LOCAL     ] Saved forecast: PAL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PAL.txt
[2026-02-13T20:28:40.970699] [INFO ] [sig       ] [2317/3406] Completed PAL in 0.3s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:40.970748] [INFO ] [sig       ] [2318/3406] Forecasting PAM...
[2026-02-13T20:28:40.970783] [INFO ] [sig       ] Generating forecast for: PAM
[2026-02-13T20:28:40.970818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2026-02-13T20:28:40.983093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2026-02-13T20:28:40.983511] [INFO ] [FORECASTER] Starting predict_future for PAM
[2026-02-13T20:28:40.984376] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2026-02-13T20:28:40.984430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:40.984464] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:40.984492] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:40.984549] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:41.042435] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:41.043484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:41.043609] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:41.043645] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:41.175901] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:41.176078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:41.176121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:41.176151] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:41.179761] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=13.41%)
[2026-02-13T20:28:41.180072] [INFO ] [FORECASTER] Completed predict_future for PAM
[2026-02-13T20:28:41.180235] [INFO ] [sig       ] PAM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:41.324947] [INFO ] [LOCAL     ] Saved forecast: PAM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PAM.txt
[2026-02-13T20:28:41.325117] [INFO ] [sig       ] [2318/3406] Completed PAM in 0.4s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:41.325163] [INFO ] [sig       ] [2319/3406] Forecasting PANL...
[2026-02-13T20:28:41.325198] [INFO ] [sig       ] Generating forecast for: PANL
[2026-02-13T20:28:41.325230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2026-02-13T20:28:41.336806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PANL'.
[2026-02-13T20:28:41.337175] [INFO ] [FORECASTER] Starting predict_future for PANL
[2026-02-13T20:28:41.338071] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2026-02-13T20:28:41.338124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:41.338156] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:41.338182] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:41.338239] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:41.396058] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:41.396935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:41.397025] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:41.397059] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:41.520987] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:41.521197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:41.521261] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:41.521298] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:41.525078] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2026-02-13T20:28:41.525363] [INFO ] [FORECASTER] Completed predict_future for PANL
[2026-02-13T20:28:41.525493] [INFO ] [sig       ] PANL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:41.666769] [INFO ] [LOCAL     ] Saved forecast: PANL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PANL.txt
[2026-02-13T20:28:41.666925] [INFO ] [sig       ] [2319/3406] Completed PANL in 0.3s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:41.666974] [INFO ] [sig       ] [2320/3406] Forecasting PASG...
[2026-02-13T20:28:41.667006] [INFO ] [sig       ] Generating forecast for: PASG
[2026-02-13T20:28:41.667037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2026-02-13T20:28:41.678493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2026-02-13T20:28:41.678890] [INFO ] [FORECASTER] Starting predict_future for PASG
[2026-02-13T20:28:41.679736] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2026-02-13T20:28:41.679794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:41.679832] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:41.679864] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:41.679921] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:41.737941] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:41.738698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:41.738792] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:41.738831] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:41.861268] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:41.861439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:41.861497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:41.861527] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:41.865026] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2026-02-13T20:28:41.865313] [INFO ] [FORECASTER] Completed predict_future for PASG
[2026-02-13T20:28:41.865441] [INFO ] [sig       ] PASG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:42.006930] [INFO ] [LOCAL     ] Saved forecast: PASG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PASG.txt
[2026-02-13T20:28:42.007084] [INFO ] [sig       ] [2320/3406] Completed PASG in 0.3s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:42.007126] [INFO ] [sig       ] [2321/3406] Forecasting PATH...
[2026-02-13T20:28:42.007155] [INFO ] [sig       ] Generating forecast for: PATH
[2026-02-13T20:28:42.007185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2026-02-13T20:28:42.019433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2026-02-13T20:28:42.019819] [INFO ] [FORECASTER] Starting predict_future for PATH
[2026-02-13T20:28:42.020649] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2026-02-13T20:28:42.020702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:42.020764] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:42.020794] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:42.020852] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:42.078833] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:42.079704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:42.079794] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:42.079828] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:42.205436] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:42.205629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:42.205696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:42.205749] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:42.212969] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2026-02-13T20:28:42.213336] [INFO ] [FORECASTER] Completed predict_future for PATH
[2026-02-13T20:28:42.213478] [INFO ] [sig       ] PATH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:42.353770] [INFO ] [LOCAL     ] Saved forecast: PATH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PATH.txt
[2026-02-13T20:28:42.353923] [INFO ] [sig       ] [2321/3406] Completed PATH in 0.3s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:42.353965] [INFO ] [sig       ] [2322/3406] Forecasting PATK...
[2026-02-13T20:28:42.353994] [INFO ] [sig       ] Generating forecast for: PATK
[2026-02-13T20:28:42.354024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2026-02-13T20:28:42.365913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2026-02-13T20:28:42.366272] [INFO ] [FORECASTER] Starting predict_future for PATK
[2026-02-13T20:28:42.367121] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2026-02-13T20:28:42.367173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:42.367205] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:42.367231] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:42.367287] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:42.425857] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:42.426650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:42.426750] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:42.426786] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:42.553688] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:42.553853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:42.553894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:42.553923] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:42.558145] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=40.52%)
[2026-02-13T20:28:42.558545] [INFO ] [FORECASTER] Completed predict_future for PATK
[2026-02-13T20:28:42.558757] [INFO ] [sig       ] PATK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:42.709547] [INFO ] [LOCAL     ] Saved forecast: PATK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PATK.txt
[2026-02-13T20:28:42.709742] [INFO ] [sig       ] [2322/3406] Completed PATK in 0.4s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:42.709792] [INFO ] [sig       ] [2323/3406] Forecasting PAX...
[2026-02-13T20:28:42.709828] [INFO ] [sig       ] Generating forecast for: PAX
[2026-02-13T20:28:42.709864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAX' from 'https://tdm.silogroup.org/data/derivative_storage/PAX.csv'.
[2026-02-13T20:28:42.721472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAX'.
[2026-02-13T20:28:42.721863] [INFO ] [FORECASTER] Starting predict_future for PAX
[2026-02-13T20:28:42.722701] [DEBUG] [LOCAL     ] No optimal features file found for PAX: ./output/feature-sets/PAX.txt
[2026-02-13T20:28:42.722753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:42.722786] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:42.722813] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:42.722869] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:42.781697] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:42.782695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:42.782781] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:42.782813] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:42.907540] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:42.907757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:42.907822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:42.907861] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:42.912247] [DEBUG] [FORECASTER] PAX: Forecast T+1@11:T+2@11: DOWN (p=21.90%)
[2026-02-13T20:28:42.912538] [INFO ] [FORECASTER] Completed predict_future for PAX
[2026-02-13T20:28:42.912695] [INFO ] [sig       ] PAX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:43.062183] [INFO ] [LOCAL     ] Saved forecast: PAX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PAX.txt
[2026-02-13T20:28:43.062370] [INFO ] [sig       ] [2323/3406] Completed PAX in 0.4s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:43.062411] [INFO ] [sig       ] [2324/3406] Forecasting PAXS...
[2026-02-13T20:28:43.062443] [INFO ] [sig       ] Generating forecast for: PAXS
[2026-02-13T20:28:43.062474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2026-02-13T20:28:43.075074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAXS'.
[2026-02-13T20:28:43.075458] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2026-02-13T20:28:43.076370] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2026-02-13T20:28:43.076424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:43.076482] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:43.076513] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:43.076570] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:43.135045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:43.135944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:43.136049] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:43.136086] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:43.260105] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:43.260267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:43.260307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:43.260370] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:43.265110] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: DOWN (p=49.37%)
[2026-02-13T20:28:43.265403] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2026-02-13T20:28:43.265539] [INFO ] [sig       ] PAXS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:43.406515] [INFO ] [LOCAL     ] Saved forecast: PAXS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PAXS.txt
[2026-02-13T20:28:43.406674] [INFO ] [sig       ] [2324/3406] Completed PAXS in 0.3s | 2.84 sym/s | Total: 13.6m | ETA: 6.4m
[2026-02-13T20:28:43.406716] [INFO ] [sig       ] [2325/3406] Forecasting PAY...
[2026-02-13T20:28:43.406747] [INFO ] [sig       ] Generating forecast for: PAY
[2026-02-13T20:28:43.406777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2026-02-13T20:28:43.418387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2026-02-13T20:28:43.418777] [INFO ] [FORECASTER] Starting predict_future for PAY
[2026-02-13T20:28:43.419645] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2026-02-13T20:28:43.419699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:43.419732] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:43.419760] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:43.419819] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:43.479444] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:43.480533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:43.480642] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:43.480677] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:43.603413] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:43.603593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:43.603634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:43.603662] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:43.607120] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: DOWN (p=41.77%)
[2026-02-13T20:28:43.607399] [INFO ] [FORECASTER] Completed predict_future for PAY
[2026-02-13T20:28:43.607531] [INFO ] [sig       ] PAY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:43.751710] [INFO ] [LOCAL     ] Saved forecast: PAY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PAY.txt
[2026-02-13T20:28:43.751875] [INFO ] [sig       ] [2325/3406] Completed PAY in 0.3s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:43.751917] [INFO ] [sig       ] [2326/3406] Forecasting PAYC...
[2026-02-13T20:28:43.752144] [INFO ] [sig       ] Generating forecast for: PAYC
[2026-02-13T20:28:43.752179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2026-02-13T20:28:43.765498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYC'.
[2026-02-13T20:28:43.765918] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2026-02-13T20:28:43.767177] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2026-02-13T20:28:43.767232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:43.767264] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:43.767291] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:43.767348] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:43.825608] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:43.826386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:43.826471] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:43.826503] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:43.957816] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:43.958006] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:43.958049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:43.958078] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:43.961784] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: DOWN (p=35.69%)
[2026-02-13T20:28:43.962091] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2026-02-13T20:28:43.962229] [INFO ] [sig       ] PAYC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:44.106040] [INFO ] [LOCAL     ] Saved forecast: PAYC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PAYC.txt
[2026-02-13T20:28:44.106181] [INFO ] [sig       ] [2326/3406] Completed PAYC in 0.4s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:44.106223] [INFO ] [sig       ] [2327/3406] Forecasting PAYO...
[2026-02-13T20:28:44.106252] [INFO ] [sig       ] Generating forecast for: PAYO
[2026-02-13T20:28:44.106282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2026-02-13T20:28:44.117750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2026-02-13T20:28:44.118148] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2026-02-13T20:28:44.119036] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2026-02-13T20:28:44.119092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:44.119126] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:44.119153] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:44.119210] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:44.178519] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:44.179320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:44.179404] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:44.179438] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:44.303157] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:44.303318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:44.303360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:44.303390] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:44.307128] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: UP (p=53.06%)
[2026-02-13T20:28:44.307423] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2026-02-13T20:28:44.307558] [INFO ] [sig       ] PAYO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:44.459465] [INFO ] [LOCAL     ] Saved forecast: PAYO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PAYO.txt
[2026-02-13T20:28:44.459664] [INFO ] [sig       ] [2327/3406] Completed PAYO in 0.4s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:44.459721] [INFO ] [sig       ] [2328/3406] Forecasting PAYS...
[2026-02-13T20:28:44.459777] [INFO ] [sig       ] Generating forecast for: PAYS
[2026-02-13T20:28:44.459823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2026-02-13T20:28:44.472513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2026-02-13T20:28:44.473001] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2026-02-13T20:28:44.473984] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2026-02-13T20:28:44.474039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:44.474277] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:44.474313] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:44.474375] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:44.536542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:44.537694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:44.537784] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:44.537822] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:44.668552] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:44.668777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:44.668829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:44.668864] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:44.672522] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=9.00%)
[2026-02-13T20:28:44.672843] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2026-02-13T20:28:44.672985] [INFO ] [sig       ] PAYS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:44.814592] [INFO ] [LOCAL     ] Saved forecast: PAYS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PAYS.txt
[2026-02-13T20:28:44.814754] [INFO ] [sig       ] [2328/3406] Completed PAYS in 0.4s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:44.814796] [INFO ] [sig       ] [2329/3406] Forecasting PAYX...
[2026-02-13T20:28:44.814828] [INFO ] [sig       ] Generating forecast for: PAYX
[2026-02-13T20:28:44.814860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2026-02-13T20:28:44.827082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2026-02-13T20:28:44.827474] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2026-02-13T20:28:44.828351] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2026-02-13T20:28:44.828404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:44.828436] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:44.828462] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:44.828519] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:44.884710] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:44.885562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:44.885669] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:44.885701] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:45.003766] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:45.003944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:45.003987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:45.004016] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:45.007458] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: DOWN (p=41.63%)
[2026-02-13T20:28:45.007778] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2026-02-13T20:28:45.007933] [INFO ] [sig       ] PAYX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:45.145934] [INFO ] [LOCAL     ] Saved forecast: PAYX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PAYX.txt
[2026-02-13T20:28:45.146080] [INFO ] [sig       ] [2329/3406] Completed PAYX in 0.3s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:45.146122] [INFO ] [sig       ] [2330/3406] Forecasting PB...
[2026-02-13T20:28:45.146150] [INFO ] [sig       ] Generating forecast for: PB
[2026-02-13T20:28:45.146180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2026-02-13T20:28:45.157412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2026-02-13T20:28:45.157829] [INFO ] [FORECASTER] Starting predict_future for PB
[2026-02-13T20:28:45.158636] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2026-02-13T20:28:45.158687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:45.158718] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:45.158744] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:45.158800] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:45.215040] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:45.215812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:45.215896] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:45.215928] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:45.336547] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:45.336722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:45.336762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:45.336791] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:45.340175] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=14.38%)
[2026-02-13T20:28:45.340456] [INFO ] [FORECASTER] Completed predict_future for PB
[2026-02-13T20:28:45.340604] [INFO ] [sig       ] PB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:45.482158] [INFO ] [LOCAL     ] Saved forecast: PB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PB.txt
[2026-02-13T20:28:45.482319] [INFO ] [sig       ] [2330/3406] Completed PB in 0.3s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:45.482359] [INFO ] [sig       ] [2331/3406] Forecasting PBA...
[2026-02-13T20:28:45.482388] [INFO ] [sig       ] Generating forecast for: PBA
[2026-02-13T20:28:45.482419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2026-02-13T20:28:45.494132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2026-02-13T20:28:45.494499] [INFO ] [FORECASTER] Starting predict_future for PBA
[2026-02-13T20:28:45.495499] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2026-02-13T20:28:45.495552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:45.495601] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:45.495631] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:45.495686] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:45.552918] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:45.553716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:45.553833] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:45.553867] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:45.675619] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:45.675792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:45.675833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:45.675877] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:45.679322] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2026-02-13T20:28:45.679633] [INFO ] [FORECASTER] Completed predict_future for PBA
[2026-02-13T20:28:45.679765] [INFO ] [sig       ] PBA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:45.818591] [INFO ] [LOCAL     ] Saved forecast: PBA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PBA.txt
[2026-02-13T20:28:45.818731] [INFO ] [sig       ] [2331/3406] Completed PBA in 0.3s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:45.818771] [INFO ] [sig       ] [2332/3406] Forecasting PBF...
[2026-02-13T20:28:45.818800] [INFO ] [sig       ] Generating forecast for: PBF
[2026-02-13T20:28:45.818830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2026-02-13T20:28:45.830330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2026-02-13T20:28:45.830715] [INFO ] [FORECASTER] Starting predict_future for PBF
[2026-02-13T20:28:45.831519] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2026-02-13T20:28:45.831590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:45.831624] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:45.831650] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:45.831706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:45.888329] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:45.889148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:45.889229] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:45.889262] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:46.010770] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:46.010933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:46.010972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:46.011001] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:46.014438] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: DOWN (p=36.74%)
[2026-02-13T20:28:46.014738] [INFO ] [FORECASTER] Completed predict_future for PBF
[2026-02-13T20:28:46.014882] [INFO ] [sig       ] PBF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:46.156117] [INFO ] [LOCAL     ] Saved forecast: PBF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PBF.txt
[2026-02-13T20:28:46.156264] [INFO ] [sig       ] [2332/3406] Completed PBF in 0.3s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:46.156306] [INFO ] [sig       ] [2333/3406] Forecasting PBFS...
[2026-02-13T20:28:46.156336] [INFO ] [sig       ] Generating forecast for: PBFS
[2026-02-13T20:28:46.156366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2026-02-13T20:28:46.167400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2026-02-13T20:28:46.167792] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2026-02-13T20:28:46.168651] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2026-02-13T20:28:46.168704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:46.168736] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:46.168764] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:46.168833] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:46.229284] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:46.230062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:46.230346] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:46.230414] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:46.341905] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:46.342101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:46.342143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:46.342172] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:46.346128] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: UP (p=66.50%)
[2026-02-13T20:28:46.346428] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2026-02-13T20:28:46.346562] [INFO ] [sig       ] PBFS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:46.493782] [INFO ] [LOCAL     ] Saved forecast: PBFS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PBFS.txt
[2026-02-13T20:28:46.493948] [INFO ] [sig       ] [2333/3406] Completed PBFS in 0.3s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:46.494006] [INFO ] [sig       ] [2334/3406] Forecasting PBH...
[2026-02-13T20:28:46.494047] [INFO ] [sig       ] Generating forecast for: PBH
[2026-02-13T20:28:46.494094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2026-02-13T20:28:46.506478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBH'.
[2026-02-13T20:28:46.506905] [INFO ] [FORECASTER] Starting predict_future for PBH
[2026-02-13T20:28:46.507915] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2026-02-13T20:28:46.507983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:46.508021] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:46.508058] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:46.508118] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:46.574437] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:46.575381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:46.575483] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:46.575525] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:46.707239] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:46.707396] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:46.707436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:46.707465] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:46.711172] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2026-02-13T20:28:46.711520] [INFO ] [FORECASTER] Completed predict_future for PBH
[2026-02-13T20:28:46.711684] [INFO ] [sig       ] PBH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:46.872333] [INFO ] [LOCAL     ] Saved forecast: PBH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PBH.txt
[2026-02-13T20:28:46.872519] [INFO ] [sig       ] [2334/3406] Completed PBH in 0.4s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:46.872563] [INFO ] [sig       ] [2335/3406] Forecasting PBI...
[2026-02-13T20:28:46.872615] [INFO ] [sig       ] Generating forecast for: PBI
[2026-02-13T20:28:46.872662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2026-02-13T20:28:46.887008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2026-02-13T20:28:46.887475] [INFO ] [FORECASTER] Starting predict_future for PBI
[2026-02-13T20:28:46.888529] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2026-02-13T20:28:46.888610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:46.888647] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:46.888705] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:46.888773] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:46.958006] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:46.959007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:46.959126] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:46.959177] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:47.095708] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:47.095870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:47.095911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:47.095941] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:47.099609] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: DOWN (p=25.94%)
[2026-02-13T20:28:47.099939] [INFO ] [FORECASTER] Completed predict_future for PBI
[2026-02-13T20:28:47.100095] [INFO ] [sig       ] PBI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:47.241027] [INFO ] [LOCAL     ] Saved forecast: PBI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PBI.txt
[2026-02-13T20:28:47.241176] [INFO ] [sig       ] [2335/3406] Completed PBI in 0.4s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:47.241219] [INFO ] [sig       ] [2336/3406] Forecasting PBYI...
[2026-02-13T20:28:47.241249] [INFO ] [sig       ] Generating forecast for: PBYI
[2026-02-13T20:28:47.241281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2026-02-13T20:28:47.252609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2026-02-13T20:28:47.252976] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2026-02-13T20:28:47.253823] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2026-02-13T20:28:47.253878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:47.253910] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:47.253939] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:47.254002] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:47.315351] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:47.316137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:47.316223] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:47.316256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:47.447927] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:47.448115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:47.448160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:47.448189] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:47.452064] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=94.65%)
[2026-02-13T20:28:47.452373] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2026-02-13T20:28:47.452523] [INFO ] [sig       ] PBYI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:47.601326] [INFO ] [LOCAL     ] Saved forecast: PBYI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PBYI.txt
[2026-02-13T20:28:47.601485] [INFO ] [sig       ] [2336/3406] Completed PBYI in 0.4s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:47.601528] [INFO ] [sig       ] [2337/3406] Forecasting PCB...
[2026-02-13T20:28:47.601558] [INFO ] [sig       ] Generating forecast for: PCB
[2026-02-13T20:28:47.601610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2026-02-13T20:28:47.612878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCB'.
[2026-02-13T20:28:47.613245] [INFO ] [FORECASTER] Starting predict_future for PCB
[2026-02-13T20:28:47.614180] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2026-02-13T20:28:47.614234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:47.614266] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:47.614292] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:47.614348] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:47.676822] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:47.677731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:47.677820] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:47.677854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:47.801594] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:47.801808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:47.801850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:47.801881] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:47.805721] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2026-02-13T20:28:47.806067] [INFO ] [FORECASTER] Completed predict_future for PCB
[2026-02-13T20:28:47.806203] [INFO ] [sig       ] PCB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:47.959313] [INFO ] [LOCAL     ] Saved forecast: PCB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PCB.txt
[2026-02-13T20:28:47.959461] [INFO ] [sig       ] [2337/3406] Completed PCB in 0.4s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:47.959505] [INFO ] [sig       ] [2338/3406] Forecasting PCF...
[2026-02-13T20:28:47.959537] [INFO ] [sig       ] Generating forecast for: PCF
[2026-02-13T20:28:47.959586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2026-02-13T20:28:47.971036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2026-02-13T20:28:47.971387] [INFO ] [FORECASTER] Starting predict_future for PCF
[2026-02-13T20:28:47.972229] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2026-02-13T20:28:47.972282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:47.972344] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:47.972374] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:47.972433] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:48.034073] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:48.034944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:48.035030] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:48.035065] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:48.162303] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:48.162479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:48.162536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:48.162605] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:48.166366] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: UP (p=97.09%)
[2026-02-13T20:28:48.166688] [INFO ] [FORECASTER] Completed predict_future for PCF
[2026-02-13T20:28:48.166826] [INFO ] [sig       ] PCF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:48.315423] [INFO ] [LOCAL     ] Saved forecast: PCF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PCF.txt
[2026-02-13T20:28:48.315605] [INFO ] [sig       ] [2338/3406] Completed PCF in 0.4s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:48.315650] [INFO ] [sig       ] [2339/3406] Forecasting PCG...
[2026-02-13T20:28:48.315682] [INFO ] [sig       ] Generating forecast for: PCG
[2026-02-13T20:28:48.315716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2026-02-13T20:28:48.328092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2026-02-13T20:28:48.328479] [INFO ] [FORECASTER] Starting predict_future for PCG
[2026-02-13T20:28:48.329373] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2026-02-13T20:28:48.329427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:48.329460] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:48.329487] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:48.329545] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:48.390385] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:48.391321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:48.391412] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:48.391447] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:48.525223] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:48.525439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:48.525494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:48.525525] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:48.529971] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=28.91%)
[2026-02-13T20:28:48.530332] [INFO ] [FORECASTER] Completed predict_future for PCG
[2026-02-13T20:28:48.530481] [INFO ] [sig       ] PCG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:48.694531] [INFO ] [LOCAL     ] Saved forecast: PCG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PCG.txt
[2026-02-13T20:28:48.694729] [INFO ] [sig       ] [2339/3406] Completed PCG in 0.4s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:48.694775] [INFO ] [sig       ] [2340/3406] Forecasting PCM...
[2026-02-13T20:28:48.694805] [INFO ] [sig       ] Generating forecast for: PCM
[2026-02-13T20:28:48.694848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2026-02-13T20:28:48.708096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2026-02-13T20:28:48.708524] [INFO ] [FORECASTER] Starting predict_future for PCM
[2026-02-13T20:28:48.709420] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2026-02-13T20:28:48.709482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:48.709533] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:48.709588] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:48.709655] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:48.774146] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:48.775035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:48.775122] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:48.775157] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:48.904928] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:48.905091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:48.905131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:48.905161] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:48.908856] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=52.40%)
[2026-02-13T20:28:48.909177] [INFO ] [FORECASTER] Completed predict_future for PCM
[2026-02-13T20:28:48.909322] [INFO ] [sig       ] PCM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:49.059003] [INFO ] [LOCAL     ] Saved forecast: PCM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PCM.txt
[2026-02-13T20:28:49.059179] [INFO ] [sig       ] [2340/3406] Completed PCM in 0.4s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:49.059223] [INFO ] [sig       ] [2341/3406] Forecasting PCN...
[2026-02-13T20:28:49.059252] [INFO ] [sig       ] Generating forecast for: PCN
[2026-02-13T20:28:49.059284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2026-02-13T20:28:49.071771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2026-02-13T20:28:49.072160] [INFO ] [FORECASTER] Starting predict_future for PCN
[2026-02-13T20:28:49.073001] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2026-02-13T20:28:49.073062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:49.073111] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:49.073144] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:49.073203] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:49.133450] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:49.134219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:49.134317] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:49.134360] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:49.259819] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:49.259982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:49.260032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:49.260067] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:49.263979] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: DOWN (p=17.51%)
[2026-02-13T20:28:49.264315] [INFO ] [FORECASTER] Completed predict_future for PCN
[2026-02-13T20:28:49.264458] [INFO ] [sig       ] PCN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:49.409121] [INFO ] [LOCAL     ] Saved forecast: PCN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PCN.txt
[2026-02-13T20:28:49.409259] [INFO ] [sig       ] [2341/3406] Completed PCN in 0.3s | 2.84 sym/s | Total: 13.7m | ETA: 6.3m
[2026-02-13T20:28:49.409301] [INFO ] [sig       ] [2342/3406] Forecasting PCQ...
[2026-02-13T20:28:49.409330] [INFO ] [sig       ] Generating forecast for: PCQ
[2026-02-13T20:28:49.409360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2026-02-13T20:28:49.421153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2026-02-13T20:28:49.421735] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2026-02-13T20:28:49.422818] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2026-02-13T20:28:49.422876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:49.422910] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:49.422941] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:49.423021] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:49.486639] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:49.487399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:49.487484] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:49.487518] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:49.612351] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:49.612538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:49.612607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:49.612641] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:49.616198] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: DOWN (p=23.28%)
[2026-02-13T20:28:49.616526] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2026-02-13T20:28:49.616688] [INFO ] [sig       ] PCQ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:49.761423] [INFO ] [LOCAL     ] Saved forecast: PCQ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PCQ.txt
[2026-02-13T20:28:49.761589] [INFO ] [sig       ] [2342/3406] Completed PCQ in 0.4s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:49.761634] [INFO ] [sig       ] [2343/3406] Forecasting PCRX...
[2026-02-13T20:28:49.761666] [INFO ] [sig       ] Generating forecast for: PCRX
[2026-02-13T20:28:49.761697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2026-02-13T20:28:49.773130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2026-02-13T20:28:49.773486] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2026-02-13T20:28:49.774343] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2026-02-13T20:28:49.774397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:49.774429] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:49.774456] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:49.774513] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:49.836369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:49.837191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:49.837277] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:49.837311] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:49.965276] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:49.965437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:49.965477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:49.965506] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:49.969153] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: UP (p=63.36%)
[2026-02-13T20:28:49.969446] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2026-02-13T20:28:49.969600] [INFO ] [sig       ] PCRX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:50.115178] [INFO ] [LOCAL     ] Saved forecast: PCRX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PCRX.txt
[2026-02-13T20:28:50.115344] [INFO ] [sig       ] [2343/3406] Completed PCRX in 0.4s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:50.115392] [INFO ] [sig       ] [2344/3406] Forecasting PCTY...
[2026-02-13T20:28:50.115423] [INFO ] [sig       ] Generating forecast for: PCTY
[2026-02-13T20:28:50.115453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2026-02-13T20:28:50.127090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2026-02-13T20:28:50.127435] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2026-02-13T20:28:50.128353] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2026-02-13T20:28:50.128408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:50.128440] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:50.128467] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:50.128524] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:50.187908] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:50.188644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:50.188728] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:50.188762] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:50.315901] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:50.316072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:50.316115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:50.316144] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:50.319740] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=3.63%)
[2026-02-13T20:28:50.320053] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2026-02-13T20:28:50.320191] [INFO ] [sig       ] PCTY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:50.466202] [INFO ] [LOCAL     ] Saved forecast: PCTY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PCTY.txt
[2026-02-13T20:28:50.466382] [INFO ] [sig       ] [2344/3406] Completed PCTY in 0.4s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:50.466432] [INFO ] [sig       ] [2345/3406] Forecasting PCVX...
[2026-02-13T20:28:50.466463] [INFO ] [sig       ] Generating forecast for: PCVX
[2026-02-13T20:28:50.466493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2026-02-13T20:28:50.478526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCVX'.
[2026-02-13T20:28:50.478921] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2026-02-13T20:28:50.479854] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2026-02-13T20:28:50.479909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:50.479943] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:50.479971] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:50.480040] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:50.541249] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:50.542121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:50.542211] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:50.542245] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:50.673004] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:50.673176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:50.673220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:50.673250] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:50.676906] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: DOWN (p=33.13%)
[2026-02-13T20:28:50.677230] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2026-02-13T20:28:50.677387] [INFO ] [sig       ] PCVX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:50.824075] [INFO ] [LOCAL     ] Saved forecast: PCVX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PCVX.txt
[2026-02-13T20:28:50.824226] [INFO ] [sig       ] [2345/3406] Completed PCVX in 0.4s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:50.824270] [INFO ] [sig       ] [2346/3406] Forecasting PCYO...
[2026-02-13T20:28:50.824299] [INFO ] [sig       ] Generating forecast for: PCYO
[2026-02-13T20:28:50.824330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2026-02-13T20:28:50.837143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2026-02-13T20:28:50.837528] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2026-02-13T20:28:50.838390] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2026-02-13T20:28:50.838443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:50.838475] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:50.838501] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:50.838557] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:50.898285] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:50.899050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:50.899131] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:50.899164] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:51.028066] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:51.028237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:51.028277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:51.028306] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:51.032141] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=13.70%)
[2026-02-13T20:28:51.032455] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2026-02-13T20:28:51.032613] [INFO ] [sig       ] PCYO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:51.178765] [INFO ] [LOCAL     ] Saved forecast: PCYO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PCYO.txt
[2026-02-13T20:28:51.178941] [INFO ] [sig       ] [2346/3406] Completed PCYO in 0.4s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:51.178984] [INFO ] [sig       ] [2347/3406] Forecasting PD...
[2026-02-13T20:28:51.179017] [INFO ] [sig       ] Generating forecast for: PD
[2026-02-13T20:28:51.179048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2026-02-13T20:28:51.191239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2026-02-13T20:28:51.191653] [INFO ] [FORECASTER] Starting predict_future for PD
[2026-02-13T20:28:51.192844] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2026-02-13T20:28:51.192920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:51.192954] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:51.192982] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:51.193044] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:51.254356] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:51.255463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:51.255552] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:51.255610] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:51.391399] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:51.391604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:51.391663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:51.391708] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:51.396894] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: UP (p=71.72%)
[2026-02-13T20:28:51.397410] [INFO ] [FORECASTER] Completed predict_future for PD
[2026-02-13T20:28:51.397548] [INFO ] [sig       ] PD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:51.549958] [INFO ] [LOCAL     ] Saved forecast: PD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PD.txt
[2026-02-13T20:28:51.550132] [INFO ] [sig       ] [2347/3406] Completed PD in 0.4s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:51.550176] [INFO ] [sig       ] [2348/3406] Forecasting PDBC...
[2026-02-13T20:28:51.550390] [INFO ] [sig       ] Generating forecast for: PDBC
[2026-02-13T20:28:51.550420] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2026-02-13T20:28:51.563137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2026-02-13T20:28:51.563495] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2026-02-13T20:28:51.564585] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2026-02-13T20:28:51.564640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:51.564689] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:51.564718] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:51.564776] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:51.630369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:51.631211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:51.631332] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:51.631367] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:51.757529] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:51.757721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:51.757763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:51.757791] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:51.761341] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: UP (p=84.38%)
[2026-02-13T20:28:51.761643] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2026-02-13T20:28:51.761771] [INFO ] [sig       ] PDBC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:51.910623] [INFO ] [LOCAL     ] Saved forecast: PDBC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PDBC.txt
[2026-02-13T20:28:51.910770] [INFO ] [sig       ] [2348/3406] Completed PDBC in 0.4s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:51.910813] [INFO ] [sig       ] [2349/3406] Forecasting PDD...
[2026-02-13T20:28:51.910845] [INFO ] [sig       ] Generating forecast for: PDD
[2026-02-13T20:28:51.910877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2026-02-13T20:28:51.924107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2026-02-13T20:28:51.924548] [INFO ] [FORECASTER] Starting predict_future for PDD
[2026-02-13T20:28:51.925471] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2026-02-13T20:28:51.925525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:51.925558] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:51.925616] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:51.925677] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:51.989508] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:51.990309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:51.990396] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:51.990431] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:52.126670] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:52.126833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:52.126874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:52.126904] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:52.131261] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: DOWN (p=16.96%)
[2026-02-13T20:28:52.131547] [INFO ] [FORECASTER] Completed predict_future for PDD
[2026-02-13T20:28:52.131699] [INFO ] [sig       ] PDD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:52.282860] [INFO ] [LOCAL     ] Saved forecast: PDD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PDD.txt
[2026-02-13T20:28:52.283031] [INFO ] [sig       ] [2349/3406] Completed PDD in 0.4s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:52.283075] [INFO ] [sig       ] [2350/3406] Forecasting PDEX...
[2026-02-13T20:28:52.283105] [INFO ] [sig       ] Generating forecast for: PDEX
[2026-02-13T20:28:52.283136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2026-02-13T20:28:52.294864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2026-02-13T20:28:52.295264] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2026-02-13T20:28:52.296236] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2026-02-13T20:28:52.296290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:52.296321] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:52.296347] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:52.296417] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:52.354878] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:52.355820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:52.355921] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:52.355960] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:52.482897] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:52.483058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:52.483098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:52.483128] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:52.486649] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=75.76%)
[2026-02-13T20:28:52.486992] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2026-02-13T20:28:52.487141] [INFO ] [sig       ] PDEX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:52.645062] [INFO ] [LOCAL     ] Saved forecast: PDEX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PDEX.txt
[2026-02-13T20:28:52.645222] [INFO ] [sig       ] [2350/3406] Completed PDEX in 0.4s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:52.645263] [INFO ] [sig       ] [2351/3406] Forecasting PDFS...
[2026-02-13T20:28:52.645296] [INFO ] [sig       ] Generating forecast for: PDFS
[2026-02-13T20:28:52.645328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2026-02-13T20:28:52.657446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2026-02-13T20:28:52.657892] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2026-02-13T20:28:52.658740] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2026-02-13T20:28:52.658794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:52.658828] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:52.658856] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:52.658914] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:52.721363] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:52.722296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:52.722382] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:52.722416] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:52.859538] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:52.859727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:52.859769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:52.859798] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:52.863876] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2026-02-13T20:28:52.864200] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2026-02-13T20:28:52.864342] [INFO ] [sig       ] PDFS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:53.017289] [INFO ] [LOCAL     ] Saved forecast: PDFS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PDFS.txt
[2026-02-13T20:28:53.017489] [INFO ] [sig       ] [2351/3406] Completed PDFS in 0.4s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:53.017538] [INFO ] [sig       ] [2352/3406] Forecasting PDI...
[2026-02-13T20:28:53.017618] [INFO ] [sig       ] Generating forecast for: PDI
[2026-02-13T20:28:53.017662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2026-02-13T20:28:53.029780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2026-02-13T20:28:53.030167] [INFO ] [FORECASTER] Starting predict_future for PDI
[2026-02-13T20:28:53.031017] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2026-02-13T20:28:53.031073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:53.031108] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:53.031136] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:53.031195] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:53.093907] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:53.094933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:53.095022] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:53.095056] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:53.213473] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:53.213648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:53.213689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:53.213718] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:53.217187] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: DOWN (p=44.46%)
[2026-02-13T20:28:53.217472] [INFO ] [FORECASTER] Completed predict_future for PDI
[2026-02-13T20:28:53.217649] [INFO ] [sig       ] PDI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:53.362003] [INFO ] [LOCAL     ] Saved forecast: PDI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PDI.txt
[2026-02-13T20:28:53.362160] [INFO ] [sig       ] [2352/3406] Completed PDI in 0.3s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:53.362205] [INFO ] [sig       ] [2353/3406] Forecasting PDLB...
[2026-02-13T20:28:53.362235] [INFO ] [sig       ] Generating forecast for: PDLB
[2026-02-13T20:28:53.362265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2026-02-13T20:28:53.374153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2026-02-13T20:28:53.374541] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2026-02-13T20:28:53.375383] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2026-02-13T20:28:53.375437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:53.375471] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:53.375498] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:53.375556] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:53.438104] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:53.438930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:53.439015] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:53.439049] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:53.570239] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:53.570400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:53.570440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:53.570469] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:53.574138] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=14.85%)
[2026-02-13T20:28:53.574441] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2026-02-13T20:28:53.574605] [INFO ] [sig       ] PDLB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:53.725400] [INFO ] [LOCAL     ] Saved forecast: PDLB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PDLB.txt
[2026-02-13T20:28:53.725545] [INFO ] [sig       ] [2353/3406] Completed PDLB in 0.4s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:53.725603] [INFO ] [sig       ] [2354/3406] Forecasting PDM...
[2026-02-13T20:28:53.725638] [INFO ] [sig       ] Generating forecast for: PDM
[2026-02-13T20:28:53.725670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2026-02-13T20:28:53.737500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2026-02-13T20:28:53.737882] [INFO ] [FORECASTER] Starting predict_future for PDM
[2026-02-13T20:28:53.738741] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2026-02-13T20:28:53.738795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:53.738829] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:53.738857] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:53.738915] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:53.798276] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:53.799053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:53.799152] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:53.799194] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:53.925268] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:53.925448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:53.925507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:53.925543] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:53.929303] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: DOWN (p=8.32%)
[2026-02-13T20:28:53.929619] [INFO ] [FORECASTER] Completed predict_future for PDM
[2026-02-13T20:28:53.929754] [INFO ] [sig       ] PDM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:54.073210] [INFO ] [LOCAL     ] Saved forecast: PDM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PDM.txt
[2026-02-13T20:28:54.073352] [INFO ] [sig       ] [2354/3406] Completed PDM in 0.3s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:54.073392] [INFO ] [sig       ] [2355/3406] Forecasting PDO...
[2026-02-13T20:28:54.073422] [INFO ] [sig       ] Generating forecast for: PDO
[2026-02-13T20:28:54.073452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2026-02-13T20:28:54.085238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2026-02-13T20:28:54.085610] [INFO ] [FORECASTER] Starting predict_future for PDO
[2026-02-13T20:28:54.086420] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2026-02-13T20:28:54.086472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:54.086533] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:54.086561] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:54.086645] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:54.142499] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:54.143242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:54.143323] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:54.143356] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:54.262337] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:54.262493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:54.262532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:54.262596] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:54.266098] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: DOWN (p=15.58%)
[2026-02-13T20:28:54.266394] [INFO ] [FORECASTER] Completed predict_future for PDO
[2026-02-13T20:28:54.266525] [INFO ] [sig       ] PDO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:54.410859] [INFO ] [LOCAL     ] Saved forecast: PDO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PDO.txt
[2026-02-13T20:28:54.410998] [INFO ] [sig       ] [2355/3406] Completed PDO in 0.3s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:54.411038] [INFO ] [sig       ] [2356/3406] Forecasting PDP...
[2026-02-13T20:28:54.411068] [INFO ] [sig       ] Generating forecast for: PDP
[2026-02-13T20:28:54.411097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2026-02-13T20:28:54.423504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2026-02-13T20:28:54.423840] [INFO ] [FORECASTER] Starting predict_future for PDP
[2026-02-13T20:28:54.424689] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2026-02-13T20:28:54.424741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:54.424773] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:54.424798] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:54.424854] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:54.483639] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:54.484435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:54.484523] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:54.484556] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:54.614697] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:54.614861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:54.614904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:54.614934] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:54.618601] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: UP (p=62.12%)
[2026-02-13T20:28:54.618901] [INFO ] [FORECASTER] Completed predict_future for PDP
[2026-02-13T20:28:54.619045] [INFO ] [sig       ] PDP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:54.770464] [INFO ] [LOCAL     ] Saved forecast: PDP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PDP.txt
[2026-02-13T20:28:54.770639] [INFO ] [sig       ] [2356/3406] Completed PDP in 0.4s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:54.770684] [INFO ] [sig       ] [2357/3406] Forecasting PDS...
[2026-02-13T20:28:54.770716] [INFO ] [sig       ] Generating forecast for: PDS
[2026-02-13T20:28:54.770747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2026-02-13T20:28:54.782740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2026-02-13T20:28:54.783155] [INFO ] [FORECASTER] Starting predict_future for PDS
[2026-02-13T20:28:54.784033] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2026-02-13T20:28:54.784093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:54.784127] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:54.784154] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:54.784226] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:54.846050] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:54.847009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:54.847135] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:54.847177] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:54.982980] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:54.983149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:54.983190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:54.983222] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:54.987353] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: DOWN (p=25.49%)
[2026-02-13T20:28:54.987720] [INFO ] [FORECASTER] Completed predict_future for PDS
[2026-02-13T20:28:54.987893] [INFO ] [sig       ] PDS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:55.199120] [INFO ] [LOCAL     ] Saved forecast: PDS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PDS.txt
[2026-02-13T20:28:55.199276] [INFO ] [sig       ] [2357/3406] Completed PDS in 0.4s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:55.199320] [INFO ] [sig       ] [2358/3406] Forecasting PDX...
[2026-02-13T20:28:55.199351] [INFO ] [sig       ] Generating forecast for: PDX
[2026-02-13T20:28:55.199383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2026-02-13T20:28:55.211378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2026-02-13T20:28:55.211775] [INFO ] [FORECASTER] Starting predict_future for PDX
[2026-02-13T20:28:55.212655] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2026-02-13T20:28:55.212710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:55.212744] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:55.212773] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:55.212842] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:55.273564] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:55.274602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:55.274701] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:55.274737] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:55.404109] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:55.404287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:55.404338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:55.404375] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:55.408104] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: DOWN (p=33.52%)
[2026-02-13T20:28:55.408416] [INFO ] [FORECASTER] Completed predict_future for PDX
[2026-02-13T20:28:55.408553] [INFO ] [sig       ] PDX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:55.548205] [INFO ] [LOCAL     ] Saved forecast: PDX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PDX.txt
[2026-02-13T20:28:55.548361] [INFO ] [sig       ] [2358/3406] Completed PDX in 0.3s | 2.84 sym/s | Total: 13.8m | ETA: 6.2m
[2026-02-13T20:28:55.548402] [INFO ] [sig       ] [2359/3406] Forecasting PDYN...
[2026-02-13T20:28:55.548431] [INFO ] [sig       ] Generating forecast for: PDYN
[2026-02-13T20:28:55.548461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2026-02-13T20:28:55.560759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2026-02-13T20:28:55.561132] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2026-02-13T20:28:55.561954] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2026-02-13T20:28:55.562006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:55.562038] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:55.562082] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:55.562140] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:55.617987] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:55.618755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:55.618837] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:55.618869] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:55.738535] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:55.738711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:55.738751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:55.738780] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:55.742175] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=93.09%)
[2026-02-13T20:28:55.742453] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2026-02-13T20:28:55.742601] [INFO ] [sig       ] PDYN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:55.887830] [INFO ] [LOCAL     ] Saved forecast: PDYN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PDYN.txt
[2026-02-13T20:28:55.887994] [INFO ] [sig       ] [2359/3406] Completed PDYN in 0.3s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:28:55.888047] [INFO ] [sig       ] [2360/3406] Forecasting PEB...
[2026-02-13T20:28:55.888091] [INFO ] [sig       ] Generating forecast for: PEB
[2026-02-13T20:28:55.888127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2026-02-13T20:28:55.900094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEB'.
[2026-02-13T20:28:55.900481] [INFO ] [FORECASTER] Starting predict_future for PEB
[2026-02-13T20:28:55.901394] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2026-02-13T20:28:55.901450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:55.901483] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:55.901510] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:55.901601] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:55.963157] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:55.963924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:55.964012] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:55.964060] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:56.091565] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:56.091741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:56.091782] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:56.091812] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:56.095351] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: UP (p=83.38%)
[2026-02-13T20:28:56.095664] [INFO ] [FORECASTER] Completed predict_future for PEB
[2026-02-13T20:28:56.095797] [INFO ] [sig       ] PEB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:56.240446] [INFO ] [LOCAL     ] Saved forecast: PEB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PEB.txt
[2026-02-13T20:28:56.240610] [INFO ] [sig       ] [2360/3406] Completed PEB in 0.4s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:28:56.240654] [INFO ] [sig       ] [2361/3406] Forecasting PEBK...
[2026-02-13T20:28:56.240684] [INFO ] [sig       ] Generating forecast for: PEBK
[2026-02-13T20:28:56.240713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2026-02-13T20:28:56.251124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBK'.
[2026-02-13T20:28:56.251423] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2026-02-13T20:28:56.252298] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2026-02-13T20:28:56.252351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:56.252384] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:56.252410] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:56.252467] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:56.310918] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:56.311660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:56.311744] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:56.311779] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:56.420263] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:56.420450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:56.420507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:56.420543] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:56.424361] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: UP (p=81.35%)
[2026-02-13T20:28:56.424701] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2026-02-13T20:28:56.424847] [INFO ] [sig       ] PEBK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:56.576481] [INFO ] [LOCAL     ] Saved forecast: PEBK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PEBK.txt
[2026-02-13T20:28:56.576644] [INFO ] [sig       ] [2361/3406] Completed PEBK in 0.3s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:28:56.576694] [INFO ] [sig       ] [2362/3406] Forecasting PEBO...
[2026-02-13T20:28:56.576724] [INFO ] [sig       ] Generating forecast for: PEBO
[2026-02-13T20:28:56.576767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2026-02-13T20:28:56.588966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEBO'.
[2026-02-13T20:28:56.589334] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2026-02-13T20:28:56.590492] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2026-02-13T20:28:56.590546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:56.590599] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:56.590629] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:56.590710] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:56.652015] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:56.652922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:56.653038] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:56.653075] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:56.784343] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:56.784504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:56.784545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:56.784593] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:56.788292] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: DOWN (p=48.49%)
[2026-02-13T20:28:56.788598] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2026-02-13T20:28:56.788741] [INFO ] [sig       ] PEBO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:56.934541] [INFO ] [LOCAL     ] Saved forecast: PEBO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PEBO.txt
[2026-02-13T20:28:56.934696] [INFO ] [sig       ] [2362/3406] Completed PEBO in 0.4s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:28:56.934746] [INFO ] [sig       ] [2363/3406] Forecasting PECO...
[2026-02-13T20:28:56.934778] [INFO ] [sig       ] Generating forecast for: PECO
[2026-02-13T20:28:56.934815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2026-02-13T20:28:56.946883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2026-02-13T20:28:56.947268] [INFO ] [FORECASTER] Starting predict_future for PECO
[2026-02-13T20:28:56.948192] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2026-02-13T20:28:56.948247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:56.948279] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:56.948306] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:56.948367] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:57.007997] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:57.008799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:57.008884] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:57.008920] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:57.138443] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:57.138623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:57.138666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:57.138697] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:57.142374] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: UP (p=55.03%)
[2026-02-13T20:28:57.142702] [INFO ] [FORECASTER] Completed predict_future for PECO
[2026-02-13T20:28:57.142841] [INFO ] [sig       ] PECO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:57.291729] [INFO ] [LOCAL     ] Saved forecast: PECO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PECO.txt
[2026-02-13T20:28:57.291889] [INFO ] [sig       ] [2363/3406] Completed PECO in 0.4s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:28:57.291948] [INFO ] [sig       ] [2364/3406] Forecasting PEG...
[2026-02-13T20:28:57.291981] [INFO ] [sig       ] Generating forecast for: PEG
[2026-02-13T20:28:57.292015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2026-02-13T20:28:57.304598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2026-02-13T20:28:57.304952] [INFO ] [FORECASTER] Starting predict_future for PEG
[2026-02-13T20:28:57.305848] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2026-02-13T20:28:57.305901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:57.305934] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:57.305962] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:57.306019] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:57.368974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:57.370010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:57.370096] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:57.370130] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:57.500035] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:57.500204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:57.500248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:57.500278] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:57.503856] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: DOWN (p=26.11%)
[2026-02-13T20:28:57.504178] [INFO ] [FORECASTER] Completed predict_future for PEG
[2026-02-13T20:28:57.504317] [INFO ] [sig       ] PEG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:57.655230] [INFO ] [LOCAL     ] Saved forecast: PEG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PEG.txt
[2026-02-13T20:28:57.655620] [INFO ] [sig       ] [2364/3406] Completed PEG in 0.4s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:28:57.655686] [INFO ] [sig       ] [2365/3406] Forecasting PEGA...
[2026-02-13T20:28:57.655734] [INFO ] [sig       ] Generating forecast for: PEGA
[2026-02-13T20:28:57.655776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2026-02-13T20:28:57.668472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2026-02-13T20:28:57.668861] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2026-02-13T20:28:57.669775] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2026-02-13T20:28:57.669828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:57.669861] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:57.669889] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:57.669947] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:57.731268] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:57.732151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:57.732311] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:57.732361] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:57.863710] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:57.863873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:57.863914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:57.863946] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:57.868280] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=41.43%)
[2026-02-13T20:28:57.868694] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2026-02-13T20:28:57.868872] [INFO ] [sig       ] PEGA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:58.027311] [INFO ] [LOCAL     ] Saved forecast: PEGA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PEGA.txt
[2026-02-13T20:28:58.027600] [INFO ] [sig       ] [2365/3406] Completed PEGA in 0.4s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:28:58.027674] [INFO ] [sig       ] [2366/3406] Forecasting PEN...
[2026-02-13T20:28:58.027708] [INFO ] [sig       ] Generating forecast for: PEN
[2026-02-13T20:28:58.027739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2026-02-13T20:28:58.045741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2026-02-13T20:28:58.046164] [INFO ] [FORECASTER] Starting predict_future for PEN
[2026-02-13T20:28:58.047342] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2026-02-13T20:28:58.047397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:58.047431] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:58.047459] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:58.047517] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:58.109036] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:58.109919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:58.110088] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:58.110126] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:58.241556] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:58.241742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:58.241784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:58.241815] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:58.245587] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: UP (p=52.46%)
[2026-02-13T20:28:58.245887] [INFO ] [FORECASTER] Completed predict_future for PEN
[2026-02-13T20:28:58.246022] [INFO ] [sig       ] PEN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:58.397396] [INFO ] [LOCAL     ] Saved forecast: PEN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PEN.txt
[2026-02-13T20:28:58.397607] [INFO ] [sig       ] [2366/3406] Completed PEN in 0.4s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:28:58.397661] [INFO ] [sig       ] [2367/3406] Forecasting PENN...
[2026-02-13T20:28:58.397694] [INFO ] [sig       ] Generating forecast for: PENN
[2026-02-13T20:28:58.397725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2026-02-13T20:28:58.409627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PENN'.
[2026-02-13T20:28:58.409997] [INFO ] [FORECASTER] Starting predict_future for PENN
[2026-02-13T20:28:58.410854] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2026-02-13T20:28:58.410909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:58.410941] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:58.410969] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:58.411028] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:58.474840] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:58.475758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:58.475869] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:58.475907] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:58.609452] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:58.609635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:58.609677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:58.609707] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:58.613612] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: UP (p=84.05%)
[2026-02-13T20:28:58.613926] [INFO ] [FORECASTER] Completed predict_future for PENN
[2026-02-13T20:28:58.614067] [INFO ] [sig       ] PENN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:58.761904] [INFO ] [LOCAL     ] Saved forecast: PENN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PENN.txt
[2026-02-13T20:28:58.762055] [INFO ] [sig       ] [2367/3406] Completed PENN in 0.4s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:28:58.762095] [INFO ] [sig       ] [2368/3406] Forecasting PEO...
[2026-02-13T20:28:58.762123] [INFO ] [sig       ] Generating forecast for: PEO
[2026-02-13T20:28:58.762152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2026-02-13T20:28:58.774238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2026-02-13T20:28:58.774651] [INFO ] [FORECASTER] Starting predict_future for PEO
[2026-02-13T20:28:58.775472] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2026-02-13T20:28:58.775526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:58.775558] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:58.775609] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:58.775669] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:58.838986] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:58.839815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:58.839900] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:58.839935] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:58.966105] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:58.966267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:58.966308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:58.966340] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:58.969966] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: UP (p=94.41%)
[2026-02-13T20:28:58.970256] [INFO ] [FORECASTER] Completed predict_future for PEO
[2026-02-13T20:28:58.970392] [INFO ] [sig       ] PEO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:28:59.120941] [INFO ] [LOCAL     ] Saved forecast: PEO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PEO.txt
[2026-02-13T20:28:59.121124] [INFO ] [sig       ] [2368/3406] Completed PEO in 0.4s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:28:59.121168] [INFO ] [sig       ] [2369/3406] Forecasting PEP...
[2026-02-13T20:28:59.121199] [INFO ] [sig       ] Generating forecast for: PEP
[2026-02-13T20:28:59.121230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2026-02-13T20:28:59.133081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEP'.
[2026-02-13T20:28:59.133447] [INFO ] [FORECASTER] Starting predict_future for PEP
[2026-02-13T20:28:59.134317] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2026-02-13T20:28:59.134370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:59.134403] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:59.134431] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:59.134488] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:59.200559] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:59.201393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:59.201497] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:59.201533] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:59.332646] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:59.332805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:59.332846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:59.332875] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:59.336669] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=42.03%)
[2026-02-13T20:28:59.337002] [INFO ] [FORECASTER] Completed predict_future for PEP
[2026-02-13T20:28:59.337192] [INFO ] [sig       ] PEP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:59.490390] [INFO ] [LOCAL     ] Saved forecast: PEP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PEP.txt
[2026-02-13T20:28:59.490752] [INFO ] [sig       ] [2369/3406] Completed PEP in 0.4s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:28:59.490793] [INFO ] [sig       ] [2370/3406] Forecasting PEPG...
[2026-02-13T20:28:59.490822] [INFO ] [sig       ] Generating forecast for: PEPG
[2026-02-13T20:28:59.490852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2026-02-13T20:28:59.505082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2026-02-13T20:28:59.505461] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2026-02-13T20:28:59.506333] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2026-02-13T20:28:59.506388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:59.506421] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:59.506448] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:59.506505] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:59.571778] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:59.572907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:59.572995] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:59.573029] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:28:59.693085] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:28:59.693247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:28:59.693288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:28:59.693318] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:28:59.697055] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=9.97%)
[2026-02-13T20:28:59.697406] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2026-02-13T20:28:59.697554] [INFO ] [sig       ] PEPG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:28:59.846331] [INFO ] [LOCAL     ] Saved forecast: PEPG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PEPG.txt
[2026-02-13T20:28:59.846478] [INFO ] [sig       ] [2370/3406] Completed PEPG in 0.4s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:28:59.846519] [INFO ] [sig       ] [2371/3406] Forecasting PERF...
[2026-02-13T20:28:59.846550] [INFO ] [sig       ] Generating forecast for: PERF
[2026-02-13T20:28:59.846601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2026-02-13T20:28:59.859755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2026-02-13T20:28:59.860141] [INFO ] [FORECASTER] Starting predict_future for PERF
[2026-02-13T20:28:59.861018] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2026-02-13T20:28:59.861082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:28:59.861129] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:28:59.861171] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:28:59.861240] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:28:59.922615] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:28:59.923447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:28:59.923533] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:28:59.923567] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:00.049678] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:00.049861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:00.049913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:00.049942] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:00.053733] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: DOWN (p=14.57%)
[2026-02-13T20:29:00.054113] [INFO ] [FORECASTER] Completed predict_future for PERF
[2026-02-13T20:29:00.054294] [INFO ] [sig       ] PERF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:00.205750] [INFO ] [LOCAL     ] Saved forecast: PERF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PERF.txt
[2026-02-13T20:29:00.205896] [INFO ] [sig       ] [2371/3406] Completed PERF in 0.4s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:29:00.205953] [INFO ] [sig       ] [2372/3406] Forecasting PERI...
[2026-02-13T20:29:00.205999] [INFO ] [sig       ] Generating forecast for: PERI
[2026-02-13T20:29:00.206035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2026-02-13T20:29:00.217547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2026-02-13T20:29:00.217965] [INFO ] [FORECASTER] Starting predict_future for PERI
[2026-02-13T20:29:00.218830] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2026-02-13T20:29:00.218899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:00.218961] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:00.218991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:00.219050] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:00.279963] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:00.280809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:00.280898] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:00.280932] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:00.410105] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:00.410277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:00.410320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:00.410349] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:00.414043] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2026-02-13T20:29:00.414370] [INFO ] [FORECASTER] Completed predict_future for PERI
[2026-02-13T20:29:00.414503] [INFO ] [sig       ] PERI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:00.566266] [INFO ] [LOCAL     ] Saved forecast: PERI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PERI.txt
[2026-02-13T20:29:00.566420] [INFO ] [sig       ] [2372/3406] Completed PERI in 0.4s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:29:00.566461] [INFO ] [sig       ] [2373/3406] Forecasting PESI...
[2026-02-13T20:29:00.566493] [INFO ] [sig       ] Generating forecast for: PESI
[2026-02-13T20:29:00.566525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2026-02-13T20:29:00.581858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PESI'.
[2026-02-13T20:29:00.582272] [INFO ] [FORECASTER] Starting predict_future for PESI
[2026-02-13T20:29:00.583150] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2026-02-13T20:29:00.583206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:00.583239] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:00.583266] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:00.583325] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:00.648589] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:00.649497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:00.649614] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:00.649660] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:00.780328] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:00.780495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:00.780539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:00.780568] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:00.784804] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: DOWN (p=45.13%)
[2026-02-13T20:29:00.785199] [INFO ] [FORECASTER] Completed predict_future for PESI
[2026-02-13T20:29:00.785355] [INFO ] [sig       ] PESI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:00.935022] [INFO ] [LOCAL     ] Saved forecast: PESI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PESI.txt
[2026-02-13T20:29:00.935208] [INFO ] [sig       ] [2373/3406] Completed PESI in 0.4s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:29:00.935251] [INFO ] [sig       ] [2374/3406] Forecasting PETS...
[2026-02-13T20:29:00.935284] [INFO ] [sig       ] Generating forecast for: PETS
[2026-02-13T20:29:00.935314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2026-02-13T20:29:00.947734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2026-02-13T20:29:00.948139] [INFO ] [FORECASTER] Starting predict_future for PETS
[2026-02-13T20:29:00.948990] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2026-02-13T20:29:00.949044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:00.949077] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:00.949106] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:00.949165] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:01.014890] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:01.015822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:01.015910] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:01.015944] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:01.147741] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:01.147920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:01.147962] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:01.147991] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:01.152083] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2026-02-13T20:29:01.152505] [INFO ] [FORECASTER] Completed predict_future for PETS
[2026-02-13T20:29:01.152689] [INFO ] [sig       ] PETS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:01.304693] [INFO ] [LOCAL     ] Saved forecast: PETS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PETS.txt
[2026-02-13T20:29:01.304837] [INFO ] [sig       ] [2374/3406] Completed PETS in 0.4s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:29:01.304879] [INFO ] [sig       ] [2375/3406] Forecasting PEY...
[2026-02-13T20:29:01.304910] [INFO ] [sig       ] Generating forecast for: PEY
[2026-02-13T20:29:01.304943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2026-02-13T20:29:01.317381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2026-02-13T20:29:01.317781] [INFO ] [FORECASTER] Starting predict_future for PEY
[2026-02-13T20:29:01.318816] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2026-02-13T20:29:01.318882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:01.318925] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:01.318952] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:01.319026] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:01.383166] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:01.383947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:01.384057] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:01.384096] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:01.513494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:01.513681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:01.513724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:01.513785] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:01.517538] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2026-02-13T20:29:01.517892] [INFO ] [FORECASTER] Completed predict_future for PEY
[2026-02-13T20:29:01.518036] [INFO ] [sig       ] PEY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:01.668177] [INFO ] [LOCAL     ] Saved forecast: PEY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PEY.txt
[2026-02-13T20:29:01.668351] [INFO ] [sig       ] [2375/3406] Completed PEY in 0.4s | 2.84 sym/s | Total: 13.9m | ETA: 6.1m
[2026-02-13T20:29:01.668392] [INFO ] [sig       ] [2376/3406] Forecasting PFBC...
[2026-02-13T20:29:01.668422] [INFO ] [sig       ] Generating forecast for: PFBC
[2026-02-13T20:29:01.668453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2026-02-13T20:29:01.680844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2026-02-13T20:29:01.681208] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2026-02-13T20:29:01.682043] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2026-02-13T20:29:01.682097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:01.682129] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:01.682156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:01.682214] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:01.746558] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:01.747492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:01.747817] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:01.747865] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:01.875538] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:01.875721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:01.875763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:01.875793] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:01.879773] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2026-02-13T20:29:01.880070] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2026-02-13T20:29:01.880206] [INFO ] [sig       ] PFBC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:02.027376] [INFO ] [LOCAL     ] Saved forecast: PFBC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PFBC.txt
[2026-02-13T20:29:02.027545] [INFO ] [sig       ] [2376/3406] Completed PFBC in 0.4s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:02.027633] [INFO ] [sig       ] [2377/3406] Forecasting PFD...
[2026-02-13T20:29:02.027672] [INFO ] [sig       ] Generating forecast for: PFD
[2026-02-13T20:29:02.027702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2026-02-13T20:29:02.039296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2026-02-13T20:29:02.039736] [INFO ] [FORECASTER] Starting predict_future for PFD
[2026-02-13T20:29:02.040654] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2026-02-13T20:29:02.040712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:02.040746] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:02.040774] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:02.040833] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:02.102483] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:02.103430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:02.103515] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:02.103550] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:02.221193] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:02.221350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:02.221392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:02.221422] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:02.224948] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=38.39%)
[2026-02-13T20:29:02.225296] [INFO ] [FORECASTER] Completed predict_future for PFD
[2026-02-13T20:29:02.225460] [INFO ] [sig       ] PFD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:02.375996] [INFO ] [LOCAL     ] Saved forecast: PFD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PFD.txt
[2026-02-13T20:29:02.376169] [INFO ] [sig       ] [2377/3406] Completed PFD in 0.3s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:02.376213] [INFO ] [sig       ] [2378/3406] Forecasting PFF...
[2026-02-13T20:29:02.376244] [INFO ] [sig       ] Generating forecast for: PFF
[2026-02-13T20:29:02.376277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2026-02-13T20:29:02.387693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFF'.
[2026-02-13T20:29:02.388073] [INFO ] [FORECASTER] Starting predict_future for PFF
[2026-02-13T20:29:02.388949] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2026-02-13T20:29:02.389002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:02.389036] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:02.389062] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:02.389118] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:02.455089] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:02.456243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:02.456349] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:02.456392] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:02.587611] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:02.587774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:02.587816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:02.587846] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:02.591614] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: UP (p=57.34%)
[2026-02-13T20:29:02.591910] [INFO ] [FORECASTER] Completed predict_future for PFF
[2026-02-13T20:29:02.592053] [INFO ] [sig       ] PFF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:02.746183] [INFO ] [LOCAL     ] Saved forecast: PFF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PFF.txt
[2026-02-13T20:29:02.746337] [INFO ] [sig       ] [2378/3406] Completed PFF in 0.4s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:02.746377] [INFO ] [sig       ] [2379/3406] Forecasting PFG...
[2026-02-13T20:29:02.746407] [INFO ] [sig       ] Generating forecast for: PFG
[2026-02-13T20:29:02.746436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2026-02-13T20:29:02.758193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2026-02-13T20:29:02.758564] [INFO ] [FORECASTER] Starting predict_future for PFG
[2026-02-13T20:29:02.759512] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2026-02-13T20:29:02.759567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:02.759628] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:02.759657] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:02.759737] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:02.822683] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:02.823549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:02.823661] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:02.823697] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:02.944780] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:02.944940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:02.944999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:02.945031] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:02.948888] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: DOWN (p=46.40%)
[2026-02-13T20:29:02.949235] [INFO ] [FORECASTER] Completed predict_future for PFG
[2026-02-13T20:29:02.949390] [INFO ] [sig       ] PFG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:03.102179] [INFO ] [LOCAL     ] Saved forecast: PFG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PFG.txt
[2026-02-13T20:29:03.102340] [INFO ] [sig       ] [2379/3406] Completed PFG in 0.4s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:03.102382] [INFO ] [sig       ] [2380/3406] Forecasting PFGC...
[2026-02-13T20:29:03.102411] [INFO ] [sig       ] Generating forecast for: PFGC
[2026-02-13T20:29:03.102440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2026-02-13T20:29:03.114177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2026-02-13T20:29:03.114592] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2026-02-13T20:29:03.115456] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2026-02-13T20:29:03.115509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:03.115541] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:03.115566] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:03.115642] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:03.172450] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:03.173361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:03.173453] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:03.173487] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:03.301590] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:03.301752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:03.301794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:03.301825] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:03.305890] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: DOWN (p=11.83%)
[2026-02-13T20:29:03.306237] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2026-02-13T20:29:03.306385] [INFO ] [sig       ] PFGC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:03.456768] [INFO ] [LOCAL     ] Saved forecast: PFGC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PFGC.txt
[2026-02-13T20:29:03.456928] [INFO ] [sig       ] [2380/3406] Completed PFGC in 0.4s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:03.456969] [INFO ] [sig       ] [2381/3406] Forecasting PFH...
[2026-02-13T20:29:03.456999] [INFO ] [sig       ] Generating forecast for: PFH
[2026-02-13T20:29:03.457029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2026-02-13T20:29:03.471054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2026-02-13T20:29:03.471699] [INFO ] [FORECASTER] Starting predict_future for PFH
[2026-02-13T20:29:03.472525] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2026-02-13T20:29:03.472597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:03.472632] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:03.472659] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:03.472716] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:03.532278] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:03.533186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:03.533270] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:03.533307] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:03.660007] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:03.660166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:03.660207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:03.660237] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:03.663922] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=13.03%)
[2026-02-13T20:29:03.664247] [INFO ] [FORECASTER] Completed predict_future for PFH
[2026-02-13T20:29:03.664389] [INFO ] [sig       ] PFH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:03.811798] [INFO ] [LOCAL     ] Saved forecast: PFH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PFH.txt
[2026-02-13T20:29:03.811951] [INFO ] [sig       ] [2381/3406] Completed PFH in 0.4s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:03.811991] [INFO ] [sig       ] [2382/3406] Forecasting PFIS...
[2026-02-13T20:29:03.812022] [INFO ] [sig       ] Generating forecast for: PFIS
[2026-02-13T20:29:03.812053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2026-02-13T20:29:03.824457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFIS'.
[2026-02-13T20:29:03.824825] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2026-02-13T20:29:03.825685] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2026-02-13T20:29:03.825738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:03.825769] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:03.825797] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:03.825853] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:03.883811] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:03.884754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:03.884876] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:03.884912] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:04.006336] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:04.006504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:04.006545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:04.006595] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:04.010613] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=13.75%)
[2026-02-13T20:29:04.010915] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2026-02-13T20:29:04.011073] [INFO ] [sig       ] PFIS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:04.153085] [INFO ] [LOCAL     ] Saved forecast: PFIS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PFIS.txt
[2026-02-13T20:29:04.153237] [INFO ] [sig       ] [2382/3406] Completed PFIS in 0.3s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:04.153277] [INFO ] [sig       ] [2383/3406] Forecasting PFL...
[2026-02-13T20:29:04.153308] [INFO ] [sig       ] Generating forecast for: PFL
[2026-02-13T20:29:04.153344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2026-02-13T20:29:04.164253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFL'.
[2026-02-13T20:29:04.164639] [INFO ] [FORECASTER] Starting predict_future for PFL
[2026-02-13T20:29:04.165423] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2026-02-13T20:29:04.165476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:04.165521] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:04.165550] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:04.165628] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:04.224054] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:04.224868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:04.224953] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:04.224987] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:04.339886] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:04.340040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:04.340080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:04.340110] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:04.343592] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=49.70%)
[2026-02-13T20:29:04.343876] [INFO ] [FORECASTER] Completed predict_future for PFL
[2026-02-13T20:29:04.344021] [INFO ] [sig       ] PFL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:04.487190] [INFO ] [LOCAL     ] Saved forecast: PFL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PFL.txt
[2026-02-13T20:29:04.487332] [INFO ] [sig       ] [2383/3406] Completed PFL in 0.3s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:04.487371] [INFO ] [sig       ] [2384/3406] Forecasting PFM...
[2026-02-13T20:29:04.487400] [INFO ] [sig       ] Generating forecast for: PFM
[2026-02-13T20:29:04.487431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2026-02-13T20:29:04.498206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFM'.
[2026-02-13T20:29:04.498615] [INFO ] [FORECASTER] Starting predict_future for PFM
[2026-02-13T20:29:04.499402] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2026-02-13T20:29:04.499454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:04.499486] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:04.499512] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:04.499587] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:04.557205] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:04.558029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:04.558113] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:04.558144] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:04.682951] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:04.683107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:04.683151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:04.683180] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:04.687109] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=35.54%)
[2026-02-13T20:29:04.687405] [INFO ] [FORECASTER] Completed predict_future for PFM
[2026-02-13T20:29:04.687563] [INFO ] [sig       ] PFM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:04.835786] [INFO ] [LOCAL     ] Saved forecast: PFM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PFM.txt
[2026-02-13T20:29:04.835942] [INFO ] [sig       ] [2384/3406] Completed PFM in 0.3s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:04.835981] [INFO ] [sig       ] [2385/3406] Forecasting PFN...
[2026-02-13T20:29:04.836012] [INFO ] [sig       ] Generating forecast for: PFN
[2026-02-13T20:29:04.836041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2026-02-13T20:29:04.846628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2026-02-13T20:29:04.847014] [INFO ] [FORECASTER] Starting predict_future for PFN
[2026-02-13T20:29:04.848095] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2026-02-13T20:29:04.848149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:04.848183] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:04.848209] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:04.848266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:04.909679] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:04.910517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:04.910617] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:04.910652] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:05.032506] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:05.032685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:05.032729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:05.032762] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:05.036430] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=96.03%)
[2026-02-13T20:29:05.036740] [INFO ] [FORECASTER] Completed predict_future for PFN
[2026-02-13T20:29:05.036875] [INFO ] [sig       ] PFN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:05.193083] [INFO ] [LOCAL     ] Saved forecast: PFN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PFN.txt
[2026-02-13T20:29:05.193260] [INFO ] [sig       ] [2385/3406] Completed PFN in 0.4s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:05.193302] [INFO ] [sig       ] [2386/3406] Forecasting PFO...
[2026-02-13T20:29:05.193333] [INFO ] [sig       ] Generating forecast for: PFO
[2026-02-13T20:29:05.193364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2026-02-13T20:29:05.204109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2026-02-13T20:29:05.204431] [INFO ] [FORECASTER] Starting predict_future for PFO
[2026-02-13T20:29:05.205266] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2026-02-13T20:29:05.205330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:05.205369] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:05.205401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:05.205470] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:05.264811] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:05.265774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:05.265856] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:05.265889] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:05.382925] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:05.383088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:05.383129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:05.383160] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:05.386991] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=4.95%)
[2026-02-13T20:29:05.387308] [INFO ] [FORECASTER] Completed predict_future for PFO
[2026-02-13T20:29:05.387449] [INFO ] [sig       ] PFO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:05.542613] [INFO ] [LOCAL     ] Saved forecast: PFO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PFO.txt
[2026-02-13T20:29:05.542775] [INFO ] [sig       ] [2386/3406] Completed PFO in 0.3s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:05.542819] [INFO ] [sig       ] [2387/3406] Forecasting PFS...
[2026-02-13T20:29:05.542877] [INFO ] [sig       ] Generating forecast for: PFS
[2026-02-13T20:29:05.542912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2026-02-13T20:29:05.554694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2026-02-13T20:29:05.555108] [INFO ] [FORECASTER] Starting predict_future for PFS
[2026-02-13T20:29:05.556008] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2026-02-13T20:29:05.556061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:05.556094] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:05.556122] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:05.556181] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:05.616000] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:05.616941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:05.617032] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:05.617066] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:05.742596] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:05.742751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:05.742792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:05.742821] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:05.746321] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2026-02-13T20:29:05.746637] [INFO ] [FORECASTER] Completed predict_future for PFS
[2026-02-13T20:29:05.746775] [INFO ] [sig       ] PFS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:05.896859] [INFO ] [LOCAL     ] Saved forecast: PFS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PFS.txt
[2026-02-13T20:29:05.897022] [INFO ] [sig       ] [2387/3406] Completed PFS in 0.4s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:05.897063] [INFO ] [sig       ] [2388/3406] Forecasting PFSI...
[2026-02-13T20:29:05.897096] [INFO ] [sig       ] Generating forecast for: PFSI
[2026-02-13T20:29:05.897127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2026-02-13T20:29:05.908464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFSI'.
[2026-02-13T20:29:05.908861] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2026-02-13T20:29:05.909722] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2026-02-13T20:29:05.909775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:05.909809] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:05.909837] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:05.909895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:05.976316] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:05.977248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:05.977341] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:05.977375] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:06.103829] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:06.103988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:06.104030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:06.104061] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:06.107736] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: UP (p=96.02%)
[2026-02-13T20:29:06.108065] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2026-02-13T20:29:06.108223] [INFO ] [sig       ] PFSI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:06.250686] [INFO ] [LOCAL     ] Saved forecast: PFSI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PFSI.txt
[2026-02-13T20:29:06.250860] [INFO ] [sig       ] [2388/3406] Completed PFSI in 0.4s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:06.250903] [INFO ] [sig       ] [2389/3406] Forecasting PGC...
[2026-02-13T20:29:06.250934] [INFO ] [sig       ] Generating forecast for: PGC
[2026-02-13T20:29:06.250965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2026-02-13T20:29:06.262316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGC'.
[2026-02-13T20:29:06.262695] [INFO ] [FORECASTER] Starting predict_future for PGC
[2026-02-13T20:29:06.263538] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2026-02-13T20:29:06.263614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:06.263701] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:06.263731] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:06.263790] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:06.321816] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:06.322543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:06.322644] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:06.322679] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:06.450532] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:06.450717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:06.450768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:06.450798] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:06.454332] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: DOWN (p=6.79%)
[2026-02-13T20:29:06.454642] [INFO ] [FORECASTER] Completed predict_future for PGC
[2026-02-13T20:29:06.454774] [INFO ] [sig       ] PGC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:06.606731] [INFO ] [LOCAL     ] Saved forecast: PGC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PGC.txt
[2026-02-13T20:29:06.606891] [INFO ] [sig       ] [2389/3406] Completed PGC in 0.4s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:06.606932] [INFO ] [sig       ] [2390/3406] Forecasting PGEN...
[2026-02-13T20:29:06.606961] [INFO ] [sig       ] Generating forecast for: PGEN
[2026-02-13T20:29:06.606990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2026-02-13T20:29:06.618320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2026-02-13T20:29:06.618738] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2026-02-13T20:29:06.619686] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2026-02-13T20:29:06.619742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:06.619774] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:06.619803] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:06.619861] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:06.678955] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:06.679755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:06.679836] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:06.679868] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:06.800753] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:06.800904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:06.800943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:06.800996] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:06.804378] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=10.23%)
[2026-02-13T20:29:06.804673] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2026-02-13T20:29:06.804802] [INFO ] [sig       ] PGEN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:06.950295] [INFO ] [LOCAL     ] Saved forecast: PGEN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PGEN.txt
[2026-02-13T20:29:06.950426] [INFO ] [sig       ] [2390/3406] Completed PGEN in 0.3s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:06.950465] [INFO ] [sig       ] [2391/3406] Forecasting PGJ...
[2026-02-13T20:29:06.950493] [INFO ] [sig       ] Generating forecast for: PGJ
[2026-02-13T20:29:06.950522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2026-02-13T20:29:06.962172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGJ'.
[2026-02-13T20:29:06.962512] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2026-02-13T20:29:06.963543] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2026-02-13T20:29:06.963813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:06.963849] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:06.963875] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:06.963931] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:07.025891] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:07.026735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:07.026813] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:07.026845] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:07.152267] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:07.152419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:07.152457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:07.152485] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:07.156325] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: UP (p=56.00%)
[2026-02-13T20:29:07.156625] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2026-02-13T20:29:07.156755] [INFO ] [sig       ] PGJ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:07.309480] [INFO ] [LOCAL     ] Saved forecast: PGJ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PGJ.txt
[2026-02-13T20:29:07.309848] [INFO ] [sig       ] [2391/3406] Completed PGJ in 0.4s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:07.309894] [INFO ] [sig       ] [2392/3406] Forecasting PGNY...
[2026-02-13T20:29:07.309924] [INFO ] [sig       ] Generating forecast for: PGNY
[2026-02-13T20:29:07.309956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2026-02-13T20:29:07.322032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2026-02-13T20:29:07.322385] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2026-02-13T20:29:07.323204] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2026-02-13T20:29:07.323257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:07.323288] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:07.323316] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:07.323384] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:07.385212] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:07.385843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:07.385924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:07.385971] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:07.513218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:07.513377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:07.513421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:07.513482] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:07.517378] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: UP (p=99.32%)
[2026-02-13T20:29:07.517915] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2026-02-13T20:29:07.518050] [INFO ] [sig       ] PGNY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:07.664694] [INFO ] [LOCAL     ] Saved forecast: PGNY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PGNY.txt
[2026-02-13T20:29:07.664853] [INFO ] [sig       ] [2392/3406] Completed PGNY in 0.4s | 2.84 sym/s | Total: 14.0m | ETA: 6.0m
[2026-02-13T20:29:07.664892] [INFO ] [sig       ] [2393/3406] Forecasting PGP...
[2026-02-13T20:29:07.664922] [INFO ] [sig       ] Generating forecast for: PGP
[2026-02-13T20:29:07.664952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2026-02-13T20:29:07.677074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2026-02-13T20:29:07.677453] [INFO ] [FORECASTER] Starting predict_future for PGP
[2026-02-13T20:29:07.678570] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2026-02-13T20:29:07.678664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:07.678699] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:07.678725] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:07.678781] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:07.737469] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:07.738458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:07.738555] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:07.738607] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:07.861546] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:07.861928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:07.861969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:07.861998] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:07.865941] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=76.96%)
[2026-02-13T20:29:07.866246] [INFO ] [FORECASTER] Completed predict_future for PGP
[2026-02-13T20:29:07.866398] [INFO ] [sig       ] PGP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:08.016486] [INFO ] [LOCAL     ] Saved forecast: PGP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PGP.txt
[2026-02-13T20:29:08.016686] [INFO ] [sig       ] [2393/3406] Completed PGP in 0.4s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:08.016736] [INFO ] [sig       ] [2394/3406] Forecasting PGY...
[2026-02-13T20:29:08.016765] [INFO ] [sig       ] Generating forecast for: PGY
[2026-02-13T20:29:08.016795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2026-02-13T20:29:08.028358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGY'.
[2026-02-13T20:29:08.028944] [INFO ] [FORECASTER] Starting predict_future for PGY
[2026-02-13T20:29:08.029971] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2026-02-13T20:29:08.030024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:08.030056] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:08.030082] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:08.030154] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:08.089504] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:08.090392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:08.090477] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:08.090510] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:08.218863] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:08.219026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:08.219065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:08.219094] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:08.222528] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2026-02-13T20:29:08.222832] [INFO ] [FORECASTER] Completed predict_future for PGY
[2026-02-13T20:29:08.222965] [INFO ] [sig       ] PGY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:08.369484] [INFO ] [LOCAL     ] Saved forecast: PGY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PGY.txt
[2026-02-13T20:29:08.369853] [INFO ] [sig       ] [2394/3406] Completed PGY in 0.4s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:08.369896] [INFO ] [sig       ] [2395/3406] Forecasting PGZ...
[2026-02-13T20:29:08.369927] [INFO ] [sig       ] Generating forecast for: PGZ
[2026-02-13T20:29:08.369958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2026-02-13T20:29:08.382417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2026-02-13T20:29:08.383007] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2026-02-13T20:29:08.383862] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2026-02-13T20:29:08.383914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:08.383946] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:08.383972] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:08.384029] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:08.445881] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:08.446981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:08.447065] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:08.447097] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:08.567562] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:08.567949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:08.567987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:08.568015] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:08.571872] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=82.22%)
[2026-02-13T20:29:08.572165] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2026-02-13T20:29:08.572295] [INFO ] [sig       ] PGZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:08.711513] [INFO ] [LOCAL     ] Saved forecast: PGZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PGZ.txt
[2026-02-13T20:29:08.711703] [INFO ] [sig       ] [2395/3406] Completed PGZ in 0.3s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:08.711744] [INFO ] [sig       ] [2396/3406] Forecasting PH...
[2026-02-13T20:29:08.711774] [INFO ] [sig       ] Generating forecast for: PH
[2026-02-13T20:29:08.711802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2026-02-13T20:29:08.723198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2026-02-13T20:29:08.723615] [INFO ] [FORECASTER] Starting predict_future for PH
[2026-02-13T20:29:08.724400] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2026-02-13T20:29:08.724468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:08.724500] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:08.724526] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:08.724603] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:08.783102] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:08.784014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:08.784099] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:08.784132] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:08.902073] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:08.902235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:08.902275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:08.902303] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:08.906307] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: DOWN (p=27.46%)
[2026-02-13T20:29:08.906627] [INFO ] [FORECASTER] Completed predict_future for PH
[2026-02-13T20:29:08.906762] [INFO ] [sig       ] PH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:09.047398] [INFO ] [LOCAL     ] Saved forecast: PH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PH.txt
[2026-02-13T20:29:09.047555] [INFO ] [sig       ] [2396/3406] Completed PH in 0.3s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:09.047627] [INFO ] [sig       ] [2397/3406] Forecasting PHG...
[2026-02-13T20:29:09.047661] [INFO ] [sig       ] Generating forecast for: PHG
[2026-02-13T20:29:09.047691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2026-02-13T20:29:09.058893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2026-02-13T20:29:09.059260] [INFO ] [FORECASTER] Starting predict_future for PHG
[2026-02-13T20:29:09.060099] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2026-02-13T20:29:09.060152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:09.060183] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:09.060209] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:09.060266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:09.117928] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:09.118843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:09.118930] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:09.118963] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:09.240801] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:09.240955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:09.240995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:09.241024] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:09.244552] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2026-02-13T20:29:09.244854] [INFO ] [FORECASTER] Completed predict_future for PHG
[2026-02-13T20:29:09.244985] [INFO ] [sig       ] PHG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:09.388108] [INFO ] [LOCAL     ] Saved forecast: PHG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PHG.txt
[2026-02-13T20:29:09.388245] [INFO ] [sig       ] [2397/3406] Completed PHG in 0.3s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:09.388284] [INFO ] [sig       ] [2398/3406] Forecasting PHI...
[2026-02-13T20:29:09.388315] [INFO ] [sig       ] Generating forecast for: PHI
[2026-02-13T20:29:09.388346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2026-02-13T20:29:09.400017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHI'.
[2026-02-13T20:29:09.400329] [INFO ] [FORECASTER] Starting predict_future for PHI
[2026-02-13T20:29:09.401160] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2026-02-13T20:29:09.401213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:09.401244] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:09.401271] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:09.401327] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:09.460122] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:09.460960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:09.461040] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:09.461074] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:09.577977] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:09.578122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:09.578162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:09.578191] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:09.581707] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2026-02-13T20:29:09.581989] [INFO ] [FORECASTER] Completed predict_future for PHI
[2026-02-13T20:29:09.582119] [INFO ] [sig       ] PHI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:09.722347] [INFO ] [LOCAL     ] Saved forecast: PHI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PHI.txt
[2026-02-13T20:29:09.722476] [INFO ] [sig       ] [2398/3406] Completed PHI in 0.3s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:09.722515] [INFO ] [sig       ] [2399/3406] Forecasting PHIN...
[2026-02-13T20:29:09.722555] [INFO ] [sig       ] Generating forecast for: PHIN
[2026-02-13T20:29:09.722612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2026-02-13T20:29:09.734437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2026-02-13T20:29:09.734781] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2026-02-13T20:29:09.735617] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2026-02-13T20:29:09.735670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:09.735701] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:09.735728] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:09.735785] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:09.794344] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:09.794996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:09.795100] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:09.795133] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:09.921393] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:09.921529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:09.921584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:09.921617] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:09.924991] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=84.19%)
[2026-02-13T20:29:09.925262] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2026-02-13T20:29:09.925392] [INFO ] [sig       ] PHIN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:10.069718] [INFO ] [LOCAL     ] Saved forecast: PHIN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PHIN.txt
[2026-02-13T20:29:10.069839] [INFO ] [sig       ] [2399/3406] Completed PHIN in 0.3s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:10.069884] [INFO ] [sig       ] [2400/3406] Forecasting PHK...
[2026-02-13T20:29:10.069913] [INFO ] [sig       ] Generating forecast for: PHK
[2026-02-13T20:29:10.069942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2026-02-13T20:29:10.081203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHK'.
[2026-02-13T20:29:10.081530] [INFO ] [FORECASTER] Starting predict_future for PHK
[2026-02-13T20:29:10.082507] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2026-02-13T20:29:10.082558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:10.082616] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:10.082645] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:10.082707] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:10.141006] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:10.141645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:10.141721] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:10.141753] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:10.263132] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:10.263281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:10.263319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:10.263349] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:10.266774] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=51.35%)
[2026-02-13T20:29:10.267049] [INFO ] [FORECASTER] Completed predict_future for PHK
[2026-02-13T20:29:10.267177] [INFO ] [sig       ] PHK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:10.414958] [INFO ] [LOCAL     ] Saved forecast: PHK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PHK.txt
[2026-02-13T20:29:10.415106] [INFO ] [sig       ] [2400/3406] Completed PHK in 0.3s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:10.415148] [INFO ] [sig       ] [2401/3406] Forecasting PHM...
[2026-02-13T20:29:10.415179] [INFO ] [sig       ] Generating forecast for: PHM
[2026-02-13T20:29:10.415210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2026-02-13T20:29:10.427064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2026-02-13T20:29:10.427403] [INFO ] [FORECASTER] Starting predict_future for PHM
[2026-02-13T20:29:10.428297] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2026-02-13T20:29:10.428351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:10.428383] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:10.428411] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:10.428467] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:10.487235] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:10.488030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:10.488123] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:10.488159] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:10.605910] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:10.606058] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:10.606098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:10.606127] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:10.609713] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2026-02-13T20:29:10.610018] [INFO ] [FORECASTER] Completed predict_future for PHM
[2026-02-13T20:29:10.610151] [INFO ] [sig       ] PHM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:10.752525] [INFO ] [LOCAL     ] Saved forecast: PHM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PHM.txt
[2026-02-13T20:29:10.752710] [INFO ] [sig       ] [2401/3406] Completed PHM in 0.3s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:10.752753] [INFO ] [sig       ] [2402/3406] Forecasting PHO...
[2026-02-13T20:29:10.752787] [INFO ] [sig       ] Generating forecast for: PHO
[2026-02-13T20:29:10.752819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2026-02-13T20:29:10.764682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2026-02-13T20:29:10.765074] [INFO ] [FORECASTER] Starting predict_future for PHO
[2026-02-13T20:29:10.765928] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2026-02-13T20:29:10.765984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:10.766017] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:10.766046] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:10.766105] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:10.826213] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:10.827130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:10.827212] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:10.827247] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:10.952469] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:10.952665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:10.952709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:10.952739] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:10.956364] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=52.51%)
[2026-02-13T20:29:10.956691] [INFO ] [FORECASTER] Completed predict_future for PHO
[2026-02-13T20:29:10.956831] [INFO ] [sig       ] PHO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:11.114438] [INFO ] [LOCAL     ] Saved forecast: PHO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PHO.txt
[2026-02-13T20:29:11.114671] [INFO ] [sig       ] [2402/3406] Completed PHO in 0.4s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:11.114753] [INFO ] [sig       ] [2403/3406] Forecasting PHUN...
[2026-02-13T20:29:11.114803] [INFO ] [sig       ] Generating forecast for: PHUN
[2026-02-13T20:29:11.114847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2026-02-13T20:29:11.126964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2026-02-13T20:29:11.127303] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2026-02-13T20:29:11.128150] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2026-02-13T20:29:11.128204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:11.128236] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:11.128264] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:11.128321] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:11.186855] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:11.187514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:11.187622] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:11.187663] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:11.312958] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:11.313112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:11.313168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:11.313198] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:11.316654] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: UP (p=85.75%)
[2026-02-13T20:29:11.316930] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2026-02-13T20:29:11.317054] [INFO ] [sig       ] PHUN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:11.460963] [INFO ] [LOCAL     ] Saved forecast: PHUN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PHUN.txt
[2026-02-13T20:29:11.461097] [INFO ] [sig       ] [2403/3406] Completed PHUN in 0.3s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:11.461138] [INFO ] [sig       ] [2404/3406] Forecasting PHVS...
[2026-02-13T20:29:11.461171] [INFO ] [sig       ] Generating forecast for: PHVS
[2026-02-13T20:29:11.461214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2026-02-13T20:29:11.472547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2026-02-13T20:29:11.472894] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2026-02-13T20:29:11.473992] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2026-02-13T20:29:11.474046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:11.474079] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:11.474106] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:11.474164] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:11.536613] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:11.537290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:11.537373] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:11.537413] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:11.663759] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:11.663947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:11.663988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:11.664017] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:11.667496] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2026-02-13T20:29:11.667882] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2026-02-13T20:29:11.668069] [INFO ] [sig       ] PHVS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:11.808014] [INFO ] [LOCAL     ] Saved forecast: PHVS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PHVS.txt
[2026-02-13T20:29:11.808166] [INFO ] [sig       ] [2404/3406] Completed PHVS in 0.3s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:11.808207] [INFO ] [sig       ] [2405/3406] Forecasting PI...
[2026-02-13T20:29:11.808235] [INFO ] [sig       ] Generating forecast for: PI
[2026-02-13T20:29:11.808264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2026-02-13T20:29:11.819837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2026-02-13T20:29:11.820209] [INFO ] [FORECASTER] Starting predict_future for PI
[2026-02-13T20:29:11.821061] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2026-02-13T20:29:11.821116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:11.821149] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:11.821177] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:11.821241] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:11.885364] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:11.886341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:11.886427] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:11.886461] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:12.014279] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:12.014433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:12.014472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:12.014501] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:12.018562] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: UP (p=93.35%)
[2026-02-13T20:29:12.018863] [INFO ] [FORECASTER] Completed predict_future for PI
[2026-02-13T20:29:12.018991] [INFO ] [sig       ] PI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:12.163334] [INFO ] [LOCAL     ] Saved forecast: PI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PI.txt
[2026-02-13T20:29:12.163481] [INFO ] [sig       ] [2405/3406] Completed PI in 0.4s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:12.163526] [INFO ] [sig       ] [2406/3406] Forecasting PID...
[2026-02-13T20:29:12.163554] [INFO ] [sig       ] Generating forecast for: PID
[2026-02-13T20:29:12.163604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2026-02-13T20:29:12.176094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2026-02-13T20:29:12.176445] [INFO ] [FORECASTER] Starting predict_future for PID
[2026-02-13T20:29:12.177253] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2026-02-13T20:29:12.177307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:12.177370] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:12.177399] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:12.177456] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:12.235134] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:12.236084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:12.236172] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:12.236206] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:12.359378] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:12.359536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:12.359596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:12.359629] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:12.363126] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=96.68%)
[2026-02-13T20:29:12.363409] [INFO ] [FORECASTER] Completed predict_future for PID
[2026-02-13T20:29:12.363540] [INFO ] [sig       ] PID: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:12.507130] [INFO ] [LOCAL     ] Saved forecast: PID	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PID.txt
[2026-02-13T20:29:12.507290] [INFO ] [sig       ] [2406/3406] Completed PID in 0.3s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:12.507332] [INFO ] [sig       ] [2407/3406] Forecasting PIE...
[2026-02-13T20:29:12.507362] [INFO ] [sig       ] Generating forecast for: PIE
[2026-02-13T20:29:12.507391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2026-02-13T20:29:12.518756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2026-02-13T20:29:12.519126] [INFO ] [FORECASTER] Starting predict_future for PIE
[2026-02-13T20:29:12.519933] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2026-02-13T20:29:12.519986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:12.520035] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:12.520065] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:12.520123] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:12.582656] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:12.583531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:12.583645] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:12.583681] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:12.712258] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:12.712416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:12.712458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:12.712494] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:12.715908] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: DOWN (p=40.35%)
[2026-02-13T20:29:12.716184] [INFO ] [FORECASTER] Completed predict_future for PIE
[2026-02-13T20:29:12.716308] [INFO ] [sig       ] PIE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:12.858096] [INFO ] [LOCAL     ] Saved forecast: PIE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PIE.txt
[2026-02-13T20:29:12.858229] [INFO ] [sig       ] [2407/3406] Completed PIE in 0.4s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:12.858269] [INFO ] [sig       ] [2408/3406] Forecasting PII...
[2026-02-13T20:29:12.858298] [INFO ] [sig       ] Generating forecast for: PII
[2026-02-13T20:29:12.858328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2026-02-13T20:29:12.869213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2026-02-13T20:29:12.869551] [INFO ] [FORECASTER] Starting predict_future for PII
[2026-02-13T20:29:12.870370] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2026-02-13T20:29:12.870422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:12.870455] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:12.870481] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:12.870537] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:12.928120] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:12.928968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:12.929051] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:12.929083] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:13.047167] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:13.047320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:13.047359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:13.047387] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:13.050816] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=20.28%)
[2026-02-13T20:29:13.051088] [INFO ] [FORECASTER] Completed predict_future for PII
[2026-02-13T20:29:13.051213] [INFO ] [sig       ] PII: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:13.193808] [INFO ] [LOCAL     ] Saved forecast: PII	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PII.txt
[2026-02-13T20:29:13.193975] [INFO ] [sig       ] [2408/3406] Completed PII in 0.3s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:13.194015] [INFO ] [sig       ] [2409/3406] Forecasting PIM...
[2026-02-13T20:29:13.194045] [INFO ] [sig       ] Generating forecast for: PIM
[2026-02-13T20:29:13.194076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2026-02-13T20:29:13.205085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2026-02-13T20:29:13.205477] [INFO ] [FORECASTER] Starting predict_future for PIM
[2026-02-13T20:29:13.206266] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2026-02-13T20:29:13.206318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:13.206349] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:13.206375] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:13.206431] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:13.263337] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:13.264241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:13.264355] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:13.264389] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:13.379631] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:13.379790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:13.379830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:13.379858] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:13.383371] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: DOWN (p=46.43%)
[2026-02-13T20:29:13.383675] [INFO ] [FORECASTER] Completed predict_future for PIM
[2026-02-13T20:29:13.383805] [INFO ] [sig       ] PIM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:13.535918] [INFO ] [LOCAL     ] Saved forecast: PIM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PIM.txt
[2026-02-13T20:29:13.536078] [INFO ] [sig       ] [2409/3406] Completed PIM in 0.3s | 2.84 sym/s | Total: 14.1m | ETA: 5.9m
[2026-02-13T20:29:13.536119] [INFO ] [sig       ] [2410/3406] Forecasting PINE...
[2026-02-13T20:29:13.536148] [INFO ] [sig       ] Generating forecast for: PINE
[2026-02-13T20:29:13.536178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2026-02-13T20:29:13.548735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2026-02-13T20:29:13.549142] [INFO ] [FORECASTER] Starting predict_future for PINE
[2026-02-13T20:29:13.550056] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2026-02-13T20:29:13.550110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:13.550143] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:13.550169] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:13.550227] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:13.614839] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:13.615855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:13.615946] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:13.615981] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:13.744176] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:13.744350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:13.744395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:13.744434] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:13.748368] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: DOWN (p=40.73%)
[2026-02-13T20:29:13.748826] [INFO ] [FORECASTER] Completed predict_future for PINE
[2026-02-13T20:29:13.748995] [INFO ] [sig       ] PINE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:13.947387] [INFO ] [LOCAL     ] Saved forecast: PINE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PINE.txt
[2026-02-13T20:29:13.947652] [INFO ] [sig       ] [2410/3406] Completed PINE in 0.4s | 2.84 sym/s | Total: 14.2m | ETA: 5.8m
[2026-02-13T20:29:13.947720] [INFO ] [sig       ] [2411/3406] Forecasting PINS...
[2026-02-13T20:29:13.947771] [INFO ] [sig       ] Generating forecast for: PINS
[2026-02-13T20:29:13.947816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2026-02-13T20:29:13.963886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2026-02-13T20:29:13.964396] [INFO ] [FORECASTER] Starting predict_future for PINS
[2026-02-13T20:29:13.965643] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2026-02-13T20:29:13.965716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:13.965768] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:13.965815] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:13.965906] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:14.058999] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:14.060212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:14.060330] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:14.060383] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:14.215442] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:14.215657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:14.215719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:14.215761] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:14.220369] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: DOWN (p=10.52%)
[2026-02-13T20:29:14.220823] [INFO ] [FORECASTER] Completed predict_future for PINS
[2026-02-13T20:29:14.220986] [INFO ] [sig       ] PINS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:14.435477] [INFO ] [LOCAL     ] Saved forecast: PINS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PINS.txt
[2026-02-13T20:29:14.435753] [INFO ] [sig       ] [2411/3406] Completed PINS in 0.5s | 2.84 sym/s | Total: 14.2m | ETA: 5.8m
[2026-02-13T20:29:14.435821] [INFO ] [sig       ] [2412/3406] Forecasting PK...
[2026-02-13T20:29:14.435859] [INFO ] [sig       ] Generating forecast for: PK
[2026-02-13T20:29:14.435894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2026-02-13T20:29:14.456870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2026-02-13T20:29:14.457326] [INFO ] [FORECASTER] Starting predict_future for PK
[2026-02-13T20:29:14.458343] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2026-02-13T20:29:14.458400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:14.458433] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:14.458460] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:14.458517] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:14.539194] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:14.540529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:14.540686] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:14.540746] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:14.720244] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:14.720447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:14.720514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:14.720563] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:14.726123] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: UP (p=64.46%)
[2026-02-13T20:29:14.726650] [INFO ] [FORECASTER] Completed predict_future for PK
[2026-02-13T20:29:14.726861] [INFO ] [sig       ] PK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:14.921788] [INFO ] [LOCAL     ] Saved forecast: PK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PK.txt
[2026-02-13T20:29:14.921963] [INFO ] [sig       ] [2412/3406] Completed PK in 0.5s | 2.84 sym/s | Total: 14.2m | ETA: 5.8m
[2026-02-13T20:29:14.922007] [INFO ] [sig       ] [2413/3406] Forecasting PKBK...
[2026-02-13T20:29:14.922037] [INFO ] [sig       ] Generating forecast for: PKBK
[2026-02-13T20:29:14.922066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2026-02-13T20:29:14.938821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2026-02-13T20:29:14.939365] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2026-02-13T20:29:14.940711] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2026-02-13T20:29:14.940783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:14.940836] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:14.940885] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:14.940983] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:15.032726] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:15.034013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:15.034138] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:15.034194] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:15.186639] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:15.186810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:15.186854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:15.186883] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:15.190672] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: UP (p=89.14%)
[2026-02-13T20:29:15.190996] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2026-02-13T20:29:15.191137] [INFO ] [sig       ] PKBK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:15.340077] [INFO ] [LOCAL     ] Saved forecast: PKBK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PKBK.txt
[2026-02-13T20:29:15.340242] [INFO ] [sig       ] [2413/3406] Completed PKBK in 0.4s | 2.84 sym/s | Total: 14.2m | ETA: 5.8m
[2026-02-13T20:29:15.340295] [INFO ] [sig       ] [2414/3406] Forecasting PKE...
[2026-02-13T20:29:15.340327] [INFO ] [sig       ] Generating forecast for: PKE
[2026-02-13T20:29:15.340356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2026-02-13T20:29:15.351447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2026-02-13T20:29:15.351841] [INFO ] [FORECASTER] Starting predict_future for PKE
[2026-02-13T20:29:15.352645] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2026-02-13T20:29:15.352698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:15.352730] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:15.352757] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:15.352814] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:15.413246] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:15.414041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:15.414128] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:15.414161] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:15.536930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:15.537086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:15.537125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:15.537171] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:15.540894] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: DOWN (p=17.00%)
[2026-02-13T20:29:15.541190] [INFO ] [FORECASTER] Completed predict_future for PKE
[2026-02-13T20:29:15.541323] [INFO ] [sig       ] PKE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:15.682178] [INFO ] [LOCAL     ] Saved forecast: PKE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PKE.txt
[2026-02-13T20:29:15.682334] [INFO ] [sig       ] [2414/3406] Completed PKE in 0.3s | 2.84 sym/s | Total: 14.2m | ETA: 5.8m
[2026-02-13T20:29:15.682384] [INFO ] [sig       ] [2415/3406] Forecasting PKG...
[2026-02-13T20:29:15.682416] [INFO ] [sig       ] Generating forecast for: PKG
[2026-02-13T20:29:15.682449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2026-02-13T20:29:15.695186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2026-02-13T20:29:15.695662] [INFO ] [FORECASTER] Starting predict_future for PKG
[2026-02-13T20:29:15.696519] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2026-02-13T20:29:15.696597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:15.696634] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:15.696662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:15.696723] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:15.757413] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:15.758348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:15.758434] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:15.758467] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:15.890172] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:15.890359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:15.890409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:15.890446] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:15.895052] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: UP (p=80.91%)
[2026-02-13T20:29:15.895429] [INFO ] [FORECASTER] Completed predict_future for PKG
[2026-02-13T20:29:15.895639] [INFO ] [sig       ] PKG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:16.051529] [INFO ] [LOCAL     ] Saved forecast: PKG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PKG.txt
[2026-02-13T20:29:16.051693] [INFO ] [sig       ] [2415/3406] Completed PKG in 0.4s | 2.84 sym/s | Total: 14.2m | ETA: 5.8m
[2026-02-13T20:29:16.051746] [INFO ] [sig       ] [2416/3406] Forecasting PKOH...
[2026-02-13T20:29:16.051777] [INFO ] [sig       ] Generating forecast for: PKOH
[2026-02-13T20:29:16.051807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2026-02-13T20:29:16.063052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2026-02-13T20:29:16.063453] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2026-02-13T20:29:16.064307] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2026-02-13T20:29:16.064361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:16.064393] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:16.064419] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:16.064475] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:16.124224] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:16.125125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:16.125249] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:16.125285] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:16.242151] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:16.242319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:16.242360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:16.242391] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:16.245980] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=18.95%)
[2026-02-13T20:29:16.246279] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2026-02-13T20:29:16.246419] [INFO ] [sig       ] PKOH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:16.398798] [INFO ] [LOCAL     ] Saved forecast: PKOH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PKOH.txt
[2026-02-13T20:29:16.398966] [INFO ] [sig       ] [2416/3406] Completed PKOH in 0.3s | 2.84 sym/s | Total: 14.2m | ETA: 5.8m
[2026-02-13T20:29:16.399006] [INFO ] [sig       ] [2417/3406] Forecasting PKX...
[2026-02-13T20:29:16.399039] [INFO ] [sig       ] Generating forecast for: PKX
[2026-02-13T20:29:16.399070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2026-02-13T20:29:16.411015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2026-02-13T20:29:16.411466] [INFO ] [FORECASTER] Starting predict_future for PKX
[2026-02-13T20:29:16.412595] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2026-02-13T20:29:16.412656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:16.412691] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:16.412720] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:16.412780] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:16.473439] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:16.474387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:16.474473] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:16.474507] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:16.600117] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:16.600282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:16.600325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:16.600356] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:16.604427] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: UP (p=68.06%)
[2026-02-13T20:29:16.604736] [INFO ] [FORECASTER] Completed predict_future for PKX
[2026-02-13T20:29:16.604871] [INFO ] [sig       ] PKX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:16.763035] [INFO ] [LOCAL     ] Saved forecast: PKX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PKX.txt
[2026-02-13T20:29:16.763238] [INFO ] [sig       ] [2417/3406] Completed PKX in 0.4s | 2.84 sym/s | Total: 14.2m | ETA: 5.8m
[2026-02-13T20:29:16.763305] [INFO ] [sig       ] [2418/3406] Forecasting PLAB...
[2026-02-13T20:29:16.763354] [INFO ] [sig       ] Generating forecast for: PLAB
[2026-02-13T20:29:16.763403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2026-02-13T20:29:16.778799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2026-02-13T20:29:16.779318] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2026-02-13T20:29:16.780674] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2026-02-13T20:29:16.780754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:16.780814] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:16.780867] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:16.780987] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:16.855765] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:16.856821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:16.856915] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:16.856948] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:16.997479] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:16.997670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:16.997716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:16.997746] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:17.001342] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: DOWN (p=17.46%)
[2026-02-13T20:29:17.001660] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2026-02-13T20:29:17.001800] [INFO ] [sig       ] PLAB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:17.152729] [INFO ] [LOCAL     ] Saved forecast: PLAB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PLAB.txt
[2026-02-13T20:29:17.152893] [INFO ] [sig       ] [2418/3406] Completed PLAB in 0.4s | 2.84 sym/s | Total: 14.2m | ETA: 5.8m
[2026-02-13T20:29:17.152951] [INFO ] [sig       ] [2419/3406] Forecasting PLAY...
[2026-02-13T20:29:17.152996] [INFO ] [sig       ] Generating forecast for: PLAY
[2026-02-13T20:29:17.153040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2026-02-13T20:29:17.164717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2026-02-13T20:29:17.165067] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2026-02-13T20:29:17.165922] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2026-02-13T20:29:17.165976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:17.166008] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:17.166035] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:17.166092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:17.225736] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:17.226477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:17.226561] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:17.226617] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:17.355108] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:17.355262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:17.355302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:17.355331] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:17.359178] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: UP (p=89.09%)
[2026-02-13T20:29:17.359475] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2026-02-13T20:29:17.359713] [INFO ] [sig       ] PLAY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:17.511203] [INFO ] [LOCAL     ] Saved forecast: PLAY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PLAY.txt
[2026-02-13T20:29:17.511378] [INFO ] [sig       ] [2419/3406] Completed PLAY in 0.4s | 2.84 sym/s | Total: 14.2m | ETA: 5.8m
[2026-02-13T20:29:17.511422] [INFO ] [sig       ] [2420/3406] Forecasting PLBC...
[2026-02-13T20:29:17.511453] [INFO ] [sig       ] Generating forecast for: PLBC
[2026-02-13T20:29:17.511484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2026-02-13T20:29:17.525406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBC'.
[2026-02-13T20:29:17.525913] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2026-02-13T20:29:17.527030] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2026-02-13T20:29:17.527114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:17.527162] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:17.527202] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:17.527284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:17.590104] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:17.591002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:17.591088] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:17.591121] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:17.695602] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:17.695756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:17.695796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:17.695825] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:17.699311] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2026-02-13T20:29:17.699624] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2026-02-13T20:29:17.699771] [INFO ] [sig       ] PLBC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:17.838773] [INFO ] [LOCAL     ] Saved forecast: PLBC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PLBC.txt
[2026-02-13T20:29:17.838911] [INFO ] [sig       ] [2420/3406] Completed PLBC in 0.3s | 2.84 sym/s | Total: 14.2m | ETA: 5.8m
[2026-02-13T20:29:17.838949] [INFO ] [sig       ] [2421/3406] Forecasting PLBY...
[2026-02-13T20:29:17.838980] [INFO ] [sig       ] Generating forecast for: PLBY
[2026-02-13T20:29:17.839011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2026-02-13T20:29:17.850019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2026-02-13T20:29:17.850357] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2026-02-13T20:29:17.851167] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2026-02-13T20:29:17.851220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:17.851252] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:17.851279] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:17.851336] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:17.908098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:17.908990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:17.909074] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:17.909108] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:18.033465] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:18.033644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:18.033688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:18.033719] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:18.037344] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2026-02-13T20:29:18.037724] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2026-02-13T20:29:18.037863] [INFO ] [sig       ] PLBY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:18.187386] [INFO ] [LOCAL     ] Saved forecast: PLBY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PLBY.txt
[2026-02-13T20:29:18.187545] [INFO ] [sig       ] [2421/3406] Completed PLBY in 0.3s | 2.84 sym/s | Total: 14.2m | ETA: 5.8m
[2026-02-13T20:29:18.187633] [INFO ] [sig       ] [2422/3406] Forecasting PLCE...
[2026-02-13T20:29:18.187681] [INFO ] [sig       ] Generating forecast for: PLCE
[2026-02-13T20:29:18.187720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2026-02-13T20:29:18.199880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2026-02-13T20:29:18.200256] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2026-02-13T20:29:18.201126] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2026-02-13T20:29:18.201180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:18.201213] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:18.201240] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:18.201298] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:18.261918] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:18.262823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:18.262908] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:18.262950] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:18.392624] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:18.392781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:18.392822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:18.392853] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:18.396790] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: DOWN (p=23.04%)
[2026-02-13T20:29:18.397163] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2026-02-13T20:29:18.397332] [INFO ] [sig       ] PLCE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:18.547018] [INFO ] [LOCAL     ] Saved forecast: PLCE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PLCE.txt
[2026-02-13T20:29:18.547172] [INFO ] [sig       ] [2422/3406] Completed PLCE in 0.4s | 2.84 sym/s | Total: 14.2m | ETA: 5.8m
[2026-02-13T20:29:18.547214] [INFO ] [sig       ] [2423/3406] Forecasting PLD...
[2026-02-13T20:29:18.547244] [INFO ] [sig       ] Generating forecast for: PLD
[2026-02-13T20:29:18.547274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2026-02-13T20:29:18.558499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2026-02-13T20:29:18.558881] [INFO ] [FORECASTER] Starting predict_future for PLD
[2026-02-13T20:29:18.559770] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2026-02-13T20:29:18.559826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:18.559887] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:18.559919] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:18.559978] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:18.619771] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:18.620665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:18.620752] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:18.620786] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:18.747599] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:18.747758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:18.747796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:18.747824] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:18.751289] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=40.29%)
[2026-02-13T20:29:18.751569] [INFO ] [FORECASTER] Completed predict_future for PLD
[2026-02-13T20:29:18.751788] [INFO ] [sig       ] PLD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:18.892416] [INFO ] [LOCAL     ] Saved forecast: PLD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PLD.txt
[2026-02-13T20:29:18.892564] [INFO ] [sig       ] [2423/3406] Completed PLD in 0.3s | 2.84 sym/s | Total: 14.2m | ETA: 5.8m
[2026-02-13T20:29:18.892635] [INFO ] [sig       ] [2424/3406] Forecasting PLPC...
[2026-02-13T20:29:18.892672] [INFO ] [sig       ] Generating forecast for: PLPC
[2026-02-13T20:29:18.892708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2026-02-13T20:29:18.904600] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PLPC'.
[2026-02-13T20:29:18.904954] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2026-02-13T20:29:18.905758] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2026-02-13T20:29:18.905810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:18.905841] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:18.905866] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:18.905920] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:18.963590] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:18.964463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:18.964554] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:18.964609] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:19.080473] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:19.080652] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-13T20:29:19.080693] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:19.080723] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:19.084141] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2026-02-13T20:29:19.084436] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2026-02-13T20:29:19.084569] [INFO ] [sig       ] PLPC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:19.226847] [INFO ] [LOCAL     ] Saved forecast: PLPC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PLPC.txt
[2026-02-13T20:29:19.227000] [INFO ] [sig       ] [2424/3406] Completed PLPC in 0.3s | 2.84 sym/s | Total: 14.2m | ETA: 5.8m
[2026-02-13T20:29:19.227039] [INFO ] [sig       ] [2425/3406] Forecasting PLRX...
[2026-02-13T20:29:19.227069] [INFO ] [sig       ] Generating forecast for: PLRX
[2026-02-13T20:29:19.227099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2026-02-13T20:29:19.238174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2026-02-13T20:29:19.238499] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2026-02-13T20:29:19.239306] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2026-02-13T20:29:19.239359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:19.239391] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:19.239417] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:19.239473] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:19.296489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:19.297187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:19.297269] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:19.297303] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:19.417138] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:19.417300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:19.417342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:19.417370] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:19.420941] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: DOWN (p=30.54%)
[2026-02-13T20:29:19.421250] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2026-02-13T20:29:19.421382] [INFO ] [sig       ] PLRX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:19.565067] [INFO ] [LOCAL     ] Saved forecast: PLRX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PLRX.txt
[2026-02-13T20:29:19.565216] [INFO ] [sig       ] [2425/3406] Completed PLRX in 0.3s | 2.84 sym/s | Total: 14.2m | ETA: 5.8m
[2026-02-13T20:29:19.565257] [INFO ] [sig       ] [2426/3406] Forecasting PLSE...
[2026-02-13T20:29:19.565286] [INFO ] [sig       ] Generating forecast for: PLSE
[2026-02-13T20:29:19.565317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2026-02-13T20:29:19.577995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2026-02-13T20:29:19.578337] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2026-02-13T20:29:19.579198] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2026-02-13T20:29:19.579251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:19.579282] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:19.579308] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:19.579363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:19.636885] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:19.637567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:19.637688] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:19.637721] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:19.760254] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:19.760411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:19.760453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:19.760517] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:19.763980] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: DOWN (p=40.45%)
[2026-02-13T20:29:19.764263] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2026-02-13T20:29:19.764394] [INFO ] [sig       ] PLSE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:19.909758] [INFO ] [LOCAL     ] Saved forecast: PLSE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PLSE.txt
[2026-02-13T20:29:19.909972] [INFO ] [sig       ] [2426/3406] Completed PLSE in 0.3s | 2.84 sym/s | Total: 14.3m | ETA: 5.8m
[2026-02-13T20:29:19.910035] [INFO ] [sig       ] [2427/3406] Forecasting PLTK...
[2026-02-13T20:29:19.910083] [INFO ] [sig       ] Generating forecast for: PLTK
[2026-02-13T20:29:19.910129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2026-02-13T20:29:19.922608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLTK'.
[2026-02-13T20:29:19.922992] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2026-02-13T20:29:19.923836] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2026-02-13T20:29:19.923889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:19.923921] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:19.923949] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:19.924005] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:19.983501] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:19.984379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:19.984469] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:19.984504] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:20.107711] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:20.107901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:20.107952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:20.107988] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:20.111624] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2026-02-13T20:29:20.111920] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2026-02-13T20:29:20.112055] [INFO ] [sig       ] PLTK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:20.253620] [INFO ] [LOCAL     ] Saved forecast: PLTK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PLTK.txt
[2026-02-13T20:29:20.253828] [INFO ] [sig       ] [2427/3406] Completed PLTK in 0.3s | 2.84 sym/s | Total: 14.3m | ETA: 5.8m
[2026-02-13T20:29:20.253881] [INFO ] [sig       ] [2428/3406] Forecasting PLUG...
[2026-02-13T20:29:20.253926] [INFO ] [sig       ] Generating forecast for: PLUG
[2026-02-13T20:29:20.253960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2026-02-13T20:29:20.265668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2026-02-13T20:29:20.266068] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2026-02-13T20:29:20.266929] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2026-02-13T20:29:20.266983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:20.267015] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:20.267041] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:20.267099] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:20.326309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:20.327308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:20.327396] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:20.327429] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:20.453889] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:20.454051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:20.454092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:20.454122] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:20.457795] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2026-02-13T20:29:20.458093] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2026-02-13T20:29:20.458223] [INFO ] [sig       ] PLUG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:20.610646] [INFO ] [LOCAL     ] Saved forecast: PLUG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PLUG.txt
[2026-02-13T20:29:20.610804] [INFO ] [sig       ] [2428/3406] Completed PLUG in 0.4s | 2.84 sym/s | Total: 14.3m | ETA: 5.7m
[2026-02-13T20:29:20.610848] [INFO ] [sig       ] [2429/3406] Forecasting PLUS...
[2026-02-13T20:29:20.610879] [INFO ] [sig       ] Generating forecast for: PLUS
[2026-02-13T20:29:20.610912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2026-02-13T20:29:20.622456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2026-02-13T20:29:20.622847] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2026-02-13T20:29:20.623705] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2026-02-13T20:29:20.623759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:20.623793] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:20.623820] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:20.623877] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:20.685440] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:20.686256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:20.686344] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:20.686380] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:20.820118] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:20.820277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:20.820317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:20.820346] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:20.824293] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: UP (p=99.38%)
[2026-02-13T20:29:20.824608] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2026-02-13T20:29:20.824747] [INFO ] [sig       ] PLUS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:20.978726] [INFO ] [LOCAL     ] Saved forecast: PLUS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PLUS.txt
[2026-02-13T20:29:20.978934] [INFO ] [sig       ] [2429/3406] Completed PLUS in 0.4s | 2.84 sym/s | Total: 14.3m | ETA: 5.7m
[2026-02-13T20:29:20.978998] [INFO ] [sig       ] [2430/3406] Forecasting PLXS...
[2026-02-13T20:29:20.979040] [INFO ] [sig       ] Generating forecast for: PLXS
[2026-02-13T20:29:20.979071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2026-02-13T20:29:20.991447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLXS'.
[2026-02-13T20:29:20.991863] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2026-02-13T20:29:20.993098] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2026-02-13T20:29:20.993153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:20.993186] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:20.993215] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:20.993273] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:21.053506] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:21.054484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:21.054599] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:21.054638] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:21.180281] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:21.180457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:21.180498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:21.180527] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:21.184050] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: DOWN (p=2.71%)
[2026-02-13T20:29:21.184336] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2026-02-13T20:29:21.184466] [INFO ] [sig       ] PLXS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:21.325621] [INFO ] [LOCAL     ] Saved forecast: PLXS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PLXS.txt
[2026-02-13T20:29:21.325809] [INFO ] [sig       ] [2430/3406] Completed PLXS in 0.3s | 2.84 sym/s | Total: 14.3m | ETA: 5.7m
[2026-02-13T20:29:21.325858] [INFO ] [sig       ] [2431/3406] Forecasting PM...
[2026-02-13T20:29:21.325888] [INFO ] [sig       ] Generating forecast for: PM
[2026-02-13T20:29:21.325919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2026-02-13T20:29:21.338529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2026-02-13T20:29:21.338973] [INFO ] [FORECASTER] Starting predict_future for PM
[2026-02-13T20:29:21.339830] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2026-02-13T20:29:21.339901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:21.339936] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:21.339965] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:21.340032] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:21.399589] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:21.400518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:21.400629] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:21.400668] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:21.540165] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:21.540306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:21.540346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:21.540376] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:21.544188] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=22.56%)
[2026-02-13T20:29:21.544476] [INFO ] [FORECASTER] Completed predict_future for PM
[2026-02-13T20:29:21.544622] [INFO ] [sig       ] PM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:21.687550] [INFO ] [LOCAL     ] Saved forecast: PM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PM.txt
[2026-02-13T20:29:21.687752] [INFO ] [sig       ] [2431/3406] Completed PM in 0.4s | 2.84 sym/s | Total: 14.3m | ETA: 5.7m
[2026-02-13T20:29:21.687793] [INFO ] [sig       ] [2432/3406] Forecasting PMAX...
[2026-02-13T20:29:21.687824] [INFO ] [sig       ] Generating forecast for: PMAX
[2026-02-13T20:29:21.688044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2026-02-13T20:29:21.699090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2026-02-13T20:29:21.699431] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2026-02-13T20:29:21.700236] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2026-02-13T20:29:21.700288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:21.700319] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:21.700345] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:21.700400] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:21.760186] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:21.760860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:21.761091] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:21.761124] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:21.878648] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:21.878814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:21.878854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:21.878891] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:21.882552] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=4.27%)
[2026-02-13T20:29:21.882893] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2026-02-13T20:29:21.883061] [INFO ] [sig       ] PMAX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:22.029829] [INFO ] [LOCAL     ] Saved forecast: PMAX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PMAX.txt
[2026-02-13T20:29:22.029967] [INFO ] [sig       ] [2432/3406] Completed PMAX in 0.3s | 2.84 sym/s | Total: 14.3m | ETA: 5.7m
[2026-02-13T20:29:22.030006] [INFO ] [sig       ] [2433/3406] Forecasting PML...
[2026-02-13T20:29:22.030036] [INFO ] [sig       ] Generating forecast for: PML
[2026-02-13T20:29:22.030066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2026-02-13T20:29:22.041129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PML'.
[2026-02-13T20:29:22.041480] [INFO ] [FORECASTER] Starting predict_future for PML
[2026-02-13T20:29:22.042353] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2026-02-13T20:29:22.042410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:22.042443] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:22.042470] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:22.042528] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:22.103720] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:22.104399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:22.104512] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:22.104547] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:22.223174] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:22.223326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:22.223366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:22.223396] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:22.226978] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2026-02-13T20:29:22.227266] [INFO ] [FORECASTER] Completed predict_future for PML
[2026-02-13T20:29:22.227395] [INFO ] [sig       ] PML: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:22.367234] [INFO ] [LOCAL     ] Saved forecast: PML	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PML.txt
[2026-02-13T20:29:22.367366] [INFO ] [sig       ] [2433/3406] Completed PML in 0.3s | 2.84 sym/s | Total: 14.3m | ETA: 5.7m
[2026-02-13T20:29:22.367406] [INFO ] [sig       ] [2434/3406] Forecasting PMM...
[2026-02-13T20:29:22.367436] [INFO ] [sig       ] Generating forecast for: PMM
[2026-02-13T20:29:22.367466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2026-02-13T20:29:22.378595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2026-02-13T20:29:22.378970] [INFO ] [FORECASTER] Starting predict_future for PMM
[2026-02-13T20:29:22.379800] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2026-02-13T20:29:22.379853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:22.379887] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:22.379915] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:22.379973] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:22.438014] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:22.438682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:22.438777] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:22.438817] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:22.559708] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:22.559856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:22.559894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:22.559922] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:22.563319] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2026-02-13T20:29:22.563610] [INFO ] [FORECASTER] Completed predict_future for PMM
[2026-02-13T20:29:22.563738] [INFO ] [sig       ] PMM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:22.705559] [INFO ] [LOCAL     ] Saved forecast: PMM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PMM.txt
[2026-02-13T20:29:22.705715] [INFO ] [sig       ] [2434/3406] Completed PMM in 0.3s | 2.84 sym/s | Total: 14.3m | ETA: 5.7m
[2026-02-13T20:29:22.705770] [INFO ] [sig       ] [2435/3406] Forecasting PMO...
[2026-02-13T20:29:22.705801] [INFO ] [sig       ] Generating forecast for: PMO
[2026-02-13T20:29:22.705830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2026-02-13T20:29:22.716904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2026-02-13T20:29:22.717248] [INFO ] [FORECASTER] Starting predict_future for PMO
[2026-02-13T20:29:22.719002] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2026-02-13T20:29:22.719138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:22.719173] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:22.719201] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:22.719264] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:22.776302] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:22.777154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:22.777252] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:22.777286] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:22.894277] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:22.894440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:22.894479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:22.894507] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:22.898039] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=2.72%)
[2026-02-13T20:29:22.898319] [INFO ] [FORECASTER] Completed predict_future for PMO
[2026-02-13T20:29:22.898446] [INFO ] [sig       ] PMO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:23.042867] [INFO ] [LOCAL     ] Saved forecast: PMO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PMO.txt
[2026-02-13T20:29:23.043013] [INFO ] [sig       ] [2435/3406] Completed PMO in 0.3s | 2.84 sym/s | Total: 14.3m | ETA: 5.7m
[2026-02-13T20:29:23.043055] [INFO ] [sig       ] [2436/3406] Forecasting PMTS...
[2026-02-13T20:29:23.043089] [INFO ] [sig       ] Generating forecast for: PMTS
[2026-02-13T20:29:23.043136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2026-02-13T20:29:23.055110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2026-02-13T20:29:23.055474] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2026-02-13T20:29:23.056375] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2026-02-13T20:29:23.056429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:23.056463] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:23.056490] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:23.056547] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:23.117287] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:23.118075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:23.118160] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:23.118193] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:23.248428] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:23.248608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:23.248651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:23.248683] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:23.252322] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=35.38%)
[2026-02-13T20:29:23.252624] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2026-02-13T20:29:23.252772] [INFO ] [sig       ] PMTS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:23.402315] [INFO ] [LOCAL     ] Saved forecast: PMTS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PMTS.txt
[2026-02-13T20:29:23.402479] [INFO ] [sig       ] [2436/3406] Completed PMTS in 0.4s | 2.84 sym/s | Total: 14.3m | ETA: 5.7m
[2026-02-13T20:29:23.402521] [INFO ] [sig       ] [2437/3406] Forecasting PMVP...
[2026-02-13T20:29:23.402552] [INFO ] [sig       ] Generating forecast for: PMVP
[2026-02-13T20:29:23.402605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2026-02-13T20:29:23.414103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2026-02-13T20:29:23.414443] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2026-02-13T20:29:23.415297] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2026-02-13T20:29:23.415350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:23.415383] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:23.415410] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:23.415467] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:23.479334] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:23.480390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:23.480485] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:23.480521] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:23.607165] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:23.607328] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:23.607370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:23.607400] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:23.611459] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: DOWN (p=1.39%)
[2026-02-13T20:29:23.611772] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2026-02-13T20:29:23.611908] [INFO ] [sig       ] PMVP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:23.754283] [INFO ] [LOCAL     ] Saved forecast: PMVP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PMVP.txt
[2026-02-13T20:29:23.754440] [INFO ] [sig       ] [2437/3406] Completed PMVP in 0.4s | 2.84 sym/s | Total: 14.3m | ETA: 5.7m
[2026-02-13T20:29:23.754480] [INFO ] [sig       ] [2438/3406] Forecasting PNC...
[2026-02-13T20:29:23.754511] [INFO ] [sig       ] Generating forecast for: PNC
[2026-02-13T20:29:23.754541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2026-02-13T20:29:23.766064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2026-02-13T20:29:23.766421] [INFO ] [FORECASTER] Starting predict_future for PNC
[2026-02-13T20:29:23.767218] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2026-02-13T20:29:23.767270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:23.767301] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:23.767328] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:23.767383] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:23.825049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:23.825845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:23.825932] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:23.825965] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:23.959492] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:23.959673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:23.959732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:23.959764] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:23.963720] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: UP (p=54.00%)
[2026-02-13T20:29:23.964233] [INFO ] [FORECASTER] Completed predict_future for PNC
[2026-02-13T20:29:23.964375] [INFO ] [sig       ] PNC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:24.118179] [INFO ] [LOCAL     ] Saved forecast: PNC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PNC.txt
[2026-02-13T20:29:24.118379] [INFO ] [sig       ] [2438/3406] Completed PNC in 0.4s | 2.84 sym/s | Total: 14.3m | ETA: 5.7m
[2026-02-13T20:29:24.118434] [INFO ] [sig       ] [2439/3406] Forecasting PNI...
[2026-02-13T20:29:24.118466] [INFO ] [sig       ] Generating forecast for: PNI
[2026-02-13T20:29:24.118497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2026-02-13T20:29:24.130417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNI'.
[2026-02-13T20:29:24.130813] [INFO ] [FORECASTER] Starting predict_future for PNI
[2026-02-13T20:29:24.131647] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2026-02-13T20:29:24.131702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:24.131736] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:24.131767] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:24.131828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:24.194024] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:24.194966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:24.195053] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:24.195087] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:24.315299] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:24.315478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:24.315520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:24.315558] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:24.319226] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: UP (p=50.50%)
[2026-02-13T20:29:24.319523] [INFO ] [FORECASTER] Completed predict_future for PNI
[2026-02-13T20:29:24.319672] [INFO ] [sig       ] PNI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:24.468451] [INFO ] [LOCAL     ] Saved forecast: PNI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PNI.txt
[2026-02-13T20:29:24.468615] [INFO ] [sig       ] [2439/3406] Completed PNI in 0.4s | 2.84 sym/s | Total: 14.3m | ETA: 5.7m
[2026-02-13T20:29:24.468668] [INFO ] [sig       ] [2440/3406] Forecasting PNQI...
[2026-02-13T20:29:24.468708] [INFO ] [sig       ] Generating forecast for: PNQI
[2026-02-13T20:29:24.468751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2026-02-13T20:29:24.481107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2026-02-13T20:29:24.481552] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2026-02-13T20:29:24.482499] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2026-02-13T20:29:24.482555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:24.482659] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:24.482690] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:24.482750] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:24.542410] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:24.543425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:24.543541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:24.543595] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:24.673151] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:24.673317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:24.673358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:24.673388] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:24.677160] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: UP (p=91.90%)
[2026-02-13T20:29:24.677526] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2026-02-13T20:29:24.677771] [INFO ] [sig       ] PNQI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:24.824508] [INFO ] [LOCAL     ] Saved forecast: PNQI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PNQI.txt
[2026-02-13T20:29:24.824703] [INFO ] [sig       ] [2440/3406] Completed PNQI in 0.4s | 2.84 sym/s | Total: 14.3m | ETA: 5.7m
[2026-02-13T20:29:24.824768] [INFO ] [sig       ] [2441/3406] Forecasting PNRG...
[2026-02-13T20:29:24.824808] [INFO ] [sig       ] Generating forecast for: PNRG
[2026-02-13T20:29:24.824845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2026-02-13T20:29:24.836663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2026-02-13T20:29:24.837045] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2026-02-13T20:29:24.837935] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2026-02-13T20:29:24.837990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:24.838024] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:24.838056] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:24.838131] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:24.897013] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:24.898073] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:24.898174] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:24.898219] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:25.025210] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:25.025367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:25.025407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:25.025436] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:25.029197] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: UP (p=67.07%)
[2026-02-13T20:29:25.029483] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2026-02-13T20:29:25.029634] [INFO ] [sig       ] PNRG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:25.174613] [INFO ] [LOCAL     ] Saved forecast: PNRG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PNRG.txt
[2026-02-13T20:29:25.174776] [INFO ] [sig       ] [2441/3406] Completed PNRG in 0.3s | 2.84 sym/s | Total: 14.3m | ETA: 5.7m
[2026-02-13T20:29:25.174828] [INFO ] [sig       ] [2442/3406] Forecasting PNTG...
[2026-02-13T20:29:25.174865] [INFO ] [sig       ] Generating forecast for: PNTG
[2026-02-13T20:29:25.174902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2026-02-13T20:29:25.187548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNTG'.
[2026-02-13T20:29:25.187988] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2026-02-13T20:29:25.188887] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2026-02-13T20:29:25.188946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:25.189007] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:25.189041] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:25.189100] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:25.248644] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:25.249477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:25.249564] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:25.249619] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:25.370975] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:25.371135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:25.371175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:25.371204] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:25.374666] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=25.42%)
[2026-02-13T20:29:25.374950] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2026-02-13T20:29:25.375081] [INFO ] [sig       ] PNTG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:25.519540] [INFO ] [LOCAL     ] Saved forecast: PNTG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PNTG.txt
[2026-02-13T20:29:25.519707] [INFO ] [sig       ] [2442/3406] Completed PNTG in 0.3s | 2.84 sym/s | Total: 14.3m | ETA: 5.7m
[2026-02-13T20:29:25.519747] [INFO ] [sig       ] [2443/3406] Forecasting PODD...
[2026-02-13T20:29:25.519777] [INFO ] [sig       ] Generating forecast for: PODD
[2026-02-13T20:29:25.519812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2026-02-13T20:29:25.530980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PODD'.
[2026-02-13T20:29:25.531308] [INFO ] [FORECASTER] Starting predict_future for PODD
[2026-02-13T20:29:25.532122] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2026-02-13T20:29:25.532175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:25.532207] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:25.532233] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:25.532289] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:25.591455] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:25.592249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:25.592331] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:25.592363] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:25.712833] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:25.712991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:25.713031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:25.713281] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:25.717066] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2026-02-13T20:29:25.717359] [INFO ] [FORECASTER] Completed predict_future for PODD
[2026-02-13T20:29:25.717489] [INFO ] [sig       ] PODD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:25.864262] [INFO ] [LOCAL     ] Saved forecast: PODD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PODD.txt
[2026-02-13T20:29:25.864427] [INFO ] [sig       ] [2443/3406] Completed PODD in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.7m
[2026-02-13T20:29:25.864475] [INFO ] [sig       ] [2444/3406] Forecasting POOL...
[2026-02-13T20:29:25.864507] [INFO ] [sig       ] Generating forecast for: POOL
[2026-02-13T20:29:25.864537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2026-02-13T20:29:25.875992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2026-02-13T20:29:25.876374] [INFO ] [FORECASTER] Starting predict_future for POOL
[2026-02-13T20:29:25.877207] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2026-02-13T20:29:25.877261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:25.877293] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:25.877320] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:25.877376] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:25.935372] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:25.936250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:25.936346] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:25.936381] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:26.056127] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:26.056274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:26.056313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:26.056341] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:26.059882] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: UP (p=91.40%)
[2026-02-13T20:29:26.060172] [INFO ] [FORECASTER] Completed predict_future for POOL
[2026-02-13T20:29:26.060297] [INFO ] [sig       ] POOL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:26.204215] [INFO ] [LOCAL     ] Saved forecast: POOL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/POOL.txt
[2026-02-13T20:29:26.204366] [INFO ] [sig       ] [2444/3406] Completed POOL in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.7m
[2026-02-13T20:29:26.204407] [INFO ] [sig       ] [2445/3406] Forecasting POWI...
[2026-02-13T20:29:26.204436] [INFO ] [sig       ] Generating forecast for: POWI
[2026-02-13T20:29:26.204466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2026-02-13T20:29:26.215544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2026-02-13T20:29:26.215934] [INFO ] [FORECASTER] Starting predict_future for POWI
[2026-02-13T20:29:26.216742] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2026-02-13T20:29:26.216795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:26.216833] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:26.216860] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:26.216918] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:26.273308] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:26.274086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:26.274169] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:26.274201] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:26.392382] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:26.392539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:26.392595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:26.392628] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:26.396016] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: DOWN (p=41.57%)
[2026-02-13T20:29:26.396301] [INFO ] [FORECASTER] Completed predict_future for POWI
[2026-02-13T20:29:26.396428] [INFO ] [sig       ] POWI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:26.542620] [INFO ] [LOCAL     ] Saved forecast: POWI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/POWI.txt
[2026-02-13T20:29:26.542825] [INFO ] [sig       ] [2445/3406] Completed POWI in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.6m
[2026-02-13T20:29:26.542890] [INFO ] [sig       ] [2446/3406] Forecasting POWL...
[2026-02-13T20:29:26.542950] [INFO ] [sig       ] Generating forecast for: POWL
[2026-02-13T20:29:26.543001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2026-02-13T20:29:26.558637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2026-02-13T20:29:26.559162] [INFO ] [FORECASTER] Starting predict_future for POWL
[2026-02-13T20:29:26.560302] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2026-02-13T20:29:26.560369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:26.560411] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:26.560450] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:26.560534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:26.619649] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:26.620528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:26.620635] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:26.620670] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:26.742381] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:26.742543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:26.742602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:26.742634] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:26.746058] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: UP (p=98.13%)
[2026-02-13T20:29:26.746338] [INFO ] [FORECASTER] Completed predict_future for POWL
[2026-02-13T20:29:26.746464] [INFO ] [sig       ] POWL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:26.886670] [INFO ] [LOCAL     ] Saved forecast: POWL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/POWL.txt
[2026-02-13T20:29:26.886830] [INFO ] [sig       ] [2446/3406] Completed POWL in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.6m
[2026-02-13T20:29:26.886869] [INFO ] [sig       ] [2447/3406] Forecasting PPC...
[2026-02-13T20:29:26.886899] [INFO ] [sig       ] Generating forecast for: PPC
[2026-02-13T20:29:26.886931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2026-02-13T20:29:26.897967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2026-02-13T20:29:26.898300] [INFO ] [FORECASTER] Starting predict_future for PPC
[2026-02-13T20:29:26.899140] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2026-02-13T20:29:26.899192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:26.899224] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:26.899250] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:26.899306] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:26.956840] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:26.957729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:26.957814] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:26.957846] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:27.080563] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:27.080729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:27.080768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:27.080797] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:27.084245] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: UP (p=70.58%)
[2026-02-13T20:29:27.084524] [INFO ] [FORECASTER] Completed predict_future for PPC
[2026-02-13T20:29:27.084683] [INFO ] [sig       ] PPC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:27.223822] [INFO ] [LOCAL     ] Saved forecast: PPC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PPC.txt
[2026-02-13T20:29:27.223971] [INFO ] [sig       ] [2447/3406] Completed PPC in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.6m
[2026-02-13T20:29:27.224013] [INFO ] [sig       ] [2448/3406] Forecasting PPG...
[2026-02-13T20:29:27.224043] [INFO ] [sig       ] Generating forecast for: PPG
[2026-02-13T20:29:27.224073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2026-02-13T20:29:27.235103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPG'.
[2026-02-13T20:29:27.235417] [INFO ] [FORECASTER] Starting predict_future for PPG
[2026-02-13T20:29:27.236206] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2026-02-13T20:29:27.236257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:27.236289] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:27.236315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:27.236371] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:27.294622] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:27.295374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:27.295456] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:27.295489] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:27.425134] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:27.425301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:27.425352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:27.425382] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:27.429063] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=14.09%)
[2026-02-13T20:29:27.429348] [INFO ] [FORECASTER] Completed predict_future for PPG
[2026-02-13T20:29:27.429479] [INFO ] [sig       ] PPG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:27.570666] [INFO ] [LOCAL     ] Saved forecast: PPG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PPG.txt
[2026-02-13T20:29:27.570799] [INFO ] [sig       ] [2448/3406] Completed PPG in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.6m
[2026-02-13T20:29:27.570844] [INFO ] [sig       ] [2449/3406] Forecasting PPH...
[2026-02-13T20:29:27.570875] [INFO ] [sig       ] Generating forecast for: PPH
[2026-02-13T20:29:27.570905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2026-02-13T20:29:27.582119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2026-02-13T20:29:27.582441] [INFO ] [FORECASTER] Starting predict_future for PPH
[2026-02-13T20:29:27.583277] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2026-02-13T20:29:27.583329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:27.583360] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:27.583386] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:27.583442] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:27.640964] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:27.641720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:27.641811] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:27.641844] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:27.759326] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:27.759488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:27.759527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:27.759596] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:27.762983] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: DOWN (p=32.08%)
[2026-02-13T20:29:27.763262] [INFO ] [FORECASTER] Completed predict_future for PPH
[2026-02-13T20:29:27.763388] [INFO ] [sig       ] PPH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:27.902671] [INFO ] [LOCAL     ] Saved forecast: PPH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PPH.txt
[2026-02-13T20:29:27.902820] [INFO ] [sig       ] [2449/3406] Completed PPH in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.6m
[2026-02-13T20:29:27.902860] [INFO ] [sig       ] [2450/3406] Forecasting PPIH...
[2026-02-13T20:29:27.902890] [INFO ] [sig       ] Generating forecast for: PPIH
[2026-02-13T20:29:27.902919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2026-02-13T20:29:27.914198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2026-02-13T20:29:27.914530] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2026-02-13T20:29:27.915318] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2026-02-13T20:29:27.915371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:27.915403] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:27.915431] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:27.915488] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:27.972764] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:27.973380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:27.973485] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:27.973519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:28.093337] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:28.093493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:28.093532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:28.093560] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:28.096957] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: UP (p=95.27%)
[2026-02-13T20:29:28.097229] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2026-02-13T20:29:28.097355] [INFO ] [sig       ] PPIH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:28.237338] [INFO ] [LOCAL     ] Saved forecast: PPIH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PPIH.txt
[2026-02-13T20:29:28.237466] [INFO ] [sig       ] [2450/3406] Completed PPIH in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.6m
[2026-02-13T20:29:28.237504] [INFO ] [sig       ] [2451/3406] Forecasting PPL...
[2026-02-13T20:29:28.237533] [INFO ] [sig       ] Generating forecast for: PPL
[2026-02-13T20:29:28.237563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2026-02-13T20:29:28.248463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2026-02-13T20:29:28.248817] [INFO ] [FORECASTER] Starting predict_future for PPL
[2026-02-13T20:29:28.249638] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2026-02-13T20:29:28.249690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:28.249722] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:28.249749] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:28.249815] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:28.307704] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:28.308474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:28.308555] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:28.308623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:28.430194] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:28.430348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:28.430387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:28.430415] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:28.434194] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=70.55%)
[2026-02-13T20:29:28.434470] [INFO ] [FORECASTER] Completed predict_future for PPL
[2026-02-13T20:29:28.434622] [INFO ] [sig       ] PPL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:28.576970] [INFO ] [LOCAL     ] Saved forecast: PPL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PPL.txt
[2026-02-13T20:29:28.577105] [INFO ] [sig       ] [2451/3406] Completed PPL in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.6m
[2026-02-13T20:29:28.577145] [INFO ] [sig       ] [2452/3406] Forecasting PPSI...
[2026-02-13T20:29:28.577173] [INFO ] [sig       ] Generating forecast for: PPSI
[2026-02-13T20:29:28.577201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2026-02-13T20:29:28.588207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2026-02-13T20:29:28.588543] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2026-02-13T20:29:28.589337] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2026-02-13T20:29:28.589388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:28.589419] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:28.589445] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:28.589501] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:28.646039] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:28.646765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:28.646846] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:28.646877] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:28.764419] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:28.764595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:28.764636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:28.764665] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:28.768100] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=12.67%)
[2026-02-13T20:29:28.768379] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2026-02-13T20:29:28.768515] [INFO ] [sig       ] PPSI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:28.908505] [INFO ] [LOCAL     ] Saved forecast: PPSI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PPSI.txt
[2026-02-13T20:29:28.908664] [INFO ] [sig       ] [2452/3406] Completed PPSI in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.6m
[2026-02-13T20:29:28.908706] [INFO ] [sig       ] [2453/3406] Forecasting PPTA...
[2026-02-13T20:29:28.908735] [INFO ] [sig       ] Generating forecast for: PPTA
[2026-02-13T20:29:28.908765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2026-02-13T20:29:28.919986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2026-02-13T20:29:28.920302] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2026-02-13T20:29:28.921108] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2026-02-13T20:29:28.921160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:28.921193] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:28.921220] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:28.921297] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:28.981170] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:28.981940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:28.982020] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:28.982053] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:29.103399] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:29.103559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:29.103619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:29.103649] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:29.107074] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: UP (p=73.72%)
[2026-02-13T20:29:29.107357] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2026-02-13T20:29:29.107486] [INFO ] [sig       ] PPTA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:29.247479] [INFO ] [LOCAL     ] Saved forecast: PPTA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PPTA.txt
[2026-02-13T20:29:29.247679] [INFO ] [sig       ] [2453/3406] Completed PPTA in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.6m
[2026-02-13T20:29:29.247724] [INFO ] [sig       ] [2454/3406] Forecasting PRA...
[2026-02-13T20:29:29.247753] [INFO ] [sig       ] Generating forecast for: PRA
[2026-02-13T20:29:29.247783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2026-02-13T20:29:29.258799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2026-02-13T20:29:29.259163] [INFO ] [FORECASTER] Starting predict_future for PRA
[2026-02-13T20:29:29.259970] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2026-02-13T20:29:29.260022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:29.260054] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:29.260081] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:29.260137] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:29.317783] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:29.318591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:29.318679] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:29.318712] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:29.436784] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:29.436942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:29.436983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:29.437010] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:29.440858] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2026-02-13T20:29:29.441138] [INFO ] [FORECASTER] Completed predict_future for PRA
[2026-02-13T20:29:29.441265] [INFO ] [sig       ] PRA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:29.584090] [INFO ] [LOCAL     ] Saved forecast: PRA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PRA.txt
[2026-02-13T20:29:29.584223] [INFO ] [sig       ] [2454/3406] Completed PRA in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.6m
[2026-02-13T20:29:29.584261] [INFO ] [sig       ] [2455/3406] Forecasting PRAA...
[2026-02-13T20:29:29.584291] [INFO ] [sig       ] Generating forecast for: PRAA
[2026-02-13T20:29:29.584320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2026-02-13T20:29:29.597021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2026-02-13T20:29:29.597547] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2026-02-13T20:29:29.598609] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2026-02-13T20:29:29.598685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:29.598719] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:29.598746] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:29.598803] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:29.659546] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:29.660541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:29.660642] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:29.660678] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:29.785092] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:29.785245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:29.785288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:29.785334] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:29.789197] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: UP (p=95.42%)
[2026-02-13T20:29:29.789488] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2026-02-13T20:29:29.789637] [INFO ] [sig       ] PRAA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:29.936469] [INFO ] [LOCAL     ] Saved forecast: PRAA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PRAA.txt
[2026-02-13T20:29:29.936689] [INFO ] [sig       ] [2455/3406] Completed PRAA in 0.4s | 2.84 sym/s | Total: 14.4m | ETA: 5.6m
[2026-02-13T20:29:29.936753] [INFO ] [sig       ] [2456/3406] Forecasting PRAX...
[2026-02-13T20:29:29.936803] [INFO ] [sig       ] Generating forecast for: PRAX
[2026-02-13T20:29:29.936851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2026-02-13T20:29:29.948232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2026-02-13T20:29:29.948563] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2026-02-13T20:29:29.949546] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2026-02-13T20:29:29.949621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:29.949657] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:29.949686] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:29.949743] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:30.008865] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:30.009837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:30.009919] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:30.009952] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:30.138043] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:30.138200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:30.138238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:30.138268] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:30.141810] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=93.61%)
[2026-02-13T20:29:30.142093] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2026-02-13T20:29:30.142222] [INFO ] [sig       ] PRAX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:30.282374] [INFO ] [LOCAL     ] Saved forecast: PRAX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PRAX.txt
[2026-02-13T20:29:30.282503] [INFO ] [sig       ] [2456/3406] Completed PRAX in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.6m
[2026-02-13T20:29:30.282541] [INFO ] [sig       ] [2457/3406] Forecasting PRCH...
[2026-02-13T20:29:30.282588] [INFO ] [sig       ] Generating forecast for: PRCH
[2026-02-13T20:29:30.282621] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2026-02-13T20:29:30.293483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2026-02-13T20:29:30.293826] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2026-02-13T20:29:30.294618] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2026-02-13T20:29:30.294673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:30.294742] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:30.294770] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:30.294827] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:30.353127] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:30.353914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:30.354019] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:30.354060] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:30.480524] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:30.480694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:30.480733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:30.480761] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:30.484144] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=28.82%)
[2026-02-13T20:29:30.484421] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2026-02-13T20:29:30.484548] [INFO ] [sig       ] PRCH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:30.631718] [INFO ] [LOCAL     ] Saved forecast: PRCH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PRCH.txt
[2026-02-13T20:29:30.631874] [INFO ] [sig       ] [2457/3406] Completed PRCH in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.6m
[2026-02-13T20:29:30.631921] [INFO ] [sig       ] [2458/3406] Forecasting PRDO...
[2026-02-13T20:29:30.631951] [INFO ] [sig       ] Generating forecast for: PRDO
[2026-02-13T20:29:30.631981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2026-02-13T20:29:30.643361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRDO'.
[2026-02-13T20:29:30.643706] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2026-02-13T20:29:30.644496] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2026-02-13T20:29:30.644547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:30.644600] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:30.644630] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:30.644687] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:30.702119] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:30.702844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:30.702935] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:30.702974] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:30.824933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:30.825092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:30.825131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:30.825160] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:30.828646] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: UP (p=93.77%)
[2026-02-13T20:29:30.828939] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2026-02-13T20:29:30.829085] [INFO ] [sig       ] PRDO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:30.974444] [INFO ] [LOCAL     ] Saved forecast: PRDO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PRDO.txt
[2026-02-13T20:29:30.974649] [INFO ] [sig       ] [2458/3406] Completed PRDO in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.6m
[2026-02-13T20:29:30.974704] [INFO ] [sig       ] [2459/3406] Forecasting PRFZ...
[2026-02-13T20:29:30.974744] [INFO ] [sig       ] Generating forecast for: PRFZ
[2026-02-13T20:29:30.974786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2026-02-13T20:29:30.988421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2026-02-13T20:29:30.988813] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2026-02-13T20:29:30.989832] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2026-02-13T20:29:30.989894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:30.989936] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:30.989972] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:30.990051] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:31.052085] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:31.052819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:31.052899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:31.052931] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:31.177530] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:31.177724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:31.177763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:31.177790] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:31.181213] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2026-02-13T20:29:31.181495] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2026-02-13T20:29:31.181640] [INFO ] [sig       ] PRFZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:31.322238] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PRFZ.txt
[2026-02-13T20:29:31.322383] [INFO ] [sig       ] [2459/3406] Completed PRFZ in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.6m
[2026-02-13T20:29:31.322423] [INFO ] [sig       ] [2460/3406] Forecasting PRG...
[2026-02-13T20:29:31.322451] [INFO ] [sig       ] Generating forecast for: PRG
[2026-02-13T20:29:31.322482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2026-02-13T20:29:31.333125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2026-02-13T20:29:31.333465] [INFO ] [FORECASTER] Starting predict_future for PRG
[2026-02-13T20:29:31.334288] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2026-02-13T20:29:31.334342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:31.334374] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:31.334400] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:31.334458] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:31.392280] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:31.393035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:31.393118] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:31.393152] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:31.513624] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:31.513836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:31.513880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:31.513963] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:31.517840] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: DOWN (p=8.36%)
[2026-02-13T20:29:31.518131] [INFO ] [FORECASTER] Completed predict_future for PRG
[2026-02-13T20:29:31.518269] [INFO ] [sig       ] PRG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:31.663665] [INFO ] [LOCAL     ] Saved forecast: PRG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PRG.txt
[2026-02-13T20:29:31.663824] [INFO ] [sig       ] [2460/3406] Completed PRG in 0.3s | 2.84 sym/s | Total: 14.4m | ETA: 5.6m
[2026-02-13T20:29:31.663865] [INFO ] [sig       ] [2461/3406] Forecasting PRGO...
[2026-02-13T20:29:31.663896] [INFO ] [sig       ] Generating forecast for: PRGO
[2026-02-13T20:29:31.663926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2026-02-13T20:29:31.674936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2026-02-13T20:29:31.675257] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2026-02-13T20:29:31.676048] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2026-02-13T20:29:31.676100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:31.676131] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:31.676158] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:31.676215] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:31.735698] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:31.736554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:31.736662] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:31.736698] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:31.857295] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:31.857446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:31.857487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:31.857516] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:31.861049] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=6.65%)
[2026-02-13T20:29:31.861330] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2026-02-13T20:29:31.861461] [INFO ] [sig       ] PRGO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:32.000710] [INFO ] [LOCAL     ] Saved forecast: PRGO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PRGO.txt
[2026-02-13T20:29:32.000845] [INFO ] [sig       ] [2461/3406] Completed PRGO in 0.3s | 2.84 sym/s | Total: 14.5m | ETA: 5.6m
[2026-02-13T20:29:32.000885] [INFO ] [sig       ] [2462/3406] Forecasting PRH...
[2026-02-13T20:29:32.000914] [INFO ] [sig       ] Generating forecast for: PRH
[2026-02-13T20:29:32.000945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2026-02-13T20:29:32.012433] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2026-02-13T20:29:32.012824] [INFO ] [FORECASTER] Starting predict_future for PRH
[2026-02-13T20:29:32.013628] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2026-02-13T20:29:32.013680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:32.013712] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:32.013739] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:32.013796] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:32.072234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:32.073020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:32.073115] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:32.073150] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:32.196528] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:32.196744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:32.196796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:32.196829] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:32.200599] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: DOWN (p=18.91%)
[2026-02-13T20:29:32.200917] [INFO ] [FORECASTER] Completed predict_future for PRH
[2026-02-13T20:29:32.201085] [INFO ] [sig       ] PRH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:32.341209] [INFO ] [LOCAL     ] Saved forecast: PRH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PRH.txt
[2026-02-13T20:29:32.341354] [INFO ] [sig       ] [2462/3406] Completed PRH in 0.3s | 2.84 sym/s | Total: 14.5m | ETA: 5.5m
[2026-02-13T20:29:32.341393] [INFO ] [sig       ] [2463/3406] Forecasting PRI...
[2026-02-13T20:29:32.341423] [INFO ] [sig       ] Generating forecast for: PRI
[2026-02-13T20:29:32.341468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2026-02-13T20:29:32.353466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2026-02-13T20:29:32.353826] [INFO ] [FORECASTER] Starting predict_future for PRI
[2026-02-13T20:29:32.354649] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2026-02-13T20:29:32.354701] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:32.354733] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:32.354760] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:32.354822] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:32.412283] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:32.413075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:32.413173] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:32.413208] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:32.530993] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:32.531156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:32.531195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:32.531223] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:32.534898] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=55.89%)
[2026-02-13T20:29:32.535207] [INFO ] [FORECASTER] Completed predict_future for PRI
[2026-02-13T20:29:32.535331] [INFO ] [sig       ] PRI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:32.675008] [INFO ] [LOCAL     ] Saved forecast: PRI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PRI.txt
[2026-02-13T20:29:32.675141] [INFO ] [sig       ] [2463/3406] Completed PRI in 0.3s | 2.84 sym/s | Total: 14.5m | ETA: 5.5m
[2026-02-13T20:29:32.675180] [INFO ] [sig       ] [2464/3406] Forecasting PRIM...
[2026-02-13T20:29:32.675209] [INFO ] [sig       ] Generating forecast for: PRIM
[2026-02-13T20:29:32.675238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2026-02-13T20:29:32.686355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2026-02-13T20:29:32.686719] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2026-02-13T20:29:32.687635] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2026-02-13T20:29:32.687707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:32.687741] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:32.687768] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:32.687826] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:32.745483] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:32.746266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:32.746351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:32.746384] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:32.869902] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:32.870070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:32.870112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:32.870142] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:32.873631] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2026-02-13T20:29:32.873943] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2026-02-13T20:29:32.874079] [INFO ] [sig       ] PRIM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:33.014031] [INFO ] [LOCAL     ] Saved forecast: PRIM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PRIM.txt
[2026-02-13T20:29:33.014183] [INFO ] [sig       ] [2464/3406] Completed PRIM in 0.3s | 2.84 sym/s | Total: 14.5m | ETA: 5.5m
[2026-02-13T20:29:33.014223] [INFO ] [sig       ] [2465/3406] Forecasting PRLB...
[2026-02-13T20:29:33.014254] [INFO ] [sig       ] Generating forecast for: PRLB
[2026-02-13T20:29:33.014284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2026-02-13T20:29:33.025466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2026-02-13T20:29:33.025871] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2026-02-13T20:29:33.026694] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2026-02-13T20:29:33.026747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:33.026779] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:33.026805] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:33.026861] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:33.084474] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:33.085235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:33.085315] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:33.085347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:33.207913] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:33.208089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:33.208130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:33.208159] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:33.211657] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: UP (p=63.71%)
[2026-02-13T20:29:33.211946] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2026-02-13T20:29:33.212121] [INFO ] [sig       ] PRLB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:33.353154] [INFO ] [LOCAL     ] Saved forecast: PRLB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PRLB.txt
[2026-02-13T20:29:33.353297] [INFO ] [sig       ] [2465/3406] Completed PRLB in 0.3s | 2.84 sym/s | Total: 14.5m | ETA: 5.5m
[2026-02-13T20:29:33.353337] [INFO ] [sig       ] [2466/3406] Forecasting PRM...
[2026-02-13T20:29:33.353365] [INFO ] [sig       ] Generating forecast for: PRM
[2026-02-13T20:29:33.353395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2026-02-13T20:29:33.364967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRM'.
[2026-02-13T20:29:33.365366] [INFO ] [FORECASTER] Starting predict_future for PRM
[2026-02-13T20:29:33.366197] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2026-02-13T20:29:33.366260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:33.366322] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:33.366361] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:33.366441] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:33.427565] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:33.428512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:33.428615] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:33.428651] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:33.551119] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:33.551285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:33.551327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:33.551357] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:33.554956] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=14.58%)
[2026-02-13T20:29:33.555238] [INFO ] [FORECASTER] Completed predict_future for PRM
[2026-02-13T20:29:33.555365] [INFO ] [sig       ] PRM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:33.696003] [INFO ] [LOCAL     ] Saved forecast: PRM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PRM.txt
[2026-02-13T20:29:33.696160] [INFO ] [sig       ] [2466/3406] Completed PRM in 0.3s | 2.84 sym/s | Total: 14.5m | ETA: 5.5m
[2026-02-13T20:29:33.696200] [INFO ] [sig       ] [2467/3406] Forecasting PRME...
[2026-02-13T20:29:33.696229] [INFO ] [sig       ] Generating forecast for: PRME
[2026-02-13T20:29:33.696259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2026-02-13T20:29:33.712040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2026-02-13T20:29:33.712411] [INFO ] [FORECASTER] Starting predict_future for PRME
[2026-02-13T20:29:33.713230] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2026-02-13T20:29:33.713281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:33.713312] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:33.713338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:33.713394] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:33.772356] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:33.773244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:33.773367] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:33.773403] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:33.893687] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:33.893855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:33.893896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:33.893924] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:33.897789] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=87.80%)
[2026-02-13T20:29:33.898129] [INFO ] [FORECASTER] Completed predict_future for PRME
[2026-02-13T20:29:33.898469] [INFO ] [sig       ] PRME: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:34.058782] [INFO ] [LOCAL     ] Saved forecast: PRME	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PRME.txt
[2026-02-13T20:29:34.058965] [INFO ] [sig       ] [2467/3406] Completed PRME in 0.4s | 2.84 sym/s | Total: 14.5m | ETA: 5.5m
[2026-02-13T20:29:34.059018] [INFO ] [sig       ] [2468/3406] Forecasting PRN...
[2026-02-13T20:29:34.059056] [INFO ] [sig       ] Generating forecast for: PRN
[2026-02-13T20:29:34.059094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2026-02-13T20:29:34.070733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2026-02-13T20:29:34.071100] [INFO ] [FORECASTER] Starting predict_future for PRN
[2026-02-13T20:29:34.071912] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2026-02-13T20:29:34.071965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:34.071998] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:34.072024] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:34.072081] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:34.130976] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:34.131876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:34.131958] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:34.131991] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:34.254623] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:34.254784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:34.254826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:34.254857] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:34.258545] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: UP (p=85.32%)
[2026-02-13T20:29:34.258877] [INFO ] [FORECASTER] Completed predict_future for PRN
[2026-02-13T20:29:34.259007] [INFO ] [sig       ] PRN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:34.402381] [INFO ] [LOCAL     ] Saved forecast: PRN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PRN.txt
[2026-02-13T20:29:34.402510] [INFO ] [sig       ] [2468/3406] Completed PRN in 0.3s | 2.84 sym/s | Total: 14.5m | ETA: 5.5m
[2026-02-13T20:29:34.402549] [INFO ] [sig       ] [2469/3406] Forecasting PROF...
[2026-02-13T20:29:34.402596] [INFO ] [sig       ] Generating forecast for: PROF
[2026-02-13T20:29:34.402629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2026-02-13T20:29:34.413457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2026-02-13T20:29:34.413822] [INFO ] [FORECASTER] Starting predict_future for PROF
[2026-02-13T20:29:34.414665] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2026-02-13T20:29:34.414716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:34.414747] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:34.414773] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:34.414828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:34.472233] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:34.472995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:34.473075] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:34.473108] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:34.595545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:34.595718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:34.595757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:34.595785] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:34.599558] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=46.11%)
[2026-02-13T20:29:34.599853] [INFO ] [FORECASTER] Completed predict_future for PROF
[2026-02-13T20:29:34.599979] [INFO ] [sig       ] PROF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:34.741372] [INFO ] [LOCAL     ] Saved forecast: PROF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PROF.txt
[2026-02-13T20:29:34.741512] [INFO ] [sig       ] [2469/3406] Completed PROF in 0.3s | 2.84 sym/s | Total: 14.5m | ETA: 5.5m
[2026-02-13T20:29:34.741557] [INFO ] [sig       ] [2470/3406] Forecasting PROK...
[2026-02-13T20:29:34.741610] [INFO ] [sig       ] Generating forecast for: PROK
[2026-02-13T20:29:34.741642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2026-02-13T20:29:34.753360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2026-02-13T20:29:34.753769] [INFO ] [FORECASTER] Starting predict_future for PROK
[2026-02-13T20:29:34.754564] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2026-02-13T20:29:34.754647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:34.754680] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:34.754706] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:34.754762] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:34.814370] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:34.815254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:34.815338] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:34.815370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:34.941951] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:34.942117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:34.942156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:34.942185] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:34.946210] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: DOWN (p=28.39%)
[2026-02-13T20:29:34.946501] [INFO ] [FORECASTER] Completed predict_future for PROK
[2026-02-13T20:29:34.946654] [INFO ] [sig       ] PROK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:35.088784] [INFO ] [LOCAL     ] Saved forecast: PROK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PROK.txt
[2026-02-13T20:29:35.088955] [INFO ] [sig       ] [2470/3406] Completed PROK in 0.3s | 2.84 sym/s | Total: 14.5m | ETA: 5.5m
[2026-02-13T20:29:35.088999] [INFO ] [sig       ] [2471/3406] Forecasting PRTA...
[2026-02-13T20:29:35.089031] [INFO ] [sig       ] Generating forecast for: PRTA
[2026-02-13T20:29:35.089061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2026-02-13T20:29:35.106712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2026-02-13T20:29:35.107115] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2026-02-13T20:29:35.107984] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2026-02-13T20:29:35.108049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:35.108088] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:35.108121] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:35.108187] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:35.167880] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:35.168658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:35.168738] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:35.168771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:35.292231] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:35.292442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:35.292489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:35.292523] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:35.296415] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: DOWN (p=15.04%)
[2026-02-13T20:29:35.296721] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2026-02-13T20:29:35.296873] [INFO ] [sig       ] PRTA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:35.441824] [INFO ] [LOCAL     ] Saved forecast: PRTA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PRTA.txt
[2026-02-13T20:29:35.441959] [INFO ] [sig       ] [2471/3406] Completed PRTA in 0.4s | 2.84 sym/s | Total: 14.5m | ETA: 5.5m
[2026-02-13T20:29:35.442005] [INFO ] [sig       ] [2472/3406] Forecasting PRTH...
[2026-02-13T20:29:35.442041] [INFO ] [sig       ] Generating forecast for: PRTH
[2026-02-13T20:29:35.442079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2026-02-13T20:29:35.453651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2026-02-13T20:29:35.454010] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2026-02-13T20:29:35.454874] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2026-02-13T20:29:35.454928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:35.454962] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:35.454996] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:35.455066] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:35.512463] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:35.513261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:35.513344] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:35.513377] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:35.628873] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:35.629030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:35.629069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:35.629097] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:35.632525] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: UP (p=85.50%)
[2026-02-13T20:29:35.632817] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2026-02-13T20:29:35.632945] [INFO ] [sig       ] PRTH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:35.772436] [INFO ] [LOCAL     ] Saved forecast: PRTH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PRTH.txt
[2026-02-13T20:29:35.772602] [INFO ] [sig       ] [2472/3406] Completed PRTH in 0.3s | 2.84 sym/s | Total: 14.5m | ETA: 5.5m
[2026-02-13T20:29:35.772644] [INFO ] [sig       ] [2473/3406] Forecasting PRVA...
[2026-02-13T20:29:35.772675] [INFO ] [sig       ] Generating forecast for: PRVA
[2026-02-13T20:29:35.772705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2026-02-13T20:29:35.784107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRVA'.
[2026-02-13T20:29:35.784501] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2026-02-13T20:29:35.785365] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2026-02-13T20:29:35.785419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:35.785452] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:35.785479] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:35.785535] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:35.842795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:35.843566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:35.843666] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:35.843699] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:35.963001] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:35.963148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:35.963216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:35.963247] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:35.966795] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: UP (p=54.94%)
[2026-02-13T20:29:35.967082] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2026-02-13T20:29:35.967210] [INFO ] [sig       ] PRVA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:36.108748] [INFO ] [LOCAL     ] Saved forecast: PRVA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PRVA.txt
[2026-02-13T20:29:36.108895] [INFO ] [sig       ] [2473/3406] Completed PRVA in 0.3s | 2.84 sym/s | Total: 14.5m | ETA: 5.5m
[2026-02-13T20:29:36.108936] [INFO ] [sig       ] [2474/3406] Forecasting PSC...
[2026-02-13T20:29:36.108965] [INFO ] [sig       ] Generating forecast for: PSC
[2026-02-13T20:29:36.109000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2026-02-13T20:29:36.121504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2026-02-13T20:29:36.121912] [INFO ] [FORECASTER] Starting predict_future for PSC
[2026-02-13T20:29:36.122737] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2026-02-13T20:29:36.122790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:36.122860] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:36.122890] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:36.122950] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:36.183709] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:36.184617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:36.184702] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:36.184736] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:36.306436] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:36.306633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:36.306685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:36.306718] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:36.310610] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: DOWN (p=21.34%)
[2026-02-13T20:29:36.310902] [INFO ] [FORECASTER] Completed predict_future for PSC
[2026-02-13T20:29:36.311059] [INFO ] [sig       ] PSC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:36.455315] [INFO ] [LOCAL     ] Saved forecast: PSC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PSC.txt
[2026-02-13T20:29:36.455448] [INFO ] [sig       ] [2474/3406] Completed PSC in 0.3s | 2.84 sym/s | Total: 14.5m | ETA: 5.5m
[2026-02-13T20:29:36.455487] [INFO ] [sig       ] [2475/3406] Forecasting PSCE...
[2026-02-13T20:29:36.455517] [INFO ] [sig       ] Generating forecast for: PSCE
[2026-02-13T20:29:36.455546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2026-02-13T20:29:36.466967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2026-02-13T20:29:36.467336] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2026-02-13T20:29:36.468175] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2026-02-13T20:29:36.468228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:36.468260] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:36.468285] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:36.468341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:36.526504] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:36.527153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:36.527247] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:36.527280] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:36.641405] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:36.641585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:36.641633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:36.641664] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:36.645511] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: UP (p=94.83%)
[2026-02-13T20:29:36.645823] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2026-02-13T20:29:36.645956] [INFO ] [sig       ] PSCE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:36.793749] [INFO ] [LOCAL     ] Saved forecast: PSCE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PSCE.txt
[2026-02-13T20:29:36.793887] [INFO ] [sig       ] [2475/3406] Completed PSCE in 0.3s | 2.84 sym/s | Total: 14.5m | ETA: 5.5m
[2026-02-13T20:29:36.793927] [INFO ] [sig       ] [2476/3406] Forecasting PSCH...
[2026-02-13T20:29:36.793958] [INFO ] [sig       ] Generating forecast for: PSCH
[2026-02-13T20:29:36.793990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2026-02-13T20:29:36.805476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2026-02-13T20:29:36.805914] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2026-02-13T20:29:36.806737] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2026-02-13T20:29:36.806789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:36.806821] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:36.806847] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:36.806902] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:36.863168] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:36.863976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:36.864063] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:36.864097] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:36.972919] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:36.973075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:36.973119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:36.973147] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:36.976959] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: UP (p=70.85%)
[2026-02-13T20:29:36.977264] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2026-02-13T20:29:36.977391] [INFO ] [sig       ] PSCH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:37.117786] [INFO ] [LOCAL     ] Saved forecast: PSCH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PSCH.txt
[2026-02-13T20:29:37.117928] [INFO ] [sig       ] [2476/3406] Completed PSCH in 0.3s | 2.84 sym/s | Total: 14.5m | ETA: 5.5m
[2026-02-13T20:29:37.117967] [INFO ] [sig       ] [2477/3406] Forecasting PSEC...
[2026-02-13T20:29:37.117996] [INFO ] [sig       ] Generating forecast for: PSEC
[2026-02-13T20:29:37.118025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2026-02-13T20:29:37.129396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2026-02-13T20:29:37.129752] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2026-02-13T20:29:37.130544] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2026-02-13T20:29:37.130620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:37.130690] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:37.130721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:37.130780] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:37.188714] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:37.189491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:37.189598] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:37.189635] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:37.311123] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:37.311280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:37.311320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:37.311384] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:37.315717] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=25.65%)
[2026-02-13T20:29:37.316221] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2026-02-13T20:29:37.316424] [INFO ] [sig       ] PSEC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:37.475954] [INFO ] [LOCAL     ] Saved forecast: PSEC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PSEC.txt
[2026-02-13T20:29:37.476175] [INFO ] [sig       ] [2477/3406] Completed PSEC in 0.4s | 2.84 sym/s | Total: 14.5m | ETA: 5.5m
[2026-02-13T20:29:37.476231] [INFO ] [sig       ] [2478/3406] Forecasting PSF...
[2026-02-13T20:29:37.476273] [INFO ] [sig       ] Generating forecast for: PSF
[2026-02-13T20:29:37.476312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2026-02-13T20:29:37.490015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2026-02-13T20:29:37.490446] [INFO ] [FORECASTER] Starting predict_future for PSF
[2026-02-13T20:29:37.491444] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2026-02-13T20:29:37.491506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:37.491547] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:37.491605] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:37.491686] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:37.559429] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:37.560334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:37.560437] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:37.560474] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:37.691705] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:37.691879] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:37.691920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:37.691949] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:37.695607] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2026-02-13T20:29:37.695895] [INFO ] [FORECASTER] Completed predict_future for PSF
[2026-02-13T20:29:37.696024] [INFO ] [sig       ] PSF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:37.836991] [INFO ] [LOCAL     ] Saved forecast: PSF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PSF.txt
[2026-02-13T20:29:37.837158] [INFO ] [sig       ] [2478/3406] Completed PSF in 0.4s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:37.837206] [INFO ] [sig       ] [2479/3406] Forecasting PSFE...
[2026-02-13T20:29:37.837234] [INFO ] [sig       ] Generating forecast for: PSFE
[2026-02-13T20:29:37.837263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2026-02-13T20:29:37.848796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2026-02-13T20:29:37.849164] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2026-02-13T20:29:37.850110] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2026-02-13T20:29:37.850176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:37.850208] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:37.850235] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:37.850295] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:37.907961] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:37.908725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:37.908805] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:37.908838] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:38.029095] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:38.029263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:38.029302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:38.029331] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:38.032851] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=76.96%)
[2026-02-13T20:29:38.033134] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2026-02-13T20:29:38.033262] [INFO ] [sig       ] PSFE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:38.175144] [INFO ] [LOCAL     ] Saved forecast: PSFE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PSFE.txt
[2026-02-13T20:29:38.175279] [INFO ] [sig       ] [2479/3406] Completed PSFE in 0.3s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:38.175319] [INFO ] [sig       ] [2480/3406] Forecasting PSHG...
[2026-02-13T20:29:38.175348] [INFO ] [sig       ] Generating forecast for: PSHG
[2026-02-13T20:29:38.175379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2026-02-13T20:29:38.186693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2026-02-13T20:29:38.187053] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2026-02-13T20:29:38.187901] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2026-02-13T20:29:38.187953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:38.187983] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:38.188008] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:38.188063] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:38.248217] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:38.249007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:38.249092] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:38.249126] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:38.375855] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:38.376016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:38.376055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:38.376082] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:38.379654] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: UP (p=53.56%)
[2026-02-13T20:29:38.379958] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2026-02-13T20:29:38.380095] [INFO ] [sig       ] PSHG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:38.522282] [INFO ] [LOCAL     ] Saved forecast: PSHG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PSHG.txt
[2026-02-13T20:29:38.522437] [INFO ] [sig       ] [2480/3406] Completed PSHG in 0.3s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:38.522477] [INFO ] [sig       ] [2481/3406] Forecasting PSN...
[2026-02-13T20:29:38.522515] [INFO ] [sig       ] Generating forecast for: PSN
[2026-02-13T20:29:38.522546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2026-02-13T20:29:38.534240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2026-02-13T20:29:38.534622] [INFO ] [FORECASTER] Starting predict_future for PSN
[2026-02-13T20:29:38.535448] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2026-02-13T20:29:38.535502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:38.535535] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:38.535563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:38.535654] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:38.593635] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:38.594251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:38.594331] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:38.594363] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:38.712563] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:38.712730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:38.712769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:38.712797] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:38.716200] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: UP (p=85.16%)
[2026-02-13T20:29:38.716471] [INFO ] [FORECASTER] Completed predict_future for PSN
[2026-02-13T20:29:38.716612] [INFO ] [sig       ] PSN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:38.856981] [INFO ] [LOCAL     ] Saved forecast: PSN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PSN.txt
[2026-02-13T20:29:38.857111] [INFO ] [sig       ] [2481/3406] Completed PSN in 0.3s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:38.857149] [INFO ] [sig       ] [2482/3406] Forecasting PSNL...
[2026-02-13T20:29:38.857179] [INFO ] [sig       ] Generating forecast for: PSNL
[2026-02-13T20:29:38.857208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2026-02-13T20:29:38.868320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2026-02-13T20:29:38.868762] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2026-02-13T20:29:38.869609] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2026-02-13T20:29:38.869663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:38.869695] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:38.869722] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:38.869780] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:38.928395] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:38.929121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:38.929217] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:38.929250] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:39.051466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:39.051647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:39.051690] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:39.051718] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:39.055284] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=4.65%)
[2026-02-13T20:29:39.055625] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2026-02-13T20:29:39.055766] [INFO ] [sig       ] PSNL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:39.194316] [INFO ] [LOCAL     ] Saved forecast: PSNL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PSNL.txt
[2026-02-13T20:29:39.194459] [INFO ] [sig       ] [2482/3406] Completed PSNL in 0.3s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:39.194499] [INFO ] [sig       ] [2483/3406] Forecasting PSO...
[2026-02-13T20:29:39.194529] [INFO ] [sig       ] Generating forecast for: PSO
[2026-02-13T20:29:39.194558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2026-02-13T20:29:39.207413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2026-02-13T20:29:39.207831] [INFO ] [FORECASTER] Starting predict_future for PSO
[2026-02-13T20:29:39.208739] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2026-02-13T20:29:39.208793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:39.208826] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:39.208853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:39.208910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:39.268202] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:39.269006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:39.269094] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:39.269127] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:39.403340] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:39.403488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:39.403528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:39.403556] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:39.407016] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=94.63%)
[2026-02-13T20:29:39.407327] [INFO ] [FORECASTER] Completed predict_future for PSO
[2026-02-13T20:29:39.407451] [INFO ] [sig       ] PSO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:39.547046] [INFO ] [LOCAL     ] Saved forecast: PSO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PSO.txt
[2026-02-13T20:29:39.547165] [INFO ] [sig       ] [2483/3406] Completed PSO in 0.4s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:39.547204] [INFO ] [sig       ] [2484/3406] Forecasting PSTG...
[2026-02-13T20:29:39.547233] [INFO ] [sig       ] Generating forecast for: PSTG
[2026-02-13T20:29:39.547262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2026-02-13T20:29:39.559440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTG'.
[2026-02-13T20:29:39.559947] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2026-02-13T20:29:39.560948] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2026-02-13T20:29:39.561010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:39.561048] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:39.561080] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:39.561162] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:39.627139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:39.628097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:39.628239] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:39.628281] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:39.754541] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:39.754729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:39.754769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:39.754815] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:39.758282] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: DOWN (p=44.92%)
[2026-02-13T20:29:39.758569] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2026-02-13T20:29:39.758725] [INFO ] [sig       ] PSTG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:39.899620] [INFO ] [LOCAL     ] Saved forecast: PSTG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PSTG.txt
[2026-02-13T20:29:39.899752] [INFO ] [sig       ] [2484/3406] Completed PSTG in 0.4s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:39.899791] [INFO ] [sig       ] [2485/3406] Forecasting PSTL...
[2026-02-13T20:29:39.899822] [INFO ] [sig       ] Generating forecast for: PSTL
[2026-02-13T20:29:39.899853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2026-02-13T20:29:39.911742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSTL'.
[2026-02-13T20:29:39.912045] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2026-02-13T20:29:39.912849] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2026-02-13T20:29:39.912902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:39.912935] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:39.912961] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:39.913018] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:39.970391] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:39.971026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:39.971108] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:39.971148] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:40.093595] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:40.093764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:40.093810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:40.093839] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:40.097467] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2026-02-13T20:29:40.097782] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2026-02-13T20:29:40.097910] [INFO ] [sig       ] PSTL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:40.236892] [INFO ] [LOCAL     ] Saved forecast: PSTL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PSTL.txt
[2026-02-13T20:29:40.237008] [INFO ] [sig       ] [2485/3406] Completed PSTL in 0.3s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:40.237046] [INFO ] [sig       ] [2486/3406] Forecasting PSX...
[2026-02-13T20:29:40.237075] [INFO ] [sig       ] Generating forecast for: PSX
[2026-02-13T20:29:40.237105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2026-02-13T20:29:40.249949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSX'.
[2026-02-13T20:29:40.250342] [INFO ] [FORECASTER] Starting predict_future for PSX
[2026-02-13T20:29:40.251173] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2026-02-13T20:29:40.251226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:40.251257] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:40.251283] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:40.251338] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:40.308670] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:40.309372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:40.309454] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:40.309503] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:40.431991] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:40.432163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:40.432203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:40.432231] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:40.435755] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: DOWN (p=40.41%)
[2026-02-13T20:29:40.436049] [INFO ] [FORECASTER] Completed predict_future for PSX
[2026-02-13T20:29:40.436189] [INFO ] [sig       ] PSX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:40.580687] [INFO ] [LOCAL     ] Saved forecast: PSX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PSX.txt
[2026-02-13T20:29:40.580825] [INFO ] [sig       ] [2486/3406] Completed PSX in 0.3s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:40.580865] [INFO ] [sig       ] [2487/3406] Forecasting PTA...
[2026-02-13T20:29:40.580896] [INFO ] [sig       ] Generating forecast for: PTA
[2026-02-13T20:29:40.580926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2026-02-13T20:29:40.592804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2026-02-13T20:29:40.593198] [INFO ] [FORECASTER] Starting predict_future for PTA
[2026-02-13T20:29:40.594030] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2026-02-13T20:29:40.594082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:40.594113] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:40.594139] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:40.594199] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:40.650849] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:40.651528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:40.651626] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:40.651661] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:40.774511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:40.774686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:40.774726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:40.774753] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:40.778260] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=22.19%)
[2026-02-13T20:29:40.778539] [INFO ] [FORECASTER] Completed predict_future for PTA
[2026-02-13T20:29:40.778684] [INFO ] [sig       ] PTA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:40.918310] [INFO ] [LOCAL     ] Saved forecast: PTA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PTA.txt
[2026-02-13T20:29:40.918480] [INFO ] [sig       ] [2487/3406] Completed PTA in 0.3s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:40.918520] [INFO ] [sig       ] [2488/3406] Forecasting PTC...
[2026-02-13T20:29:40.918550] [INFO ] [sig       ] Generating forecast for: PTC
[2026-02-13T20:29:40.918599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2026-02-13T20:29:40.930213] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2026-02-13T20:29:40.930535] [INFO ] [FORECASTER] Starting predict_future for PTC
[2026-02-13T20:29:40.931432] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2026-02-13T20:29:40.931485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:40.931517] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:40.931543] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:40.931652] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:40.989078] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:40.989855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:40.989932] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:40.989965] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:41.118048] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:41.118213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:41.118259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:41.118294] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:41.121752] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: DOWN (p=19.46%)
[2026-02-13T20:29:41.122033] [INFO ] [FORECASTER] Completed predict_future for PTC
[2026-02-13T20:29:41.122176] [INFO ] [sig       ] PTC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:41.325003] [INFO ] [LOCAL     ] Saved forecast: PTC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PTC.txt
[2026-02-13T20:29:41.325151] [INFO ] [sig       ] [2488/3406] Completed PTC in 0.4s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:41.325202] [INFO ] [sig       ] [2489/3406] Forecasting PTEN...
[2026-02-13T20:29:41.325246] [INFO ] [sig       ] Generating forecast for: PTEN
[2026-02-13T20:29:41.325282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2026-02-13T20:29:41.336868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2026-02-13T20:29:41.337223] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2026-02-13T20:29:41.338099] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2026-02-13T20:29:41.338152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:41.338183] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:41.338213] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:41.338269] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:41.397360] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:41.398035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:41.398114] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:41.398149] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:41.517999] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:41.518149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:41.518194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:41.518229] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:41.521661] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2026-02-13T20:29:41.521935] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2026-02-13T20:29:41.522060] [INFO ] [sig       ] PTEN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:41.662692] [INFO ] [LOCAL     ] Saved forecast: PTEN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PTEN.txt
[2026-02-13T20:29:41.662815] [INFO ] [sig       ] [2489/3406] Completed PTEN in 0.3s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:41.662853] [INFO ] [sig       ] [2490/3406] Forecasting PTF...
[2026-02-13T20:29:41.662883] [INFO ] [sig       ] Generating forecast for: PTF
[2026-02-13T20:29:41.662913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2026-02-13T20:29:41.674340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2026-02-13T20:29:41.674693] [INFO ] [FORECASTER] Starting predict_future for PTF
[2026-02-13T20:29:41.675478] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2026-02-13T20:29:41.675543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:41.675605] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:41.675636] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:41.675693] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:41.733795] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:41.734458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:41.734539] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:41.734587] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:41.855070] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:41.855225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:41.855263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:41.855292] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:41.858725] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2026-02-13T20:29:41.859006] [INFO ] [FORECASTER] Completed predict_future for PTF
[2026-02-13T20:29:41.859139] [INFO ] [sig       ] PTF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:42.001059] [INFO ] [LOCAL     ] Saved forecast: PTF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PTF.txt
[2026-02-13T20:29:42.001217] [INFO ] [sig       ] [2490/3406] Completed PTF in 0.3s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:42.001264] [INFO ] [sig       ] [2491/3406] Forecasting PTGX...
[2026-02-13T20:29:42.001299] [INFO ] [sig       ] Generating forecast for: PTGX
[2026-02-13T20:29:42.001328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2026-02-13T20:29:42.012476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2026-02-13T20:29:42.012849] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2026-02-13T20:29:42.013697] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2026-02-13T20:29:42.013751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:42.013820] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:42.013860] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:42.013943] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:42.072317] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:42.073041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:42.073122] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:42.073155] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:42.194110] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:42.194260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:42.194298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:42.194327] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:42.197764] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2026-02-13T20:29:42.198040] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2026-02-13T20:29:42.198167] [INFO ] [sig       ] PTGX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:42.339906] [INFO ] [LOCAL     ] Saved forecast: PTGX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PTGX.txt
[2026-02-13T20:29:42.340054] [INFO ] [sig       ] [2491/3406] Completed PTGX in 0.3s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:42.340097] [INFO ] [sig       ] [2492/3406] Forecasting PTH...
[2026-02-13T20:29:42.340126] [INFO ] [sig       ] Generating forecast for: PTH
[2026-02-13T20:29:42.340161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2026-02-13T20:29:42.351503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2026-02-13T20:29:42.351889] [INFO ] [FORECASTER] Starting predict_future for PTH
[2026-02-13T20:29:42.352777] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2026-02-13T20:29:42.352832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:42.352865] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:42.352892] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:42.352948] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:42.412880] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:42.413549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:42.413660] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:42.413700] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:42.523813] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:42.523957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:42.523996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:42.524026] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:42.527500] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: DOWN (p=35.44%)
[2026-02-13T20:29:42.527843] [INFO ] [FORECASTER] Completed predict_future for PTH
[2026-02-13T20:29:42.527974] [INFO ] [sig       ] PTH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:42.671287] [INFO ] [LOCAL     ] Saved forecast: PTH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PTH.txt
[2026-02-13T20:29:42.671421] [INFO ] [sig       ] [2492/3406] Completed PTH in 0.3s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:42.671460] [INFO ] [sig       ] [2493/3406] Forecasting PTLO...
[2026-02-13T20:29:42.671488] [INFO ] [sig       ] Generating forecast for: PTLO
[2026-02-13T20:29:42.671517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2026-02-13T20:29:42.683391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2026-02-13T20:29:42.683893] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2026-02-13T20:29:42.684930] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2026-02-13T20:29:42.684984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:42.685016] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:42.685042] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:42.685100] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:42.742497] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:42.743446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:42.743740] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:42.743774] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:42.862794] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:42.862947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:42.862985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:42.863013] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:42.866388] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: DOWN (p=14.03%)
[2026-02-13T20:29:42.866688] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2026-02-13T20:29:42.866813] [INFO ] [sig       ] PTLO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:43.006132] [INFO ] [LOCAL     ] Saved forecast: PTLO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PTLO.txt
[2026-02-13T20:29:43.006272] [INFO ] [sig       ] [2493/3406] Completed PTLO in 0.3s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:43.006312] [INFO ] [sig       ] [2494/3406] Forecasting PTNQ...
[2026-02-13T20:29:43.006342] [INFO ] [sig       ] Generating forecast for: PTNQ
[2026-02-13T20:29:43.006371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2026-02-13T20:29:43.017343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTNQ'.
[2026-02-13T20:29:43.021745] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2026-02-13T20:29:43.022959] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2026-02-13T20:29:43.023011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:43.023041] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:43.023067] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:43.023123] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:43.080760] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:43.081411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:43.081491] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:43.081524] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:43.202330] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:43.202461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:43.202502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:43.202560] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:43.206006] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: UP (p=62.44%)
[2026-02-13T20:29:43.206284] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2026-02-13T20:29:43.206411] [INFO ] [sig       ] PTNQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:43.346612] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PTNQ.txt
[2026-02-13T20:29:43.346741] [INFO ] [sig       ] [2494/3406] Completed PTNQ in 0.3s | 2.84 sym/s | Total: 14.6m | ETA: 5.4m
[2026-02-13T20:29:43.346779] [INFO ] [sig       ] [2495/3406] Forecasting PTON...
[2026-02-13T20:29:43.346809] [INFO ] [sig       ] Generating forecast for: PTON
[2026-02-13T20:29:43.346839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2026-02-13T20:29:43.357931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2026-02-13T20:29:43.358287] [INFO ] [FORECASTER] Starting predict_future for PTON
[2026-02-13T20:29:43.359105] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2026-02-13T20:29:43.359161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:43.359199] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:43.359232] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:43.359301] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:43.415563] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:43.416185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:43.416266] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:43.416298] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:43.536729] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:43.536881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:43.536920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:43.536948] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:43.540421] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: DOWN (p=4.29%)
[2026-02-13T20:29:43.540719] [INFO ] [FORECASTER] Completed predict_future for PTON
[2026-02-13T20:29:43.540847] [INFO ] [sig       ] PTON: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:43.681102] [INFO ] [LOCAL     ] Saved forecast: PTON	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PTON.txt
[2026-02-13T20:29:43.681247] [INFO ] [sig       ] [2495/3406] Completed PTON in 0.3s | 2.84 sym/s | Total: 14.6m | ETA: 5.3m
[2026-02-13T20:29:43.681286] [INFO ] [sig       ] [2496/3406] Forecasting PTY...
[2026-02-13T20:29:43.681317] [INFO ] [sig       ] Generating forecast for: PTY
[2026-02-13T20:29:43.681346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2026-02-13T20:29:43.693688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2026-02-13T20:29:43.694068] [INFO ] [FORECASTER] Starting predict_future for PTY
[2026-02-13T20:29:43.695102] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2026-02-13T20:29:43.695155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:43.695188] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:43.695215] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:43.695271] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:43.755776] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:43.756429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:43.756512] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:43.756545] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:43.881821] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:43.881975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:43.882015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:43.882045] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:43.885622] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: DOWN (p=36.50%)
[2026-02-13T20:29:43.885914] [INFO ] [FORECASTER] Completed predict_future for PTY
[2026-02-13T20:29:43.886043] [INFO ] [sig       ] PTY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:44.030680] [INFO ] [LOCAL     ] Saved forecast: PTY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PTY.txt
[2026-02-13T20:29:44.030817] [INFO ] [sig       ] [2496/3406] Completed PTY in 0.3s | 2.84 sym/s | Total: 14.7m | ETA: 5.3m
[2026-02-13T20:29:44.030856] [INFO ] [sig       ] [2497/3406] Forecasting PUBM...
[2026-02-13T20:29:44.030886] [INFO ] [sig       ] Generating forecast for: PUBM
[2026-02-13T20:29:44.030917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2026-02-13T20:29:44.042366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUBM'.
[2026-02-13T20:29:44.042773] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2026-02-13T20:29:44.043644] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2026-02-13T20:29:44.043697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:44.043729] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:44.043756] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:44.043813] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:44.102240] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:44.103144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:44.103232] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:44.103270] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:44.227321] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:44.227501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:44.227540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:44.227590] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:44.230992] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: UP (p=55.28%)
[2026-02-13T20:29:44.231285] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2026-02-13T20:29:44.231425] [INFO ] [sig       ] PUBM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:44.370055] [INFO ] [LOCAL     ] Saved forecast: PUBM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PUBM.txt
[2026-02-13T20:29:44.370172] [INFO ] [sig       ] [2497/3406] Completed PUBM in 0.3s | 2.84 sym/s | Total: 14.7m | ETA: 5.3m
[2026-02-13T20:29:44.370210] [INFO ] [sig       ] [2498/3406] Forecasting PUK...
[2026-02-13T20:29:44.370238] [INFO ] [sig       ] Generating forecast for: PUK
[2026-02-13T20:29:44.370268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2026-02-13T20:29:44.381421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2026-02-13T20:29:44.381766] [INFO ] [FORECASTER] Starting predict_future for PUK
[2026-02-13T20:29:44.382533] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2026-02-13T20:29:44.382604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:44.382638] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:44.382665] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:44.382722] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:44.439632] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:44.440255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:44.440336] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:44.440367] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:44.564845] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:44.565021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:44.565062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:44.565090] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:44.568754] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=89.38%)
[2026-02-13T20:29:44.569036] [INFO ] [FORECASTER] Completed predict_future for PUK
[2026-02-13T20:29:44.569160] [INFO ] [sig       ] PUK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:44.707479] [INFO ] [LOCAL     ] Saved forecast: PUK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PUK.txt
[2026-02-13T20:29:44.707638] [INFO ] [sig       ] [2498/3406] Completed PUK in 0.3s | 2.84 sym/s | Total: 14.7m | ETA: 5.3m
[2026-02-13T20:29:44.707681] [INFO ] [sig       ] [2499/3406] Forecasting PUMP...
[2026-02-13T20:29:44.707710] [INFO ] [sig       ] Generating forecast for: PUMP
[2026-02-13T20:29:44.707740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2026-02-13T20:29:44.718954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUMP'.
[2026-02-13T20:29:44.719271] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2026-02-13T20:29:44.720059] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2026-02-13T20:29:44.720111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:44.720142] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:44.720168] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:44.720224] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:44.776835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:44.777469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:44.777550] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:44.777607] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:44.901533] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:44.901694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:44.901733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:44.901762] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:44.905174] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=31.83%)
[2026-02-13T20:29:44.905449] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2026-02-13T20:29:44.905594] [INFO ] [sig       ] PUMP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:45.045643] [INFO ] [LOCAL     ] Saved forecast: PUMP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PUMP.txt
[2026-02-13T20:29:45.045760] [INFO ] [sig       ] [2499/3406] Completed PUMP in 0.3s | 2.84 sym/s | Total: 14.7m | ETA: 5.3m
[2026-02-13T20:29:45.045798] [INFO ] [sig       ] [2500/3406] Forecasting PVH...
[2026-02-13T20:29:45.045825] [INFO ] [sig       ] Generating forecast for: PVH
[2026-02-13T20:29:45.045854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2026-02-13T20:29:45.057318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2026-02-13T20:29:45.057686] [INFO ] [FORECASTER] Starting predict_future for PVH
[2026-02-13T20:29:45.058451] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2026-02-13T20:29:45.058502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:45.058533] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:45.058559] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:45.058636] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:45.117512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:45.118265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:45.118361] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:45.118395] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:45.241273] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:45.241425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:45.241464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:45.241491] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:45.244923] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: UP (p=99.61%)
[2026-02-13T20:29:45.245201] [INFO ] [FORECASTER] Completed predict_future for PVH
[2026-02-13T20:29:45.245351] [INFO ] [sig       ] PVH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:45.391953] [INFO ] [LOCAL     ] Saved forecast: PVH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PVH.txt
[2026-02-13T20:29:45.392121] [INFO ] [sig       ] [2500/3406] Completed PVH in 0.3s | 2.84 sym/s | Total: 14.7m | ETA: 5.3m
[2026-02-13T20:29:45.392162] [INFO ] [sig       ] [2501/3406] Forecasting PVL...
[2026-02-13T20:29:45.392192] [INFO ] [sig       ] Generating forecast for: PVL
[2026-02-13T20:29:45.392222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2026-02-13T20:29:45.404475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2026-02-13T20:29:45.404857] [INFO ] [FORECASTER] Starting predict_future for PVL
[2026-02-13T20:29:45.405862] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2026-02-13T20:29:45.405915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:45.405963] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:45.405991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:45.406047] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:45.465875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:45.466624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:45.466732] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:45.466765] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:45.584186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:45.584366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:45.584426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:45.584479] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:45.588022] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2026-02-13T20:29:45.588324] [INFO ] [FORECASTER] Completed predict_future for PVL
[2026-02-13T20:29:45.588470] [INFO ] [sig       ] PVL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:45.735921] [INFO ] [LOCAL     ] Saved forecast: PVL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PVL.txt
[2026-02-13T20:29:45.736082] [INFO ] [sig       ] [2501/3406] Completed PVL in 0.3s | 2.84 sym/s | Total: 14.7m | ETA: 5.3m
[2026-02-13T20:29:45.736123] [INFO ] [sig       ] [2502/3406] Forecasting PWP...
[2026-02-13T20:29:45.736154] [INFO ] [sig       ] Generating forecast for: PWP
[2026-02-13T20:29:45.736184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2026-02-13T20:29:45.747460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PWP'.
[2026-02-13T20:29:45.747911] [INFO ] [FORECASTER] Starting predict_future for PWP
[2026-02-13T20:29:45.748781] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2026-02-13T20:29:45.748834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:45.748865] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:45.748892] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:45.748948] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:45.808797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:45.809959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:45.810050] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:45.810084] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:45.936638] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:45.936801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:45.936841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:45.936870] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:45.940752] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: UP (p=82.88%)
[2026-02-13T20:29:45.941059] [INFO ] [FORECASTER] Completed predict_future for PWP
[2026-02-13T20:29:45.941222] [INFO ] [sig       ] PWP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:46.090136] [INFO ] [LOCAL     ] Saved forecast: PWP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PWP.txt
[2026-02-13T20:29:46.090285] [INFO ] [sig       ] [2502/3406] Completed PWP in 0.4s | 2.84 sym/s | Total: 14.7m | ETA: 5.3m
[2026-02-13T20:29:46.090327] [INFO ] [sig       ] [2503/3406] Forecasting PXS...
[2026-02-13T20:29:46.090358] [INFO ] [sig       ] Generating forecast for: PXS
[2026-02-13T20:29:46.090387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2026-02-13T20:29:46.101812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2026-02-13T20:29:46.102145] [INFO ] [FORECASTER] Starting predict_future for PXS
[2026-02-13T20:29:46.103186] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2026-02-13T20:29:46.103239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:46.103275] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:46.103300] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:46.103354] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:46.161718] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:46.162348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:46.162427] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:46.162459] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:46.274624] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:46.274754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:46.274792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:46.274820] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:46.278134] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: DOWN (p=23.45%)
[2026-02-13T20:29:46.278410] [INFO ] [FORECASTER] Completed predict_future for PXS
[2026-02-13T20:29:46.278536] [INFO ] [sig       ] PXS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:46.416533] [INFO ] [LOCAL     ] Saved forecast: PXS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PXS.txt
[2026-02-13T20:29:46.416671] [INFO ] [sig       ] [2503/3406] Completed PXS in 0.3s | 2.84 sym/s | Total: 14.7m | ETA: 5.3m
[2026-02-13T20:29:46.416710] [INFO ] [sig       ] [2504/3406] Forecasting PY...
[2026-02-13T20:29:46.416739] [INFO ] [sig       ] Generating forecast for: PY
[2026-02-13T20:29:46.416769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2026-02-13T20:29:46.427134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2026-02-13T20:29:46.427454] [INFO ] [FORECASTER] Starting predict_future for PY
[2026-02-13T20:29:46.428286] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2026-02-13T20:29:46.428350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:46.428389] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:46.428420] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:46.428476] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:46.484639] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:46.485238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:46.485314] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:46.485347] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:46.597342] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:46.597491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:46.597530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:46.597558] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:46.601350] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=25.48%)
[2026-02-13T20:29:46.601857] [INFO ] [FORECASTER] Completed predict_future for PY
[2026-02-13T20:29:46.601988] [INFO ] [sig       ] PY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:46.743325] [INFO ] [LOCAL     ] Saved forecast: PY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PY.txt
[2026-02-13T20:29:46.743482] [INFO ] [sig       ] [2504/3406] Completed PY in 0.3s | 2.84 sym/s | Total: 14.7m | ETA: 5.3m
[2026-02-13T20:29:46.743529] [INFO ] [sig       ] [2505/3406] Forecasting PYXS...
[2026-02-13T20:29:46.743559] [INFO ] [sig       ] Generating forecast for: PYXS
[2026-02-13T20:29:46.743777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2026-02-13T20:29:46.754612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2026-02-13T20:29:46.754936] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2026-02-13T20:29:46.755758] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2026-02-13T20:29:46.755809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:46.755842] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:46.755869] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:46.755926] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:46.812252] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:46.812948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:46.813028] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:46.813060] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:46.929672] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:46.929809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:46.929846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:46.929875] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:46.933226] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: DOWN (p=9.12%)
[2026-02-13T20:29:46.933499] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2026-02-13T20:29:46.933643] [INFO ] [sig       ] PYXS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:47.076991] [INFO ] [LOCAL     ] Saved forecast: PYXS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/PYXS.txt
[2026-02-13T20:29:47.077165] [INFO ] [sig       ] [2505/3406] Completed PYXS in 0.3s | 2.84 sym/s | Total: 14.7m | ETA: 5.3m
[2026-02-13T20:29:47.077209] [INFO ] [sig       ] [2506/3406] Forecasting PZZA...
[2026-02-13T20:29:47.077239] [INFO ] [sig       ] Generating forecast for: PZZA
[2026-02-13T20:29:47.077270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2026-02-13T20:29:47.089069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2026-02-13T20:29:47.089448] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2026-02-13T20:29:47.090261] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2026-02-13T20:29:47.090326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:47.090365] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:47.090399] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:47.090468] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:47.147478] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:47.148445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:47.148535] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:47.148568] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:47.268020] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:47.268179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:47.268219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:47.268247] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:47.271768] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: UP (p=98.64%)
[2026-02-13T20:29:47.272084] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2026-02-13T20:29:47.272239] [INFO ] [sig       ] PZZA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:47.416289] [INFO ] [LOCAL     ] Saved forecast: PZZA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/PZZA.txt
[2026-02-13T20:29:47.416453] [INFO ] [sig       ] [2506/3406] Completed PZZA in 0.3s | 2.84 sym/s | Total: 14.7m | ETA: 5.3m
[2026-02-13T20:29:47.416495] [INFO ] [sig       ] [2507/3406] Forecasting QBTS...
[2026-02-13T20:29:47.416524] [INFO ] [sig       ] Generating forecast for: QBTS
[2026-02-13T20:29:47.416553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2026-02-13T20:29:47.428117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QBTS'.
[2026-02-13T20:29:47.428477] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2026-02-13T20:29:47.429509] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2026-02-13T20:29:47.429778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:47.429811] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:47.429837] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:47.429893] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:47.489311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:47.490247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:47.490337] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:47.490371] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:47.619146] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:47.619303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:47.619342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:47.619371] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:47.623702] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: DOWN (p=36.90%)
[2026-02-13T20:29:47.623994] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2026-02-13T20:29:47.624128] [INFO ] [sig       ] QBTS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:47.763363] [INFO ] [LOCAL     ] Saved forecast: QBTS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QBTS.txt
[2026-02-13T20:29:47.763498] [INFO ] [sig       ] [2507/3406] Completed QBTS in 0.3s | 2.84 sym/s | Total: 14.7m | ETA: 5.3m
[2026-02-13T20:29:47.763538] [INFO ] [sig       ] [2508/3406] Forecasting QCLN...
[2026-02-13T20:29:47.763567] [INFO ] [sig       ] Generating forecast for: QCLN
[2026-02-13T20:29:47.763617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2026-02-13T20:29:47.774365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2026-02-13T20:29:47.774703] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2026-02-13T20:29:47.775484] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2026-02-13T20:29:47.775536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:47.775614] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:47.775643] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:47.775703] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:47.832860] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:47.833670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:47.833759] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:47.833791] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:47.954196] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:47.954352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:47.954390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:47.954435] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:47.958059] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: DOWN (p=1.52%)
[2026-02-13T20:29:47.958359] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2026-02-13T20:29:47.958509] [INFO ] [sig       ] QCLN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:48.100112] [INFO ] [LOCAL     ] Saved forecast: QCLN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QCLN.txt
[2026-02-13T20:29:48.100269] [INFO ] [sig       ] [2508/3406] Completed QCLN in 0.3s | 2.84 sym/s | Total: 14.7m | ETA: 5.3m
[2026-02-13T20:29:48.100310] [INFO ] [sig       ] [2509/3406] Forecasting QCOM...
[2026-02-13T20:29:48.100339] [INFO ] [sig       ] Generating forecast for: QCOM
[2026-02-13T20:29:48.100369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2026-02-13T20:29:48.112941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2026-02-13T20:29:48.113338] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2026-02-13T20:29:48.114175] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2026-02-13T20:29:48.114228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:48.114260] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:48.114289] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:48.114357] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:48.172378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:48.173209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:48.173293] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:48.173327] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:48.294837] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:48.294993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:48.295032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:48.295060] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:48.298452] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: UP (p=65.27%)
[2026-02-13T20:29:48.298747] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2026-02-13T20:29:48.298877] [INFO ] [sig       ] QCOM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:48.439099] [INFO ] [LOCAL     ] Saved forecast: QCOM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/QCOM.txt
[2026-02-13T20:29:48.439231] [INFO ] [sig       ] [2509/3406] Completed QCOM in 0.3s | 2.84 sym/s | Total: 14.7m | ETA: 5.3m
[2026-02-13T20:29:48.439271] [INFO ] [sig       ] [2510/3406] Forecasting QCRH...
[2026-02-13T20:29:48.439300] [INFO ] [sig       ] Generating forecast for: QCRH
[2026-02-13T20:29:48.439332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2026-02-13T20:29:48.452951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2026-02-13T20:29:48.453420] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2026-02-13T20:29:48.454379] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2026-02-13T20:29:48.454438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:48.454475] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:48.454505] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:48.454594] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:48.525523] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:48.526833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:48.526951] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:48.526986] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:48.645146] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:48.645300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:48.645344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:48.645373] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:48.648772] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=18.60%)
[2026-02-13T20:29:48.649051] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2026-02-13T20:29:48.649178] [INFO ] [sig       ] QCRH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:48.790248] [INFO ] [LOCAL     ] Saved forecast: QCRH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QCRH.txt
[2026-02-13T20:29:48.790408] [INFO ] [sig       ] [2510/3406] Completed QCRH in 0.4s | 2.84 sym/s | Total: 14.7m | ETA: 5.3m
[2026-02-13T20:29:48.790454] [INFO ] [sig       ] [2511/3406] Forecasting QDEL...
[2026-02-13T20:29:48.790483] [INFO ] [sig       ] Generating forecast for: QDEL
[2026-02-13T20:29:48.790514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2026-02-13T20:29:48.802055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2026-02-13T20:29:48.802389] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2026-02-13T20:29:48.803429] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2026-02-13T20:29:48.803484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:48.803518] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:48.803546] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:48.803819] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:48.861480] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:48.862191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:48.862271] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:48.862303] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:48.981021] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:48.981157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:48.981197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:48.981256] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:48.984868] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: DOWN (p=6.39%)
[2026-02-13T20:29:48.985171] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2026-02-13T20:29:48.985307] [INFO ] [sig       ] QDEL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:49.141304] [INFO ] [LOCAL     ] Saved forecast: QDEL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QDEL.txt
[2026-02-13T20:29:49.141461] [INFO ] [sig       ] [2511/3406] Completed QDEL in 0.4s | 2.84 sym/s | Total: 14.7m | ETA: 5.3m
[2026-02-13T20:29:49.141510] [INFO ] [sig       ] [2512/3406] Forecasting QFIN...
[2026-02-13T20:29:49.141543] [INFO ] [sig       ] Generating forecast for: QFIN
[2026-02-13T20:29:49.141590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2026-02-13T20:29:49.153677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2026-02-13T20:29:49.154109] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2026-02-13T20:29:49.154958] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2026-02-13T20:29:49.155013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:49.155085] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:49.155116] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:49.155174] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:49.216962] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:49.217939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:49.218026] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:49.218060] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:49.350832] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:49.351007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:49.351048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:49.351078] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:49.355035] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2026-02-13T20:29:49.355473] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2026-02-13T20:29:49.355681] [INFO ] [sig       ] QFIN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:49.498968] [INFO ] [LOCAL     ] Saved forecast: QFIN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QFIN.txt
[2026-02-13T20:29:49.499100] [INFO ] [sig       ] [2512/3406] Completed QFIN in 0.4s | 2.84 sym/s | Total: 14.7m | ETA: 5.2m
[2026-02-13T20:29:49.499142] [INFO ] [sig       ] [2513/3406] Forecasting QGEN...
[2026-02-13T20:29:49.499171] [INFO ] [sig       ] Generating forecast for: QGEN
[2026-02-13T20:29:49.499201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2026-02-13T20:29:49.510752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2026-02-13T20:29:49.511089] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2026-02-13T20:29:49.511923] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2026-02-13T20:29:49.511977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:49.512010] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:49.512038] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:49.512097] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:49.570100] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:49.570790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:49.570871] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:49.570903] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:49.705664] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:49.705824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:49.705879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:49.705928] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:49.709641] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2026-02-13T20:29:49.709954] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2026-02-13T20:29:49.710117] [INFO ] [sig       ] QGEN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:49.857164] [INFO ] [LOCAL     ] Saved forecast: QGEN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/QGEN.txt
[2026-02-13T20:29:49.857346] [INFO ] [sig       ] [2513/3406] Completed QGEN in 0.4s | 2.84 sym/s | Total: 14.8m | ETA: 5.2m
[2026-02-13T20:29:49.857410] [INFO ] [sig       ] [2514/3406] Forecasting QLYS...
[2026-02-13T20:29:49.857444] [INFO ] [sig       ] Generating forecast for: QLYS
[2026-02-13T20:29:49.857477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2026-02-13T20:29:49.869424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QLYS'.
[2026-02-13T20:29:49.869907] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2026-02-13T20:29:49.870958] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2026-02-13T20:29:49.871020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:49.871069] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:49.871113] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:49.871180] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:49.931978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:49.933104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:49.933193] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:49.933227] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:50.061697] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:50.061854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:50.061894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:50.061923] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:50.065622] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: UP (p=73.10%)
[2026-02-13T20:29:50.065911] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2026-02-13T20:29:50.066047] [INFO ] [sig       ] QLYS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:50.214630] [INFO ] [LOCAL     ] Saved forecast: QLYS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/QLYS.txt
[2026-02-13T20:29:50.214813] [INFO ] [sig       ] [2514/3406] Completed QLYS in 0.4s | 2.84 sym/s | Total: 14.8m | ETA: 5.2m
[2026-02-13T20:29:50.214862] [INFO ] [sig       ] [2515/3406] Forecasting QMCO...
[2026-02-13T20:29:50.214894] [INFO ] [sig       ] Generating forecast for: QMCO
[2026-02-13T20:29:50.214926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2026-02-13T20:29:50.227098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2026-02-13T20:29:50.227455] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2026-02-13T20:29:50.228353] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2026-02-13T20:29:50.228408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:50.228442] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:50.228470] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:50.228527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:50.290007] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:50.290822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:50.290907] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:50.290942] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:50.417733] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:50.417898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:50.417939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:50.417967] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:50.421748] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: UP (p=71.58%)
[2026-02-13T20:29:50.422057] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2026-02-13T20:29:50.422202] [INFO ] [sig       ] QMCO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:50.568279] [INFO ] [LOCAL     ] Saved forecast: QMCO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/QMCO.txt
[2026-02-13T20:29:50.568438] [INFO ] [sig       ] [2515/3406] Completed QMCO in 0.4s | 2.84 sym/s | Total: 14.8m | ETA: 5.2m
[2026-02-13T20:29:50.568486] [INFO ] [sig       ] [2516/3406] Forecasting QMOM...
[2026-02-13T20:29:50.568535] [INFO ] [sig       ] Generating forecast for: QMOM
[2026-02-13T20:29:50.568588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2026-02-13T20:29:50.579656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMOM'.
[2026-02-13T20:29:50.580043] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2026-02-13T20:29:50.580849] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2026-02-13T20:29:50.580902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:50.580935] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:50.580963] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:50.581019] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:50.639697] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:50.640522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:50.640635] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:50.640672] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:50.763027] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:50.763191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:50.763235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:50.763265] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:50.767269] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=1.95%)
[2026-02-13T20:29:50.767563] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2026-02-13T20:29:50.767731] [INFO ] [sig       ] QMOM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:50.916746] [INFO ] [LOCAL     ] Saved forecast: QMOM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QMOM.txt
[2026-02-13T20:29:50.916892] [INFO ] [sig       ] [2516/3406] Completed QMOM in 0.3s | 2.84 sym/s | Total: 14.8m | ETA: 5.2m
[2026-02-13T20:29:50.916936] [INFO ] [sig       ] [2517/3406] Forecasting QNTM...
[2026-02-13T20:29:50.916966] [INFO ] [sig       ] Generating forecast for: QNTM
[2026-02-13T20:29:50.916997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2026-02-13T20:29:50.928645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2026-02-13T20:29:50.928996] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2026-02-13T20:29:50.929905] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2026-02-13T20:29:50.929959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:50.929992] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:50.930021] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:50.930080] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:50.989338] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:50.990156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:50.990242] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:50.990281] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:51.119157] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:51.119321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:51.119362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:51.119395] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:51.123554] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: DOWN (p=41.88%)
[2026-02-13T20:29:51.123963] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2026-02-13T20:29:51.124152] [INFO ] [sig       ] QNTM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:51.277030] [INFO ] [LOCAL     ] Saved forecast: QNTM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QNTM.txt
[2026-02-13T20:29:51.277171] [INFO ] [sig       ] [2517/3406] Completed QNTM in 0.4s | 2.84 sym/s | Total: 14.8m | ETA: 5.2m
[2026-02-13T20:29:51.277210] [INFO ] [sig       ] [2518/3406] Forecasting QQMG...
[2026-02-13T20:29:51.277240] [INFO ] [sig       ] Generating forecast for: QQMG
[2026-02-13T20:29:51.277269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2026-02-13T20:29:51.290793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2026-02-13T20:29:51.291165] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2026-02-13T20:29:51.291971] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2026-02-13T20:29:51.292023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:51.292055] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:51.292082] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:51.292139] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:51.349469] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:51.350175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:51.350299] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:51.350334] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:51.461196] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:51.461353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:51.461391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:51.461420] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:51.464846] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: UP (p=94.73%)
[2026-02-13T20:29:51.465132] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2026-02-13T20:29:51.465260] [INFO ] [sig       ] QQMG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:51.607156] [INFO ] [LOCAL     ] Saved forecast: QQMG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/QQMG.txt
[2026-02-13T20:29:51.607286] [INFO ] [sig       ] [2518/3406] Completed QQMG in 0.3s | 2.84 sym/s | Total: 14.8m | ETA: 5.2m
[2026-02-13T20:29:51.607325] [INFO ] [sig       ] [2519/3406] Forecasting QQQ...
[2026-02-13T20:29:51.607354] [INFO ] [sig       ] Generating forecast for: QQQ
[2026-02-13T20:29:51.607384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2026-02-13T20:29:51.618897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2026-02-13T20:29:51.619241] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2026-02-13T20:29:51.620066] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2026-02-13T20:29:51.620118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:51.620150] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:51.620177] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:51.620241] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:51.679586] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:51.680469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:51.680553] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:51.680605] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:51.808998] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:51.809164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:51.809206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:51.809281] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:51.812954] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: UP (p=93.72%)
[2026-02-13T20:29:51.813283] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2026-02-13T20:29:51.813431] [INFO ] [sig       ] QQQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:51.955312] [INFO ] [LOCAL     ] Saved forecast: QQQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/QQQ.txt
[2026-02-13T20:29:51.955451] [INFO ] [sig       ] [2519/3406] Completed QQQ in 0.3s | 2.84 sym/s | Total: 14.8m | ETA: 5.2m
[2026-02-13T20:29:51.955492] [INFO ] [sig       ] [2520/3406] Forecasting QQQE...
[2026-02-13T20:29:51.955523] [INFO ] [sig       ] Generating forecast for: QQQE
[2026-02-13T20:29:51.955553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2026-02-13T20:29:51.966903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2026-02-13T20:29:51.967258] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2026-02-13T20:29:51.968085] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2026-02-13T20:29:51.968137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:51.968167] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:51.968193] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:51.968248] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:52.025526] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:52.026254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:52.026335] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:52.026368] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:52.143343] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:52.143500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:52.143539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:52.143585] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:52.146979] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2026-02-13T20:29:52.147254] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2026-02-13T20:29:52.147381] [INFO ] [sig       ] QQQE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:52.288322] [INFO ] [LOCAL     ] Saved forecast: QQQE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/QQQE.txt
[2026-02-13T20:29:52.288459] [INFO ] [sig       ] [2520/3406] Completed QQQE in 0.3s | 2.84 sym/s | Total: 14.8m | ETA: 5.2m
[2026-02-13T20:29:52.288499] [INFO ] [sig       ] [2521/3406] Forecasting QQQI...
[2026-02-13T20:29:52.288532] [INFO ] [sig       ] Generating forecast for: QQQI
[2026-02-13T20:29:52.288563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2026-02-13T20:29:52.300356] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2026-02-13T20:29:52.300744] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2026-02-13T20:29:52.301550] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2026-02-13T20:29:52.301625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:52.301659] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:52.301687] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:52.301744] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:52.358093] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:52.359029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:52.359115] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:52.359189] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:52.476279] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:52.476449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:52.476495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:52.476530] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:52.480037] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: UP (p=96.66%)
[2026-02-13T20:29:52.480338] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2026-02-13T20:29:52.480472] [INFO ] [sig       ] QQQI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:52.622248] [INFO ] [LOCAL     ] Saved forecast: QQQI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/QQQI.txt
[2026-02-13T20:29:52.622412] [INFO ] [sig       ] [2521/3406] Completed QQQI in 0.3s | 2.84 sym/s | Total: 14.8m | ETA: 5.2m
[2026-02-13T20:29:52.622452] [INFO ] [sig       ] [2522/3406] Forecasting QQQJ...
[2026-02-13T20:29:52.622483] [INFO ] [sig       ] Generating forecast for: QQQJ
[2026-02-13T20:29:52.622514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2026-02-13T20:29:52.635181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQJ'.
[2026-02-13T20:29:52.635597] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2026-02-13T20:29:52.636660] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2026-02-13T20:29:52.636910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:52.636956] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:52.636996] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:52.637063] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:52.697926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:52.698821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:52.698908] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:52.698942] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:52.820255] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:52.820413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:52.820453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:52.820483] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:52.823986] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2026-02-13T20:29:52.824280] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2026-02-13T20:29:52.824412] [INFO ] [sig       ] QQQJ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:52.968318] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QQQJ.txt
[2026-02-13T20:29:52.968486] [INFO ] [sig       ] [2522/3406] Completed QQQJ in 0.3s | 2.84 sym/s | Total: 14.8m | ETA: 5.2m
[2026-02-13T20:29:52.968533] [INFO ] [sig       ] [2523/3406] Forecasting QQQM...
[2026-02-13T20:29:52.968589] [INFO ] [sig       ] Generating forecast for: QQQM
[2026-02-13T20:29:52.968626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2026-02-13T20:29:52.980860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2026-02-13T20:29:52.981340] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2026-02-13T20:29:52.982227] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2026-02-13T20:29:52.982281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:52.982314] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:52.982386] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:52.982458] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:53.042105] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:53.042961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:53.043049] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:53.043083] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:53.167692] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:53.167876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:53.167920] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:53.167949] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:53.171754] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=91.77%)
[2026-02-13T20:29:53.172060] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2026-02-13T20:29:53.172225] [INFO ] [sig       ] QQQM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:53.312176] [INFO ] [LOCAL     ] Saved forecast: QQQM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/QQQM.txt
[2026-02-13T20:29:53.312317] [INFO ] [sig       ] [2523/3406] Completed QQQM in 0.3s | 2.84 sym/s | Total: 14.8m | ETA: 5.2m
[2026-02-13T20:29:53.312357] [INFO ] [sig       ] [2524/3406] Forecasting QQQX...
[2026-02-13T20:29:53.312388] [INFO ] [sig       ] Generating forecast for: QQQX
[2026-02-13T20:29:53.312421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2026-02-13T20:29:53.324033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQX'.
[2026-02-13T20:29:53.324405] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2026-02-13T20:29:53.325255] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2026-02-13T20:29:53.325309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:53.325342] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:53.325369] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:53.325435] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:53.384642] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:53.385520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:53.385620] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:53.385654] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:53.511139] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:53.511296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:53.511336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:53.511365] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:53.514810] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: DOWN (p=30.50%)
[2026-02-13T20:29:53.515087] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2026-02-13T20:29:53.515213] [INFO ] [sig       ] QQQX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:53.655804] [INFO ] [LOCAL     ] Saved forecast: QQQX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QQQX.txt
[2026-02-13T20:29:53.655955] [INFO ] [sig       ] [2524/3406] Completed QQQX in 0.3s | 2.84 sym/s | Total: 14.8m | ETA: 5.2m
[2026-02-13T20:29:53.655995] [INFO ] [sig       ] [2525/3406] Forecasting QRHC...
[2026-02-13T20:29:53.656023] [INFO ] [sig       ] Generating forecast for: QRHC
[2026-02-13T20:29:53.656052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2026-02-13T20:29:53.667395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2026-02-13T20:29:53.667802] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2026-02-13T20:29:53.668687] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2026-02-13T20:29:53.668739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:53.668797] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:53.668826] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:53.668882] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:53.726779] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:53.727431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:53.727511] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:53.727543] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:53.847324] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:53.847483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:53.847528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:53.847557] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:53.851216] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2026-02-13T20:29:53.851503] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2026-02-13T20:29:53.851848] [INFO ] [sig       ] QRHC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:53.997294] [INFO ] [LOCAL     ] Saved forecast: QRHC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QRHC.txt
[2026-02-13T20:29:53.997440] [INFO ] [sig       ] [2525/3406] Completed QRHC in 0.3s | 2.84 sym/s | Total: 14.8m | ETA: 5.2m
[2026-02-13T20:29:53.997486] [INFO ] [sig       ] [2526/3406] Forecasting QRVO...
[2026-02-13T20:29:53.997517] [INFO ] [sig       ] Generating forecast for: QRVO
[2026-02-13T20:29:53.997549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2026-02-13T20:29:54.008709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRVO'.
[2026-02-13T20:29:54.009050] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2026-02-13T20:29:54.009873] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2026-02-13T20:29:54.009924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:54.009956] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:54.009982] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:54.010038] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:54.072804] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:54.073530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:54.073631] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:54.073667] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:54.199245] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:54.199395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:54.199435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:54.199468] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:54.203037] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2026-02-13T20:29:54.203319] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2026-02-13T20:29:54.203449] [INFO ] [sig       ] QRVO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:54.359635] [INFO ] [LOCAL     ] Saved forecast: QRVO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/QRVO.txt
[2026-02-13T20:29:54.359974] [INFO ] [sig       ] [2526/3406] Completed QRVO in 0.4s | 2.84 sym/s | Total: 14.8m | ETA: 5.2m
[2026-02-13T20:29:54.360013] [INFO ] [sig       ] [2527/3406] Forecasting QS...
[2026-02-13T20:29:54.360041] [INFO ] [sig       ] Generating forecast for: QS
[2026-02-13T20:29:54.360085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2026-02-13T20:29:54.372191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QS'.
[2026-02-13T20:29:54.372599] [INFO ] [FORECASTER] Starting predict_future for QS
[2026-02-13T20:29:54.373406] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2026-02-13T20:29:54.373460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:54.373494] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:54.373525] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:54.373608] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:54.434425] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:54.435235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:54.435319] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:54.435354] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:54.560543] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:54.560726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:54.560767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:54.560797] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:54.564570] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: DOWN (p=45.69%)
[2026-02-13T20:29:54.564884] [INFO ] [FORECASTER] Completed predict_future for QS
[2026-02-13T20:29:54.565017] [INFO ] [sig       ] QS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:54.715834] [INFO ] [LOCAL     ] Saved forecast: QS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QS.txt
[2026-02-13T20:29:54.715986] [INFO ] [sig       ] [2527/3406] Completed QS in 0.4s | 2.84 sym/s | Total: 14.8m | ETA: 5.2m
[2026-02-13T20:29:54.716025] [INFO ] [sig       ] [2528/3406] Forecasting QTEC...
[2026-02-13T20:29:54.716055] [INFO ] [sig       ] Generating forecast for: QTEC
[2026-02-13T20:29:54.716098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2026-02-13T20:29:54.727355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTEC'.
[2026-02-13T20:29:54.727753] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2026-02-13T20:29:54.728553] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2026-02-13T20:29:54.728639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:54.728671] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:54.728696] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:54.728752] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:54.788632] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:54.789335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:54.789418] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:54.789459] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:54.915678] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:54.915833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:54.915874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:54.915936] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:54.920129] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=60.13%)
[2026-02-13T20:29:54.920437] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2026-02-13T20:29:54.920606] [INFO ] [sig       ] QTEC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:55.067375] [INFO ] [LOCAL     ] Saved forecast: QTEC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/QTEC.txt
[2026-02-13T20:29:55.067552] [INFO ] [sig       ] [2528/3406] Completed QTEC in 0.4s | 2.84 sym/s | Total: 14.8m | ETA: 5.2m
[2026-02-13T20:29:55.067644] [INFO ] [sig       ] [2529/3406] Forecasting QTRX...
[2026-02-13T20:29:55.067676] [INFO ] [sig       ] Generating forecast for: QTRX
[2026-02-13T20:29:55.067710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2026-02-13T20:29:55.080141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2026-02-13T20:29:55.080528] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2026-02-13T20:29:55.081384] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2026-02-13T20:29:55.081446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:55.081487] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:55.081516] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:55.081593] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:55.144130] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:55.145166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:55.145250] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:55.145284] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:55.268231] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:55.268385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:55.268425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:55.268456] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:55.271958] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=34.31%)
[2026-02-13T20:29:55.272235] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2026-02-13T20:29:55.272362] [INFO ] [sig       ] QTRX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:55.434088] [INFO ] [LOCAL     ] Saved forecast: QTRX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QTRX.txt
[2026-02-13T20:29:55.434228] [INFO ] [sig       ] [2529/3406] Completed QTRX in 0.4s | 2.84 sym/s | Total: 14.8m | ETA: 5.1m
[2026-02-13T20:29:55.434269] [INFO ] [sig       ] [2530/3406] Forecasting QTTB...
[2026-02-13T20:29:55.434298] [INFO ] [sig       ] Generating forecast for: QTTB
[2026-02-13T20:29:55.434328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2026-02-13T20:29:55.446295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTTB'.
[2026-02-13T20:29:55.446655] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2026-02-13T20:29:55.447481] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2026-02-13T20:29:55.447537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:55.447799] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:55.447835] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:55.447895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:55.507115] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:55.507878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:55.507960] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:55.507994] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:55.629085] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:55.629239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:55.629277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:55.629306] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:55.633184] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2026-02-13T20:29:55.633461] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2026-02-13T20:29:55.633603] [INFO ] [sig       ] QTTB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:55.775892] [INFO ] [LOCAL     ] Saved forecast: QTTB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/QTTB.txt
[2026-02-13T20:29:55.776045] [INFO ] [sig       ] [2530/3406] Completed QTTB in 0.3s | 2.84 sym/s | Total: 14.9m | ETA: 5.1m
[2026-02-13T20:29:55.776084] [INFO ] [sig       ] [2531/3406] Forecasting QTUM...
[2026-02-13T20:29:55.776113] [INFO ] [sig       ] Generating forecast for: QTUM
[2026-02-13T20:29:55.776144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2026-02-13T20:29:55.787482] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTUM'.
[2026-02-13T20:29:55.787880] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2026-02-13T20:29:55.788736] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2026-02-13T20:29:55.788789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:55.788821] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:55.788848] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:55.788911] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:55.848660] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:55.849512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:55.849617] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:55.849654] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:55.971465] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:55.971639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:55.971680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:55.971709] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:55.975453] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: DOWN (p=30.14%)
[2026-02-13T20:29:55.975779] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2026-02-13T20:29:55.975909] [INFO ] [sig       ] QTUM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:56.115153] [INFO ] [LOCAL     ] Saved forecast: QTUM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QTUM.txt
[2026-02-13T20:29:56.115298] [INFO ] [sig       ] [2531/3406] Completed QTUM in 0.3s | 2.84 sym/s | Total: 14.9m | ETA: 5.1m
[2026-02-13T20:29:56.115338] [INFO ] [sig       ] [2532/3406] Forecasting QTWO...
[2026-02-13T20:29:56.115367] [INFO ] [sig       ] Generating forecast for: QTWO
[2026-02-13T20:29:56.115397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2026-02-13T20:29:56.126217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTWO'.
[2026-02-13T20:29:56.126539] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2026-02-13T20:29:56.127327] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2026-02-13T20:29:56.127378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:56.127410] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:56.127436] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:56.127492] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:56.186068] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:56.186836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:56.186918] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:56.186952] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:56.310027] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:56.310184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:56.310225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:56.310254] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:56.313797] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=58.15%)
[2026-02-13T20:29:56.314085] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2026-02-13T20:29:56.314219] [INFO ] [sig       ] QTWO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:56.456772] [INFO ] [LOCAL     ] Saved forecast: QTWO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/QTWO.txt
[2026-02-13T20:29:56.456903] [INFO ] [sig       ] [2532/3406] Completed QTWO in 0.3s | 2.84 sym/s | Total: 14.9m | ETA: 5.1m
[2026-02-13T20:29:56.456943] [INFO ] [sig       ] [2533/3406] Forecasting QUAD...
[2026-02-13T20:29:56.456974] [INFO ] [sig       ] Generating forecast for: QUAD
[2026-02-13T20:29:56.457005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2026-02-13T20:29:56.467885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUAD'.
[2026-02-13T20:29:56.468223] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2026-02-13T20:29:56.469028] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2026-02-13T20:29:56.469081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:56.469113] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:56.469139] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:56.469200] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:56.528498] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:56.529354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:56.529439] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:56.529475] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:56.652232] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:56.652391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:56.652433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:56.652465] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:56.655968] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2026-02-13T20:29:56.656241] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2026-02-13T20:29:56.656369] [INFO ] [sig       ] QUAD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:56.799133] [INFO ] [LOCAL     ] Saved forecast: QUAD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QUAD.txt
[2026-02-13T20:29:56.799283] [INFO ] [sig       ] [2533/3406] Completed QUAD in 0.3s | 2.84 sym/s | Total: 14.9m | ETA: 5.1m
[2026-02-13T20:29:56.799327] [INFO ] [sig       ] [2534/3406] Forecasting QUIK...
[2026-02-13T20:29:56.799358] [INFO ] [sig       ] Generating forecast for: QUIK
[2026-02-13T20:29:56.799388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2026-02-13T20:29:56.810936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2026-02-13T20:29:56.811348] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2026-02-13T20:29:56.812242] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2026-02-13T20:29:56.812297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:56.812330] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:56.812358] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:56.812457] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:56.872479] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:56.873269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:56.873352] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:56.873385] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:56.994122] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:56.994290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:56.994338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:56.994370] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:56.998013] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: DOWN (p=43.81%)
[2026-02-13T20:29:56.998299] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2026-02-13T20:29:56.998428] [INFO ] [sig       ] QUIK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:57.139649] [INFO ] [LOCAL     ] Saved forecast: QUIK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QUIK.txt
[2026-02-13T20:29:57.139785] [INFO ] [sig       ] [2534/3406] Completed QUIK in 0.3s | 2.84 sym/s | Total: 14.9m | ETA: 5.1m
[2026-02-13T20:29:57.140011] [INFO ] [sig       ] [2535/3406] Forecasting QURE...
[2026-02-13T20:29:57.140042] [INFO ] [sig       ] Generating forecast for: QURE
[2026-02-13T20:29:57.140071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2026-02-13T20:29:57.152206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2026-02-13T20:29:57.152627] [INFO ] [FORECASTER] Starting predict_future for QURE
[2026-02-13T20:29:57.153431] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2026-02-13T20:29:57.153486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:57.153527] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:57.153563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:57.153659] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:57.213222] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:57.214005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:57.214118] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:57.214153] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:57.341795] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:57.341951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:57.341991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:57.342021] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:57.345628] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=8.01%)
[2026-02-13T20:29:57.345935] [INFO ] [FORECASTER] Completed predict_future for QURE
[2026-02-13T20:29:57.346085] [INFO ] [sig       ] QURE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:57.488937] [INFO ] [LOCAL     ] Saved forecast: QURE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QURE.txt
[2026-02-13T20:29:57.489073] [INFO ] [sig       ] [2535/3406] Completed QURE in 0.3s | 2.84 sym/s | Total: 14.9m | ETA: 5.1m
[2026-02-13T20:29:57.489113] [INFO ] [sig       ] [2536/3406] Forecasting QVAL...
[2026-02-13T20:29:57.489142] [INFO ] [sig       ] Generating forecast for: QVAL
[2026-02-13T20:29:57.489172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2026-02-13T20:29:57.500371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2026-02-13T20:29:57.500753] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2026-02-13T20:29:57.501549] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2026-02-13T20:29:57.501655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:57.501692] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:57.501720] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:57.501779] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:57.562044] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:57.562931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:57.563017] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:57.563051] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:57.684585] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:57.684747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:57.684789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:57.684818] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:57.688506] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: DOWN (p=4.11%)
[2026-02-13T20:29:57.688838] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2026-02-13T20:29:57.688974] [INFO ] [sig       ] QVAL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:57.835238] [INFO ] [LOCAL     ] Saved forecast: QVAL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QVAL.txt
[2026-02-13T20:29:57.835386] [INFO ] [sig       ] [2536/3406] Completed QVAL in 0.3s | 2.84 sym/s | Total: 14.9m | ETA: 5.1m
[2026-02-13T20:29:57.835426] [INFO ] [sig       ] [2537/3406] Forecasting QVCC...
[2026-02-13T20:29:57.835456] [INFO ] [sig       ] Generating forecast for: QVCC
[2026-02-13T20:29:57.835486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2026-02-13T20:29:57.846384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2026-02-13T20:29:57.846743] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2026-02-13T20:29:57.847654] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2026-02-13T20:29:57.847713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:57.847747] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:57.847775] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:57.847833] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:57.906950] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:57.907700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:57.907784] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:57.907818] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:58.037964] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:58.038144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:58.038187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:58.038217] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:58.042366] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=45.70%)
[2026-02-13T20:29:58.042704] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2026-02-13T20:29:58.042859] [INFO ] [sig       ] QVCC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:58.190692] [INFO ] [LOCAL     ] Saved forecast: QVCC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/QVCC.txt
[2026-02-13T20:29:58.190863] [INFO ] [sig       ] [2537/3406] Completed QVCC in 0.4s | 2.84 sym/s | Total: 14.9m | ETA: 5.1m
[2026-02-13T20:29:58.190912] [INFO ] [sig       ] [2538/3406] Forecasting QYLD...
[2026-02-13T20:29:58.190946] [INFO ] [sig       ] Generating forecast for: QYLD
[2026-02-13T20:29:58.190987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2026-02-13T20:29:58.203349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLD'.
[2026-02-13T20:29:58.203724] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2026-02-13T20:29:58.204597] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2026-02-13T20:29:58.204652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:58.204687] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:58.204717] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:58.204799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:58.264831] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:58.265637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:58.265755] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:58.265792] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:58.385630] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:58.385792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:58.385834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:58.385865] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:58.389405] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=91.64%)
[2026-02-13T20:29:58.389714] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2026-02-13T20:29:58.389845] [INFO ] [sig       ] QYLD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:58.537364] [INFO ] [LOCAL     ] Saved forecast: QYLD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/QYLD.txt
[2026-02-13T20:29:58.537602] [INFO ] [sig       ] [2538/3406] Completed QYLD in 0.3s | 2.84 sym/s | Total: 14.9m | ETA: 5.1m
[2026-02-13T20:29:58.537659] [INFO ] [sig       ] [2539/3406] Forecasting QYLG...
[2026-02-13T20:29:58.537695] [INFO ] [sig       ] Generating forecast for: QYLG
[2026-02-13T20:29:58.537729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2026-02-13T20:29:58.548891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2026-02-13T20:29:58.549239] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2026-02-13T20:29:58.550059] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2026-02-13T20:29:58.550111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:58.550143] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:58.550169] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:58.550226] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:58.608109] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:58.608928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:58.609011] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:58.609044] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:58.726685] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:58.726842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:58.726882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:58.726910] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:58.730309] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: UP (p=64.96%)
[2026-02-13T20:29:58.730606] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2026-02-13T20:29:58.730733] [INFO ] [sig       ] QYLG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:29:58.874442] [INFO ] [LOCAL     ] Saved forecast: QYLG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/QYLG.txt
[2026-02-13T20:29:58.874633] [INFO ] [sig       ] [2539/3406] Completed QYLG in 0.3s | 2.84 sym/s | Total: 14.9m | ETA: 5.1m
[2026-02-13T20:29:58.874681] [INFO ] [sig       ] [2540/3406] Forecasting RA...
[2026-02-13T20:29:58.874711] [INFO ] [sig       ] Generating forecast for: RA
[2026-02-13T20:29:58.874923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2026-02-13T20:29:58.887817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2026-02-13T20:29:58.888234] [INFO ] [FORECASTER] Starting predict_future for RA
[2026-02-13T20:29:58.889096] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2026-02-13T20:29:58.889150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:58.889183] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:58.889211] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:58.889269] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:58.950049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:58.950983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:58.951073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:58.951107] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:59.074212] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:59.074366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:59.074406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:59.074435] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:59.077864] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=1.79%)
[2026-02-13T20:29:59.078164] [INFO ] [FORECASTER] Completed predict_future for RA
[2026-02-13T20:29:59.078297] [INFO ] [sig       ] RA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:59.225419] [INFO ] [LOCAL     ] Saved forecast: RA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RA.txt
[2026-02-13T20:29:59.225564] [INFO ] [sig       ] [2540/3406] Completed RA in 0.4s | 2.84 sym/s | Total: 14.9m | ETA: 5.1m
[2026-02-13T20:29:59.225621] [INFO ] [sig       ] [2541/3406] Forecasting RACE...
[2026-02-13T20:29:59.225655] [INFO ] [sig       ] Generating forecast for: RACE
[2026-02-13T20:29:59.225685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2026-02-13T20:29:59.237735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2026-02-13T20:29:59.238104] [INFO ] [FORECASTER] Starting predict_future for RACE
[2026-02-13T20:29:59.238982] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2026-02-13T20:29:59.239036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:59.239069] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:59.239096] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:59.239154] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:59.300638] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:59.301435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:59.301521] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:59.301562] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:59.426911] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:59.427067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:59.427110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:59.427141] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:59.430855] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: DOWN (p=47.22%)
[2026-02-13T20:29:59.431191] [INFO ] [FORECASTER] Completed predict_future for RACE
[2026-02-13T20:29:59.431328] [INFO ] [sig       ] RACE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:59.575791] [INFO ] [LOCAL     ] Saved forecast: RACE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RACE.txt
[2026-02-13T20:29:59.575937] [INFO ] [sig       ] [2541/3406] Completed RACE in 0.4s | 2.84 sym/s | Total: 14.9m | ETA: 5.1m
[2026-02-13T20:29:59.575985] [INFO ] [sig       ] [2542/3406] Forecasting RAIL...
[2026-02-13T20:29:59.576017] [INFO ] [sig       ] Generating forecast for: RAIL
[2026-02-13T20:29:59.576048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2026-02-13T20:29:59.587400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2026-02-13T20:29:59.587776] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2026-02-13T20:29:59.588623] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2026-02-13T20:29:59.588684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:59.588745] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:59.588775] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:59.588835] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:29:59.650113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:29:59.650911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:29:59.650996] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:29:59.651036] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:29:59.774314] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:29:59.774467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:29:59.774506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:29:59.774534] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:29:59.777951] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: DOWN (p=35.53%)
[2026-02-13T20:29:59.778233] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2026-02-13T20:29:59.778363] [INFO ] [sig       ] RAIL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:29:59.935419] [INFO ] [LOCAL     ] Saved forecast: RAIL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RAIL.txt
[2026-02-13T20:29:59.935611] [INFO ] [sig       ] [2542/3406] Completed RAIL in 0.4s | 2.84 sym/s | Total: 14.9m | ETA: 5.1m
[2026-02-13T20:29:59.935675] [INFO ] [sig       ] [2543/3406] Forecasting RAMP...
[2026-02-13T20:29:59.935705] [INFO ] [sig       ] Generating forecast for: RAMP
[2026-02-13T20:29:59.935737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2026-02-13T20:29:59.947018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2026-02-13T20:29:59.947418] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2026-02-13T20:29:59.948302] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2026-02-13T20:29:59.948358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:29:59.948392] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:29:59.948420] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:29:59.948478] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:00.008688] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:00.009601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:00.009705] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:00.009741] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:00.139444] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:00.139638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:00.139681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:00.139711] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:00.143306] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=55.47%)
[2026-02-13T20:30:00.143631] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2026-02-13T20:30:00.143792] [INFO ] [sig       ] RAMP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:00.288160] [INFO ] [LOCAL     ] Saved forecast: RAMP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RAMP.txt
[2026-02-13T20:30:00.288310] [INFO ] [sig       ] [2543/3406] Completed RAMP in 0.4s | 2.84 sym/s | Total: 14.9m | ETA: 5.1m
[2026-02-13T20:30:00.288353] [INFO ] [sig       ] [2544/3406] Forecasting RARE...
[2026-02-13T20:30:00.288384] [INFO ] [sig       ] Generating forecast for: RARE
[2026-02-13T20:30:00.288415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2026-02-13T20:30:00.302322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2026-02-13T20:30:00.302758] [INFO ] [FORECASTER] Starting predict_future for RARE
[2026-02-13T20:30:00.303672] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2026-02-13T20:30:00.303735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:00.303774] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:00.303812] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:00.303878] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:00.365418] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:00.366519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:00.366640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:00.366684] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:00.488843] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:00.488964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:00.489004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:00.489034] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:00.492613] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2026-02-13T20:30:00.492934] [INFO ] [FORECASTER] Completed predict_future for RARE
[2026-02-13T20:30:00.493072] [INFO ] [sig       ] RARE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:00.635703] [INFO ] [LOCAL     ] Saved forecast: RARE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RARE.txt
[2026-02-13T20:30:00.635849] [INFO ] [sig       ] [2544/3406] Completed RARE in 0.3s | 2.84 sym/s | Total: 14.9m | ETA: 5.1m
[2026-02-13T20:30:00.635888] [INFO ] [sig       ] [2545/3406] Forecasting RAVE...
[2026-02-13T20:30:00.635919] [INFO ] [sig       ] Generating forecast for: RAVE
[2026-02-13T20:30:00.635950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2026-02-13T20:30:00.649709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2026-02-13T20:30:00.650272] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2026-02-13T20:30:00.651078] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2026-02-13T20:30:00.651130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:00.651162] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:00.651188] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:00.651244] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:00.709754] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:00.710796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:00.710880] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:00.710914] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:00.821700] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:00.821841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:00.821880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:00.821937] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:00.825759] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: DOWN (p=12.52%)
[2026-02-13T20:30:00.826050] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2026-02-13T20:30:00.826185] [INFO ] [sig       ] RAVE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:00.969453] [INFO ] [LOCAL     ] Saved forecast: RAVE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RAVE.txt
[2026-02-13T20:30:00.969640] [INFO ] [sig       ] [2545/3406] Completed RAVE in 0.3s | 2.84 sym/s | Total: 14.9m | ETA: 5.1m
[2026-02-13T20:30:00.969693] [INFO ] [sig       ] [2546/3406] Forecasting RAY...
[2026-02-13T20:30:00.969730] [INFO ] [sig       ] Generating forecast for: RAY
[2026-02-13T20:30:00.969767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2026-02-13T20:30:00.981306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2026-02-13T20:30:00.981683] [INFO ] [FORECASTER] Starting predict_future for RAY
[2026-02-13T20:30:00.982463] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2026-02-13T20:30:00.982515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:00.982546] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:00.982591] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:00.982651] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:01.039363] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:01.040187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:01.040273] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:01.040306] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:01.159460] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:01.159641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:01.159684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:01.159712] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:01.163175] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=23.02%)
[2026-02-13T20:30:01.163482] [INFO ] [FORECASTER] Completed predict_future for RAY
[2026-02-13T20:30:01.163651] [INFO ] [sig       ] RAY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:01.357060] [INFO ] [LOCAL     ] Saved forecast: RAY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RAY.txt
[2026-02-13T20:30:01.357307] [INFO ] [sig       ] [2546/3406] Completed RAY in 0.4s | 2.84 sym/s | Total: 14.9m | ETA: 5.0m
[2026-02-13T20:30:01.357382] [INFO ] [sig       ] [2547/3406] Forecasting RBA...
[2026-02-13T20:30:01.357421] [INFO ] [sig       ] Generating forecast for: RBA
[2026-02-13T20:30:01.357459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2026-02-13T20:30:01.383887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2026-02-13T20:30:01.384740] [INFO ] [FORECASTER] Starting predict_future for RBA
[2026-02-13T20:30:01.386924] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2026-02-13T20:30:01.387084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:01.387165] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:01.387210] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:01.387305] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:01.470257] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:01.471898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:01.472532] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:01.472739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:01.655200] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:01.655419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:01.655479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:01.655522] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:01.662026] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: UP (p=70.42%)
[2026-02-13T20:30:01.662695] [INFO ] [FORECASTER] Completed predict_future for RBA
[2026-02-13T20:30:01.662959] [INFO ] [sig       ] RBA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:01.882525] [INFO ] [LOCAL     ] Saved forecast: RBA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RBA.txt
[2026-02-13T20:30:01.882774] [INFO ] [sig       ] [2547/3406] Completed RBA in 0.5s | 2.84 sym/s | Total: 15.0m | ETA: 5.0m
[2026-02-13T20:30:01.882843] [INFO ] [sig       ] [2548/3406] Forecasting RBB...
[2026-02-13T20:30:01.882885] [INFO ] [sig       ] Generating forecast for: RBB
[2026-02-13T20:30:01.882923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2026-02-13T20:30:01.901942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2026-02-13T20:30:01.902479] [INFO ] [FORECASTER] Starting predict_future for RBB
[2026-02-13T20:30:01.903703] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2026-02-13T20:30:01.903768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:01.903807] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:01.903839] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:01.904012] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:01.992596] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:01.993805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:01.993941] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:01.993982] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:02.196722] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:02.196913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:02.196984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:02.197032] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:02.202153] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2026-02-13T20:30:02.202718] [INFO ] [FORECASTER] Completed predict_future for RBB
[2026-02-13T20:30:02.202931] [INFO ] [sig       ] RBB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:02.454978] [INFO ] [LOCAL     ] Saved forecast: RBB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RBB.txt
[2026-02-13T20:30:02.455241] [INFO ] [sig       ] [2548/3406] Completed RBB in 0.6s | 2.84 sym/s | Total: 15.0m | ETA: 5.0m
[2026-02-13T20:30:02.455315] [INFO ] [sig       ] [2549/3406] Forecasting RBC...
[2026-02-13T20:30:02.455366] [INFO ] [sig       ] Generating forecast for: RBC
[2026-02-13T20:30:02.455417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2026-02-13T20:30:02.478447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2026-02-13T20:30:02.478991] [INFO ] [FORECASTER] Starting predict_future for RBC
[2026-02-13T20:30:02.480070] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2026-02-13T20:30:02.480137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:02.480180] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:02.480216] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:02.480296] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:02.569865] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:02.571192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:02.571313] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:02.571371] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:02.757979] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:02.758152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:02.758222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:02.758277] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:02.763991] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: UP (p=97.94%)
[2026-02-13T20:30:02.764552] [INFO ] [FORECASTER] Completed predict_future for RBC
[2026-02-13T20:30:02.764828] [INFO ] [sig       ] RBC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:02.926473] [INFO ] [LOCAL     ] Saved forecast: RBC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RBC.txt
[2026-02-13T20:30:02.926676] [INFO ] [sig       ] [2549/3406] Completed RBC in 0.5s | 2.84 sym/s | Total: 15.0m | ETA: 5.0m
[2026-02-13T20:30:02.926723] [INFO ] [sig       ] [2550/3406] Forecasting RBCAA...
[2026-02-13T20:30:02.926754] [INFO ] [sig       ] Generating forecast for: RBCAA
[2026-02-13T20:30:02.926784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2026-02-13T20:30:02.940862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2026-02-13T20:30:02.941289] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2026-02-13T20:30:02.942244] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2026-02-13T20:30:02.942301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:02.942335] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:02.942362] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:02.942420] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:02.999192] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:03.000126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:03.000221] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:03.000256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:03.116451] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:03.116602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:03.116644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:03.116672] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:03.120498] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: UP (p=86.58%)
[2026-02-13T20:30:03.120885] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2026-02-13T20:30:03.121038] [INFO ] [sig       ] RBCAA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:03.268052] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RBCAA.txt
[2026-02-13T20:30:03.268191] [INFO ] [sig       ] [2550/3406] Completed RBCAA in 0.3s | 2.84 sym/s | Total: 15.0m | ETA: 5.0m
[2026-02-13T20:30:03.268240] [INFO ] [sig       ] [2551/3406] Forecasting RBLX...
[2026-02-13T20:30:03.268271] [INFO ] [sig       ] Generating forecast for: RBLX
[2026-02-13T20:30:03.268299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2026-02-13T20:30:03.281119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2026-02-13T20:30:03.281542] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2026-02-13T20:30:03.282655] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2026-02-13T20:30:03.282711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:03.282744] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:03.282771] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:03.282828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:03.343255] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:03.344236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:03.344350] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:03.344392] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:03.477406] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:03.477615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:03.477662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:03.477691] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:03.481376] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: UP (p=94.40%)
[2026-02-13T20:30:03.481712] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2026-02-13T20:30:03.481857] [INFO ] [sig       ] RBLX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:03.627232] [INFO ] [LOCAL     ] Saved forecast: RBLX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RBLX.txt
[2026-02-13T20:30:03.627402] [INFO ] [sig       ] [2551/3406] Completed RBLX in 0.4s | 2.84 sym/s | Total: 15.0m | ETA: 5.0m
[2026-02-13T20:30:03.627443] [INFO ] [sig       ] [2552/3406] Forecasting RC...
[2026-02-13T20:30:03.627474] [INFO ] [sig       ] Generating forecast for: RC
[2026-02-13T20:30:03.627503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2026-02-13T20:30:03.638992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2026-02-13T20:30:03.639412] [INFO ] [FORECASTER] Starting predict_future for RC
[2026-02-13T20:30:03.640286] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2026-02-13T20:30:03.640343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:03.640375] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:03.640402] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:03.640460] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:03.700138] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:03.701077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:03.701203] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:03.701238] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:03.831035] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:03.831198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:03.831239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:03.831271] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:03.834849] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: DOWN (p=5.30%)
[2026-02-13T20:30:03.835150] [INFO ] [FORECASTER] Completed predict_future for RC
[2026-02-13T20:30:03.835332] [INFO ] [sig       ] RC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:03.976477] [INFO ] [LOCAL     ] Saved forecast: RC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RC.txt
[2026-02-13T20:30:03.976663] [INFO ] [sig       ] [2552/3406] Completed RC in 0.3s | 2.84 sym/s | Total: 15.0m | ETA: 5.0m
[2026-02-13T20:30:03.976706] [INFO ] [sig       ] [2553/3406] Forecasting RCEL...
[2026-02-13T20:30:03.976736] [INFO ] [sig       ] Generating forecast for: RCEL
[2026-02-13T20:30:03.976767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2026-02-13T20:30:03.987796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCEL'.
[2026-02-13T20:30:03.988376] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2026-02-13T20:30:03.989193] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2026-02-13T20:30:03.989245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:03.989277] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:03.989304] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:03.989361] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:04.046666] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:04.047546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:04.047675] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:04.047710] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:04.178975] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:04.179111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:04.179151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:04.179179] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:04.182552] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: DOWN (p=43.48%)
[2026-02-13T20:30:04.182851] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2026-02-13T20:30:04.182979] [INFO ] [sig       ] RCEL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:04.323009] [INFO ] [LOCAL     ] Saved forecast: RCEL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RCEL.txt
[2026-02-13T20:30:04.323137] [INFO ] [sig       ] [2553/3406] Completed RCEL in 0.3s | 2.84 sym/s | Total: 15.0m | ETA: 5.0m
[2026-02-13T20:30:04.323178] [INFO ] [sig       ] [2554/3406] Forecasting RCI...
[2026-02-13T20:30:04.323207] [INFO ] [sig       ] Generating forecast for: RCI
[2026-02-13T20:30:04.323236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2026-02-13T20:30:04.334970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCI'.
[2026-02-13T20:30:04.335311] [INFO ] [FORECASTER] Starting predict_future for RCI
[2026-02-13T20:30:04.336315] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2026-02-13T20:30:04.336367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:04.336399] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:04.336425] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:04.336481] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:04.395789] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:04.396601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:04.396685] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:04.396719] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:04.517255] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:04.517384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:04.517422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:04.517465] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:04.520944] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: DOWN (p=25.07%)
[2026-02-13T20:30:04.521222] [INFO ] [FORECASTER] Completed predict_future for RCI
[2026-02-13T20:30:04.521349] [INFO ] [sig       ] RCI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:04.660264] [INFO ] [LOCAL     ] Saved forecast: RCI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RCI.txt
[2026-02-13T20:30:04.660408] [INFO ] [sig       ] [2554/3406] Completed RCI in 0.3s | 2.84 sym/s | Total: 15.0m | ETA: 5.0m
[2026-02-13T20:30:04.660448] [INFO ] [sig       ] [2555/3406] Forecasting RCKY...
[2026-02-13T20:30:04.660479] [INFO ] [sig       ] Generating forecast for: RCKY
[2026-02-13T20:30:04.660509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2026-02-13T20:30:04.671658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2026-02-13T20:30:04.672202] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2026-02-13T20:30:04.673026] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2026-02-13T20:30:04.673079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:04.673111] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:04.673138] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:04.673195] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:04.730351] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:04.731139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:04.731220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:04.731252] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:04.851802] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:04.851938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:04.851977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:04.852005] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:04.855398] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=8.66%)
[2026-02-13T20:30:04.855706] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2026-02-13T20:30:04.855852] [INFO ] [sig       ] RCKY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:04.997508] [INFO ] [LOCAL     ] Saved forecast: RCKY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RCKY.txt
[2026-02-13T20:30:04.997702] [INFO ] [sig       ] [2555/3406] Completed RCKY in 0.3s | 2.84 sym/s | Total: 15.0m | ETA: 5.0m
[2026-02-13T20:30:04.997746] [INFO ] [sig       ] [2556/3406] Forecasting RCL...
[2026-02-13T20:30:04.997775] [INFO ] [sig       ] Generating forecast for: RCL
[2026-02-13T20:30:04.997804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2026-02-13T20:30:05.008484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2026-02-13T20:30:05.008851] [INFO ] [FORECASTER] Starting predict_future for RCL
[2026-02-13T20:30:05.009660] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2026-02-13T20:30:05.009723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:05.009761] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:05.009794] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:05.009856] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:05.066069] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:05.066749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:05.066856] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:05.066889] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:05.189141] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:05.189297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:05.189335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:05.189364] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:05.192840] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: DOWN (p=9.57%)
[2026-02-13T20:30:05.193340] [INFO ] [FORECASTER] Completed predict_future for RCL
[2026-02-13T20:30:05.193467] [INFO ] [sig       ] RCL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:05.330990] [INFO ] [LOCAL     ] Saved forecast: RCL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RCL.txt
[2026-02-13T20:30:05.331114] [INFO ] [sig       ] [2556/3406] Completed RCL in 0.3s | 2.84 sym/s | Total: 15.0m | ETA: 5.0m
[2026-02-13T20:30:05.331154] [INFO ] [sig       ] [2557/3406] Forecasting RCS...
[2026-02-13T20:30:05.331183] [INFO ] [sig       ] Generating forecast for: RCS
[2026-02-13T20:30:05.331213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2026-02-13T20:30:05.343361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2026-02-13T20:30:05.343718] [INFO ] [FORECASTER] Starting predict_future for RCS
[2026-02-13T20:30:05.344714] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2026-02-13T20:30:05.344764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:05.344795] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:05.344821] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:05.344887] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:05.402519] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:05.403146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:05.403224] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:05.403256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:05.522835] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:05.522994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:05.523033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:05.523062] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:05.526560] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=74.13%)
[2026-02-13T20:30:05.526887] [INFO ] [FORECASTER] Completed predict_future for RCS
[2026-02-13T20:30:05.527018] [INFO ] [sig       ] RCS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:05.669094] [INFO ] [LOCAL     ] Saved forecast: RCS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RCS.txt
[2026-02-13T20:30:05.669247] [INFO ] [sig       ] [2557/3406] Completed RCS in 0.3s | 2.84 sym/s | Total: 15.0m | ETA: 5.0m
[2026-02-13T20:30:05.669287] [INFO ] [sig       ] [2558/3406] Forecasting RCUS...
[2026-02-13T20:30:05.669318] [INFO ] [sig       ] Generating forecast for: RCUS
[2026-02-13T20:30:05.669346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2026-02-13T20:30:05.680521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCUS'.
[2026-02-13T20:30:05.680887] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2026-02-13T20:30:05.681700] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2026-02-13T20:30:05.681753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:05.681786] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:05.681829] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:05.681886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:05.747185] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:05.748279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:05.748365] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:05.748405] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:05.873496] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:05.873674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:05.873715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:05.873744] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:05.877143] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2026-02-13T20:30:05.877428] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2026-02-13T20:30:05.877555] [INFO ] [sig       ] RCUS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:06.024473] [INFO ] [LOCAL     ] Saved forecast: RCUS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RCUS.txt
[2026-02-13T20:30:06.024674] [INFO ] [sig       ] [2558/3406] Completed RCUS in 0.4s | 2.84 sym/s | Total: 15.0m | ETA: 5.0m
[2026-02-13T20:30:06.024731] [INFO ] [sig       ] [2559/3406] Forecasting RDCM...
[2026-02-13T20:30:06.024773] [INFO ] [sig       ] Generating forecast for: RDCM
[2026-02-13T20:30:06.024806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2026-02-13T20:30:06.038052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDCM'.
[2026-02-13T20:30:06.038483] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2026-02-13T20:30:06.039422] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2026-02-13T20:30:06.039479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:06.039543] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:06.039609] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:06.039678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:06.109873] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:06.110912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:06.111025] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:06.111068] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:06.246531] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:06.246719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:06.246773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:06.246811] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:06.250616] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: UP (p=60.71%)
[2026-02-13T20:30:06.250968] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2026-02-13T20:30:06.251121] [INFO ] [sig       ] RDCM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:06.403885] [INFO ] [LOCAL     ] Saved forecast: RDCM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RDCM.txt
[2026-02-13T20:30:06.404045] [INFO ] [sig       ] [2559/3406] Completed RDCM in 0.4s | 2.84 sym/s | Total: 15.0m | ETA: 5.0m
[2026-02-13T20:30:06.404085] [INFO ] [sig       ] [2560/3406] Forecasting RDVY...
[2026-02-13T20:30:06.404116] [INFO ] [sig       ] Generating forecast for: RDVY
[2026-02-13T20:30:06.404145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2026-02-13T20:30:06.415119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2026-02-13T20:30:06.415418] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2026-02-13T20:30:06.416219] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2026-02-13T20:30:06.416271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:06.416302] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:06.416329] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:06.416385] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:06.474603] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:06.475445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:06.475526] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:06.475558] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:06.598418] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:06.598596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:06.598638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:06.598666] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:06.602294] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: UP (p=54.46%)
[2026-02-13T20:30:06.602606] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2026-02-13T20:30:06.602745] [INFO ] [sig       ] RDVY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:06.761724] [INFO ] [LOCAL     ] Saved forecast: RDVY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RDVY.txt
[2026-02-13T20:30:06.761892] [INFO ] [sig       ] [2560/3406] Completed RDVY in 0.4s | 2.84 sym/s | Total: 15.0m | ETA: 5.0m
[2026-02-13T20:30:06.761934] [INFO ] [sig       ] [2561/3406] Forecasting RDY...
[2026-02-13T20:30:06.761964] [INFO ] [sig       ] Generating forecast for: RDY
[2026-02-13T20:30:06.761994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2026-02-13T20:30:06.773358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2026-02-13T20:30:06.773715] [INFO ] [FORECASTER] Starting predict_future for RDY
[2026-02-13T20:30:06.774564] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2026-02-13T20:30:06.774644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:06.774680] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:06.774713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:06.774799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:06.832429] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:06.833292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:06.833386] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:06.833426] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:06.961544] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:06.961733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:06.961775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:06.961803] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:06.965957] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=57.02%)
[2026-02-13T20:30:06.966263] [INFO ] [FORECASTER] Completed predict_future for RDY
[2026-02-13T20:30:06.966407] [INFO ] [sig       ] RDY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:07.136347] [INFO ] [LOCAL     ] Saved forecast: RDY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RDY.txt
[2026-02-13T20:30:07.136505] [INFO ] [sig       ] [2561/3406] Completed RDY in 0.4s | 2.84 sym/s | Total: 15.0m | ETA: 5.0m
[2026-02-13T20:30:07.136548] [INFO ] [sig       ] [2562/3406] Forecasting REAL...
[2026-02-13T20:30:07.136600] [INFO ] [sig       ] Generating forecast for: REAL
[2026-02-13T20:30:07.136642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2026-02-13T20:30:07.148878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2026-02-13T20:30:07.149475] [INFO ] [FORECASTER] Starting predict_future for REAL
[2026-02-13T20:30:07.150386] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2026-02-13T20:30:07.150442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:07.150474] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:07.150501] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:07.150559] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:07.212927] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:07.213999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:07.214109] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:07.214147] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:07.355759] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:07.355928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:07.355971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:07.356035] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:07.359645] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=49.10%)
[2026-02-13T20:30:07.359938] [INFO ] [FORECASTER] Completed predict_future for REAL
[2026-02-13T20:30:07.360075] [INFO ] [sig       ] REAL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:07.507089] [INFO ] [LOCAL     ] Saved forecast: REAL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/REAL.txt
[2026-02-13T20:30:07.507260] [INFO ] [sig       ] [2562/3406] Completed REAL in 0.4s | 2.84 sym/s | Total: 15.0m | ETA: 5.0m
[2026-02-13T20:30:07.507304] [INFO ] [sig       ] [2563/3406] Forecasting REAX...
[2026-02-13T20:30:07.507337] [INFO ] [sig       ] Generating forecast for: REAX
[2026-02-13T20:30:07.507371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2026-02-13T20:30:07.519792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2026-02-13T20:30:07.520182] [INFO ] [FORECASTER] Starting predict_future for REAX
[2026-02-13T20:30:07.521040] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2026-02-13T20:30:07.521094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:07.521127] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:07.521153] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:07.521209] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:07.581078] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:07.581850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:07.581932] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:07.581965] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:07.700960] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:07.701118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:07.701157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:07.701185] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:07.704629] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: UP (p=97.74%)
[2026-02-13T20:30:07.704910] [INFO ] [FORECASTER] Completed predict_future for REAX
[2026-02-13T20:30:07.705039] [INFO ] [sig       ] REAX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:07.845440] [INFO ] [LOCAL     ] Saved forecast: REAX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/REAX.txt
[2026-02-13T20:30:07.845616] [INFO ] [sig       ] [2563/3406] Completed REAX in 0.3s | 2.84 sym/s | Total: 15.1m | ETA: 5.0m
[2026-02-13T20:30:07.845660] [INFO ] [sig       ] [2564/3406] Forecasting REBN...
[2026-02-13T20:30:07.845689] [INFO ] [sig       ] Generating forecast for: REBN
[2026-02-13T20:30:07.845719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2026-02-13T20:30:07.858411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2026-02-13T20:30:07.858881] [INFO ] [FORECASTER] Starting predict_future for REBN
[2026-02-13T20:30:07.859744] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2026-02-13T20:30:07.859803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:07.859837] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:07.859865] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:07.859924] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:07.920521] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:07.921454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:07.921541] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:07.921595] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:08.043436] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:08.043618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:08.043660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:08.043691] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:08.047213] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: UP (p=81.20%)
[2026-02-13T20:30:08.047498] [INFO ] [FORECASTER] Completed predict_future for REBN
[2026-02-13T20:30:08.047720] [INFO ] [sig       ] REBN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:08.193354] [INFO ] [LOCAL     ] Saved forecast: REBN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/REBN.txt
[2026-02-13T20:30:08.193505] [INFO ] [sig       ] [2564/3406] Completed REBN in 0.3s | 2.84 sym/s | Total: 15.1m | ETA: 4.9m
[2026-02-13T20:30:08.193547] [INFO ] [sig       ] [2565/3406] Forecasting REFI...
[2026-02-13T20:30:08.193594] [INFO ] [sig       ] Generating forecast for: REFI
[2026-02-13T20:30:08.193628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2026-02-13T20:30:08.205192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2026-02-13T20:30:08.205531] [INFO ] [FORECASTER] Starting predict_future for REFI
[2026-02-13T20:30:08.206329] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2026-02-13T20:30:08.206381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:08.206414] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:08.206441] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:08.206497] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:08.270413] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:08.271399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:08.271491] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:08.271525] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:08.416344] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:08.416504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:08.416546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:08.416613] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:08.420789] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: UP (p=87.76%)
[2026-02-13T20:30:08.421272] [INFO ] [FORECASTER] Completed predict_future for REFI
[2026-02-13T20:30:08.421407] [INFO ] [sig       ] REFI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:08.568088] [INFO ] [LOCAL     ] Saved forecast: REFI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/REFI.txt
[2026-02-13T20:30:08.568250] [INFO ] [sig       ] [2565/3406] Completed REFI in 0.4s | 2.84 sym/s | Total: 15.1m | ETA: 4.9m
[2026-02-13T20:30:08.568292] [INFO ] [sig       ] [2566/3406] Forecasting REG...
[2026-02-13T20:30:08.568322] [INFO ] [sig       ] Generating forecast for: REG
[2026-02-13T20:30:08.568352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2026-02-13T20:30:08.579114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2026-02-13T20:30:08.579480] [INFO ] [FORECASTER] Starting predict_future for REG
[2026-02-13T20:30:08.580383] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2026-02-13T20:30:08.580437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:08.580469] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:08.580495] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:08.580550] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:08.637223] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:08.638134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:08.638219] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:08.638252] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:08.758157] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:08.758309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:08.758347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:08.758375] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:08.761760] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2026-02-13T20:30:08.762041] [INFO ] [FORECASTER] Completed predict_future for REG
[2026-02-13T20:30:08.762168] [INFO ] [sig       ] REG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:08.907828] [INFO ] [LOCAL     ] Saved forecast: REG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/REG.txt
[2026-02-13T20:30:08.908017] [INFO ] [sig       ] [2566/3406] Completed REG in 0.3s | 2.84 sym/s | Total: 15.1m | ETA: 4.9m
[2026-02-13T20:30:08.908061] [INFO ] [sig       ] [2567/3406] Forecasting REGN...
[2026-02-13T20:30:08.908098] [INFO ] [sig       ] Generating forecast for: REGN
[2026-02-13T20:30:08.908129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2026-02-13T20:30:08.919519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2026-02-13T20:30:08.919933] [INFO ] [FORECASTER] Starting predict_future for REGN
[2026-02-13T20:30:08.920779] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2026-02-13T20:30:08.920837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:08.920869] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:08.920895] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:08.921141] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:08.980926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:08.982016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:08.982107] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:08.982140] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:09.103268] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:09.103436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:09.103476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:09.103504] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:09.107016] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=1.11%)
[2026-02-13T20:30:09.107329] [INFO ] [FORECASTER] Completed predict_future for REGN
[2026-02-13T20:30:09.107485] [INFO ] [sig       ] REGN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:09.246747] [INFO ] [LOCAL     ] Saved forecast: REGN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/REGN.txt
[2026-02-13T20:30:09.246897] [INFO ] [sig       ] [2567/3406] Completed REGN in 0.3s | 2.84 sym/s | Total: 15.1m | ETA: 4.9m
[2026-02-13T20:30:09.246937] [INFO ] [sig       ] [2568/3406] Forecasting RELL...
[2026-02-13T20:30:09.246966] [INFO ] [sig       ] Generating forecast for: RELL
[2026-02-13T20:30:09.247165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2026-02-13T20:30:09.259701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2026-02-13T20:30:09.260229] [INFO ] [FORECASTER] Starting predict_future for RELL
[2026-02-13T20:30:09.261077] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2026-02-13T20:30:09.261130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:09.261162] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:09.261188] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:09.261244] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:09.318821] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:09.319508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:09.319607] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:09.319642] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:09.439701] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:09.439859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:09.439899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:09.439927] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:09.443310] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: UP (p=52.53%)
[2026-02-13T20:30:09.443607] [INFO ] [FORECASTER] Completed predict_future for RELL
[2026-02-13T20:30:09.443737] [INFO ] [sig       ] RELL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:09.586889] [INFO ] [LOCAL     ] Saved forecast: RELL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RELL.txt
[2026-02-13T20:30:09.587053] [INFO ] [sig       ] [2568/3406] Completed RELL in 0.3s | 2.84 sym/s | Total: 15.1m | ETA: 4.9m
[2026-02-13T20:30:09.587095] [INFO ] [sig       ] [2569/3406] Forecasting RELX...
[2026-02-13T20:30:09.587123] [INFO ] [sig       ] Generating forecast for: RELX
[2026-02-13T20:30:09.587153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2026-02-13T20:30:09.598453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELX'.
[2026-02-13T20:30:09.598912] [INFO ] [FORECASTER] Starting predict_future for RELX
[2026-02-13T20:30:09.600007] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2026-02-13T20:30:09.600250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:09.600283] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:09.600310] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:09.600384] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:09.661404] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:09.662311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:09.662457] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:09.662507] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:09.789924] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:09.790099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:09.790141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:09.790171] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:09.793648] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=41.49%)
[2026-02-13T20:30:09.793931] [INFO ] [FORECASTER] Completed predict_future for RELX
[2026-02-13T20:30:09.794063] [INFO ] [sig       ] RELX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:09.938106] [INFO ] [LOCAL     ] Saved forecast: RELX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RELX.txt
[2026-02-13T20:30:09.938265] [INFO ] [sig       ] [2569/3406] Completed RELX in 0.4s | 2.84 sym/s | Total: 15.1m | ETA: 4.9m
[2026-02-13T20:30:09.938306] [INFO ] [sig       ] [2570/3406] Forecasting RELY...
[2026-02-13T20:30:09.938337] [INFO ] [sig       ] Generating forecast for: RELY
[2026-02-13T20:30:09.938367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2026-02-13T20:30:09.949742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2026-02-13T20:30:09.950111] [INFO ] [FORECASTER] Starting predict_future for RELY
[2026-02-13T20:30:09.950933] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2026-02-13T20:30:09.950985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:09.951016] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:09.951043] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:09.951100] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:10.011932] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:10.013222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:10.013315] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:10.013353] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:10.136916] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:10.137073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:10.137112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:10.137140] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:10.140603] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: DOWN (p=31.81%)
[2026-02-13T20:30:10.140884] [INFO ] [FORECASTER] Completed predict_future for RELY
[2026-02-13T20:30:10.141010] [INFO ] [sig       ] RELY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:10.283191] [INFO ] [LOCAL     ] Saved forecast: RELY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RELY.txt
[2026-02-13T20:30:10.283346] [INFO ] [sig       ] [2570/3406] Completed RELY in 0.3s | 2.84 sym/s | Total: 15.1m | ETA: 4.9m
[2026-02-13T20:30:10.283385] [INFO ] [sig       ] [2571/3406] Forecasting REPL...
[2026-02-13T20:30:10.283414] [INFO ] [sig       ] Generating forecast for: REPL
[2026-02-13T20:30:10.283445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2026-02-13T20:30:10.294506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REPL'.
[2026-02-13T20:30:10.294904] [INFO ] [FORECASTER] Starting predict_future for REPL
[2026-02-13T20:30:10.295723] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2026-02-13T20:30:10.295789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:10.295821] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:10.295847] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:10.295903] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:10.355066] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:10.355944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:10.356030] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:10.356064] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:10.486259] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:10.486431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:10.486479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:10.486509] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:10.490432] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=10.72%)
[2026-02-13T20:30:10.490779] [INFO ] [FORECASTER] Completed predict_future for REPL
[2026-02-13T20:30:10.490941] [INFO ] [sig       ] REPL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:10.632596] [INFO ] [LOCAL     ] Saved forecast: REPL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/REPL.txt
[2026-02-13T20:30:10.632762] [INFO ] [sig       ] [2571/3406] Completed REPL in 0.3s | 2.84 sym/s | Total: 15.1m | ETA: 4.9m
[2026-02-13T20:30:10.632802] [INFO ] [sig       ] [2572/3406] Forecasting RERE...
[2026-02-13T20:30:10.632832] [INFO ] [sig       ] Generating forecast for: RERE
[2026-02-13T20:30:10.632862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2026-02-13T20:30:10.644371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2026-02-13T20:30:10.644782] [INFO ] [FORECASTER] Starting predict_future for RERE
[2026-02-13T20:30:10.645619] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2026-02-13T20:30:10.645672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:10.645704] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:10.645730] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:10.645785] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:10.708863] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:10.710099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:10.710190] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:10.710224] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:10.835969] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:10.836131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:10.836172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:10.836203] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:10.840242] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2026-02-13T20:30:10.840537] [INFO ] [FORECASTER] Completed predict_future for RERE
[2026-02-13T20:30:10.840688] [INFO ] [sig       ] RERE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:10.983954] [INFO ] [LOCAL     ] Saved forecast: RERE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RERE.txt
[2026-02-13T20:30:10.984175] [INFO ] [sig       ] [2572/3406] Completed RERE in 0.4s | 2.84 sym/s | Total: 15.1m | ETA: 4.9m
[2026-02-13T20:30:10.984219] [INFO ] [sig       ] [2573/3406] Forecasting RES...
[2026-02-13T20:30:10.984248] [INFO ] [sig       ] Generating forecast for: RES
[2026-02-13T20:30:10.984279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2026-02-13T20:30:10.996147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2026-02-13T20:30:10.996542] [INFO ] [FORECASTER] Starting predict_future for RES
[2026-02-13T20:30:10.997374] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2026-02-13T20:30:10.997427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:10.997459] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:10.997486] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:10.997543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:11.059045] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:11.059931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:11.060014] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:11.060048] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:11.187963] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:11.188322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:11.188362] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:11.188390] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:11.191882] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: UP (p=51.99%)
[2026-02-13T20:30:11.192167] [INFO ] [FORECASTER] Completed predict_future for RES
[2026-02-13T20:30:11.192298] [INFO ] [sig       ] RES: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:11.337291] [INFO ] [LOCAL     ] Saved forecast: RES	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RES.txt
[2026-02-13T20:30:11.337462] [INFO ] [sig       ] [2573/3406] Completed RES in 0.4s | 2.84 sym/s | Total: 15.1m | ETA: 4.9m
[2026-02-13T20:30:11.337502] [INFO ] [sig       ] [2574/3406] Forecasting REX...
[2026-02-13T20:30:11.337532] [INFO ] [sig       ] Generating forecast for: REX
[2026-02-13T20:30:11.337561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2026-02-13T20:30:11.349251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2026-02-13T20:30:11.349642] [INFO ] [FORECASTER] Starting predict_future for REX
[2026-02-13T20:30:11.350478] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2026-02-13T20:30:11.350542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:11.350596] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:11.350625] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:11.350686] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:11.411726] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:11.412620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:11.412704] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:11.412738] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:11.533423] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:11.533607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:11.533650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:11.533681] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:11.537384] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=45.05%)
[2026-02-13T20:30:11.537716] [INFO ] [FORECASTER] Completed predict_future for REX
[2026-02-13T20:30:11.537869] [INFO ] [sig       ] REX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:11.677133] [INFO ] [LOCAL     ] Saved forecast: REX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/REX.txt
[2026-02-13T20:30:11.677306] [INFO ] [sig       ] [2574/3406] Completed REX in 0.3s | 2.84 sym/s | Total: 15.1m | ETA: 4.9m
[2026-02-13T20:30:11.677348] [INFO ] [sig       ] [2575/3406] Forecasting REYN...
[2026-02-13T20:30:11.677380] [INFO ] [sig       ] Generating forecast for: REYN
[2026-02-13T20:30:11.677410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2026-02-13T20:30:11.689081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2026-02-13T20:30:11.689523] [INFO ] [FORECASTER] Starting predict_future for REYN
[2026-02-13T20:30:11.690398] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2026-02-13T20:30:11.690453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:11.690487] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:11.690513] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:11.690569] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:11.750482] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:11.751408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:11.751494] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:11.751527] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:11.875300] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:11.875683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:11.875727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:11.875755] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:11.880101] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=82.30%)
[2026-02-13T20:30:11.880401] [INFO ] [FORECASTER] Completed predict_future for REYN
[2026-02-13T20:30:11.880539] [INFO ] [sig       ] REYN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:12.031624] [INFO ] [LOCAL     ] Saved forecast: REYN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/REYN.txt
[2026-02-13T20:30:12.031793] [INFO ] [sig       ] [2575/3406] Completed REYN in 0.4s | 2.84 sym/s | Total: 15.1m | ETA: 4.9m
[2026-02-13T20:30:12.031835] [INFO ] [sig       ] [2576/3406] Forecasting REZI...
[2026-02-13T20:30:12.031867] [INFO ] [sig       ] Generating forecast for: REZI
[2026-02-13T20:30:12.031898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2026-02-13T20:30:12.044282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2026-02-13T20:30:12.044688] [INFO ] [FORECASTER] Starting predict_future for REZI
[2026-02-13T20:30:12.045506] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2026-02-13T20:30:12.045561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:12.045648] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:12.045678] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:12.045737] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:12.105246] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:12.106217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:12.106307] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:12.106343] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:12.234409] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:12.234599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:12.234643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:12.234673] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:12.238381] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: DOWN (p=9.78%)
[2026-02-13T20:30:12.238770] [INFO ] [FORECASTER] Completed predict_future for REZI
[2026-02-13T20:30:12.238962] [INFO ] [sig       ] REZI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:12.399285] [INFO ] [LOCAL     ] Saved forecast: REZI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/REZI.txt
[2026-02-13T20:30:12.399454] [INFO ] [sig       ] [2576/3406] Completed REZI in 0.4s | 2.84 sym/s | Total: 15.1m | ETA: 4.9m
[2026-02-13T20:30:12.399496] [INFO ] [sig       ] [2577/3406] Forecasting RF...
[2026-02-13T20:30:12.399525] [INFO ] [sig       ] Generating forecast for: RF
[2026-02-13T20:30:12.399555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2026-02-13T20:30:12.412460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2026-02-13T20:30:12.412879] [INFO ] [FORECASTER] Starting predict_future for RF
[2026-02-13T20:30:12.413956] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2026-02-13T20:30:12.414009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:12.414042] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:12.414068] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:12.414125] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:12.478122] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:12.479116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:12.479209] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:12.479446] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:12.606727] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:12.606891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:12.606932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:12.606967] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:12.610545] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: DOWN (p=12.36%)
[2026-02-13T20:30:12.610866] [INFO ] [FORECASTER] Completed predict_future for RF
[2026-02-13T20:30:12.611016] [INFO ] [sig       ] RF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:12.799407] [INFO ] [LOCAL     ] Saved forecast: RF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RF.txt
[2026-02-13T20:30:12.799618] [INFO ] [sig       ] [2577/3406] Completed RF in 0.4s | 2.84 sym/s | Total: 15.1m | ETA: 4.9m
[2026-02-13T20:30:12.799668] [INFO ] [sig       ] [2578/3406] Forecasting RFI...
[2026-02-13T20:30:12.799702] [INFO ] [sig       ] Generating forecast for: RFI
[2026-02-13T20:30:12.799733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2026-02-13T20:30:12.812889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2026-02-13T20:30:12.813330] [INFO ] [FORECASTER] Starting predict_future for RFI
[2026-02-13T20:30:12.814277] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2026-02-13T20:30:12.814331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:12.814364] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:12.814391] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:12.814447] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:12.875846] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:12.876809] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:12.876895] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:12.876929] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:13.000627] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:13.000787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:13.000868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:13.000900] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:13.004942] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2026-02-13T20:30:13.005230] [INFO ] [FORECASTER] Completed predict_future for RFI
[2026-02-13T20:30:13.005365] [INFO ] [sig       ] RFI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:13.151479] [INFO ] [LOCAL     ] Saved forecast: RFI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RFI.txt
[2026-02-13T20:30:13.151672] [INFO ] [sig       ] [2578/3406] Completed RFI in 0.4s | 2.84 sym/s | Total: 15.1m | ETA: 4.9m
[2026-02-13T20:30:13.151715] [INFO ] [sig       ] [2579/3406] Forecasting RFL...
[2026-02-13T20:30:13.151743] [INFO ] [sig       ] Generating forecast for: RFL
[2026-02-13T20:30:13.151774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2026-02-13T20:30:13.164241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2026-02-13T20:30:13.164637] [INFO ] [FORECASTER] Starting predict_future for RFL
[2026-02-13T20:30:13.165756] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2026-02-13T20:30:13.165810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:13.165844] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:13.165878] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:13.165949] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:13.223867] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:13.224787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:13.224878] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:13.224917] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:13.344321] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:13.344484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:13.344523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:13.344551] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:13.348164] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2026-02-13T20:30:13.348495] [INFO ] [FORECASTER] Completed predict_future for RFL
[2026-02-13T20:30:13.348654] [INFO ] [sig       ] RFL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:13.497511] [INFO ] [LOCAL     ] Saved forecast: RFL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RFL.txt
[2026-02-13T20:30:13.497725] [INFO ] [sig       ] [2579/3406] Completed RFL in 0.3s | 2.84 sym/s | Total: 15.1m | ETA: 4.9m
[2026-02-13T20:30:13.497771] [INFO ] [sig       ] [2580/3406] Forecasting RFM...
[2026-02-13T20:30:13.497799] [INFO ] [sig       ] Generating forecast for: RFM
[2026-02-13T20:30:13.497829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2026-02-13T20:30:13.509903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2026-02-13T20:30:13.510495] [INFO ] [FORECASTER] Starting predict_future for RFM
[2026-02-13T20:30:13.511502] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2026-02-13T20:30:13.511555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:13.511611] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:13.511640] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:13.511696] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:13.568431] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:13.569389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:13.569474] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:13.569506] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:13.673320] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:13.673483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:13.673522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:13.673551] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:13.676964] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: DOWN (p=4.05%)
[2026-02-13T20:30:13.677247] [INFO ] [FORECASTER] Completed predict_future for RFM
[2026-02-13T20:30:13.677376] [INFO ] [sig       ] RFM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:13.817603] [INFO ] [LOCAL     ] Saved forecast: RFM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RFM.txt
[2026-02-13T20:30:13.817776] [INFO ] [sig       ] [2580/3406] Completed RFM in 0.3s | 2.84 sym/s | Total: 15.2m | ETA: 4.9m
[2026-02-13T20:30:13.817818] [INFO ] [sig       ] [2581/3406] Forecasting RFMZ...
[2026-02-13T20:30:13.817846] [INFO ] [sig       ] Generating forecast for: RFMZ
[2026-02-13T20:30:13.817876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2026-02-13T20:30:13.829186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2026-02-13T20:30:13.829559] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2026-02-13T20:30:13.830386] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2026-02-13T20:30:13.830442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:13.830475] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:13.830502] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:13.830558] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:13.889272] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:13.890166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:13.890251] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:13.890284] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:14.008615] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:14.008775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:14.008814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:14.008843] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:14.012366] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: UP (p=81.03%)
[2026-02-13T20:30:14.012688] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2026-02-13T20:30:14.012823] [INFO ] [sig       ] RFMZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:14.155269] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RFMZ.txt
[2026-02-13T20:30:14.155432] [INFO ] [sig       ] [2581/3406] Completed RFMZ in 0.3s | 2.84 sym/s | Total: 15.2m | ETA: 4.8m
[2026-02-13T20:30:14.155477] [INFO ] [sig       ] [2582/3406] Forecasting RGA...
[2026-02-13T20:30:14.155509] [INFO ] [sig       ] Generating forecast for: RGA
[2026-02-13T20:30:14.155538] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2026-02-13T20:30:14.167349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2026-02-13T20:30:14.167796] [INFO ] [FORECASTER] Starting predict_future for RGA
[2026-02-13T20:30:14.168675] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2026-02-13T20:30:14.168731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:14.168780] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:14.168808] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:14.168865] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:14.241933] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:14.243215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:14.243338] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:14.243392] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:14.374223] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:14.374384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:14.374426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:14.374455] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:14.378429] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: UP (p=94.56%)
[2026-02-13T20:30:14.378751] [INFO ] [FORECASTER] Completed predict_future for RGA
[2026-02-13T20:30:14.378902] [INFO ] [sig       ] RGA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:14.526934] [INFO ] [LOCAL     ] Saved forecast: RGA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RGA.txt
[2026-02-13T20:30:14.527113] [INFO ] [sig       ] [2582/3406] Completed RGA in 0.4s | 2.84 sym/s | Total: 15.2m | ETA: 4.8m
[2026-02-13T20:30:14.527157] [INFO ] [sig       ] [2583/3406] Forecasting RGCO...
[2026-02-13T20:30:14.527186] [INFO ] [sig       ] Generating forecast for: RGCO
[2026-02-13T20:30:14.527215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2026-02-13T20:30:14.538178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2026-02-13T20:30:14.538527] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2026-02-13T20:30:14.539357] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2026-02-13T20:30:14.539411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:14.539444] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:14.539472] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:14.539530] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:14.609017] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:14.610150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:14.610237] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:14.610269] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:14.723995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:14.724164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:14.724204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:14.724233] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:14.728401] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: DOWN (p=35.39%)
[2026-02-13T20:30:14.728865] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2026-02-13T20:30:14.729051] [INFO ] [sig       ] RGCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:14.881173] [INFO ] [LOCAL     ] Saved forecast: RGCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RGCO.txt
[2026-02-13T20:30:14.881338] [INFO ] [sig       ] [2583/3406] Completed RGCO in 0.4s | 2.84 sym/s | Total: 15.2m | ETA: 4.8m
[2026-02-13T20:30:14.881390] [INFO ] [sig       ] [2584/3406] Forecasting RGEN...
[2026-02-13T20:30:14.881432] [INFO ] [sig       ] Generating forecast for: RGEN
[2026-02-13T20:30:14.881466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2026-02-13T20:30:14.893396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2026-02-13T20:30:14.893855] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2026-02-13T20:30:14.894678] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2026-02-13T20:30:14.894731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:14.894764] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:14.894790] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:14.894847] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:14.959113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:14.960264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:14.960366] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:14.960400] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:15.088483] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:15.088713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:15.088759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:15.088789] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:15.092812] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: UP (p=50.13%)
[2026-02-13T20:30:15.093153] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2026-02-13T20:30:15.093303] [INFO ] [sig       ] RGEN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:15.242995] [INFO ] [LOCAL     ] Saved forecast: RGEN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RGEN.txt
[2026-02-13T20:30:15.243166] [INFO ] [sig       ] [2584/3406] Completed RGEN in 0.4s | 2.84 sym/s | Total: 15.2m | ETA: 4.8m
[2026-02-13T20:30:15.243212] [INFO ] [sig       ] [2585/3406] Forecasting RGLD...
[2026-02-13T20:30:15.243242] [INFO ] [sig       ] Generating forecast for: RGLD
[2026-02-13T20:30:15.243276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2026-02-13T20:30:15.255782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2026-02-13T20:30:15.256400] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2026-02-13T20:30:15.257243] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2026-02-13T20:30:15.257296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:15.257329] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:15.257355] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:15.257411] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:15.318463] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:15.319377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:15.319469] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:15.319503] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:15.444128] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:15.444291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:15.444333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:15.444361] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:15.447872] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: UP (p=90.82%)
[2026-02-13T20:30:15.448170] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2026-02-13T20:30:15.448307] [INFO ] [sig       ] RGLD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:15.593395] [INFO ] [LOCAL     ] Saved forecast: RGLD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RGLD.txt
[2026-02-13T20:30:15.593560] [INFO ] [sig       ] [2585/3406] Completed RGLD in 0.4s | 2.84 sym/s | Total: 15.2m | ETA: 4.8m
[2026-02-13T20:30:15.593629] [INFO ] [sig       ] [2586/3406] Forecasting RGNX...
[2026-02-13T20:30:15.593662] [INFO ] [sig       ] Generating forecast for: RGNX
[2026-02-13T20:30:15.593692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2026-02-13T20:30:15.605657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2026-02-13T20:30:15.606055] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2026-02-13T20:30:15.607057] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2026-02-13T20:30:15.607111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:15.607143] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:15.607170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:15.607227] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:15.665588] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:15.666501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:15.666640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:15.666675] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:15.791380] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:15.791534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:15.791627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:15.791662] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:15.795106] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: UP (p=54.80%)
[2026-02-13T20:30:15.795385] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2026-02-13T20:30:15.795513] [INFO ] [sig       ] RGNX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:15.939793] [INFO ] [LOCAL     ] Saved forecast: RGNX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RGNX.txt
[2026-02-13T20:30:15.939950] [INFO ] [sig       ] [2586/3406] Completed RGNX in 0.3s | 2.84 sym/s | Total: 15.2m | ETA: 4.8m
[2026-02-13T20:30:15.939992] [INFO ] [sig       ] [2587/3406] Forecasting RGP...
[2026-02-13T20:30:15.940023] [INFO ] [sig       ] Generating forecast for: RGP
[2026-02-13T20:30:15.940054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2026-02-13T20:30:15.952091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2026-02-13T20:30:15.952472] [INFO ] [FORECASTER] Starting predict_future for RGP
[2026-02-13T20:30:15.953304] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2026-02-13T20:30:15.953356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:15.953388] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:15.953415] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:15.953471] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:16.013988] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:16.014951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:16.015040] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:16.015075] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:16.141472] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:16.141655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:16.141698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:16.141729] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:16.145398] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: DOWN (p=10.20%)
[2026-02-13T20:30:16.145714] [INFO ] [FORECASTER] Completed predict_future for RGP
[2026-02-13T20:30:16.145848] [INFO ] [sig       ] RGP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:16.289766] [INFO ] [LOCAL     ] Saved forecast: RGP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RGP.txt
[2026-02-13T20:30:16.289916] [INFO ] [sig       ] [2587/3406] Completed RGP in 0.3s | 2.84 sym/s | Total: 15.2m | ETA: 4.8m
[2026-02-13T20:30:16.289966] [INFO ] [sig       ] [2588/3406] Forecasting RGS...
[2026-02-13T20:30:16.290003] [INFO ] [sig       ] Generating forecast for: RGS
[2026-02-13T20:30:16.290038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2026-02-13T20:30:16.301441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2026-02-13T20:30:16.301784] [INFO ] [FORECASTER] Starting predict_future for RGS
[2026-02-13T20:30:16.302598] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2026-02-13T20:30:16.302650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:16.302682] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:16.302708] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:16.302764] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:16.360393] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:16.361406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:16.361486] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:16.361519] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:16.472544] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:16.472716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:16.472754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:16.472783] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:16.476200] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: UP (p=94.56%)
[2026-02-13T20:30:16.476474] [INFO ] [FORECASTER] Completed predict_future for RGS
[2026-02-13T20:30:16.476620] [INFO ] [sig       ] RGS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:16.625831] [INFO ] [LOCAL     ] Saved forecast: RGS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RGS.txt
[2026-02-13T20:30:16.626013] [INFO ] [sig       ] [2588/3406] Completed RGS in 0.3s | 2.84 sym/s | Total: 15.2m | ETA: 4.8m
[2026-02-13T20:30:16.626061] [INFO ] [sig       ] [2589/3406] Forecasting RGTI...
[2026-02-13T20:30:16.626093] [INFO ] [sig       ] Generating forecast for: RGTI
[2026-02-13T20:30:16.626123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2026-02-13T20:30:16.638120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGTI'.
[2026-02-13T20:30:16.638715] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2026-02-13T20:30:16.639797] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2026-02-13T20:30:16.639851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:16.639885] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:16.639914] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:16.639974] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:16.702192] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:16.703137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:16.703230] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:16.703267] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:16.827890] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:16.828055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:16.828096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:16.828142] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:16.832663] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: UP (p=76.59%)
[2026-02-13T20:30:16.832992] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2026-02-13T20:30:16.833158] [INFO ] [sig       ] RGTI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:16.976827] [INFO ] [LOCAL     ] Saved forecast: RGTI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RGTI.txt
[2026-02-13T20:30:16.977035] [INFO ] [sig       ] [2589/3406] Completed RGTI in 0.4s | 2.84 sym/s | Total: 15.2m | ETA: 4.8m
[2026-02-13T20:30:16.977076] [INFO ] [sig       ] [2590/3406] Forecasting RH...
[2026-02-13T20:30:16.977108] [INFO ] [sig       ] Generating forecast for: RH
[2026-02-13T20:30:16.977138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2026-02-13T20:30:16.988964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2026-02-13T20:30:16.989384] [INFO ] [FORECASTER] Starting predict_future for RH
[2026-02-13T20:30:16.990306] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2026-02-13T20:30:16.990365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:16.990408] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:16.990446] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:16.990508] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:17.059879] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:17.061120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:17.061222] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:17.061258] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:17.194032] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:17.194196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:17.194238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:17.194270] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:17.197922] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2026-02-13T20:30:17.198275] [INFO ] [FORECASTER] Completed predict_future for RH
[2026-02-13T20:30:17.198424] [INFO ] [sig       ] RH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:17.344970] [INFO ] [LOCAL     ] Saved forecast: RH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RH.txt
[2026-02-13T20:30:17.345132] [INFO ] [sig       ] [2590/3406] Completed RH in 0.4s | 2.84 sym/s | Total: 15.2m | ETA: 4.8m
[2026-02-13T20:30:17.345174] [INFO ] [sig       ] [2591/3406] Forecasting RHI...
[2026-02-13T20:30:17.345203] [INFO ] [sig       ] Generating forecast for: RHI
[2026-02-13T20:30:17.345233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2026-02-13T20:30:17.358817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2026-02-13T20:30:17.359212] [INFO ] [FORECASTER] Starting predict_future for RHI
[2026-02-13T20:30:17.360107] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2026-02-13T20:30:17.360172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:17.360216] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:17.360257] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:17.360338] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:17.424994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:17.426072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:17.426184] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:17.426243] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:17.555068] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:17.555231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:17.555274] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:17.555304] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:17.559023] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=6.43%)
[2026-02-13T20:30:17.559479] [INFO ] [FORECASTER] Completed predict_future for RHI
[2026-02-13T20:30:17.559630] [INFO ] [sig       ] RHI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:17.704419] [INFO ] [LOCAL     ] Saved forecast: RHI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RHI.txt
[2026-02-13T20:30:17.704602] [INFO ] [sig       ] [2591/3406] Completed RHI in 0.4s | 2.84 sym/s | Total: 15.2m | ETA: 4.8m
[2026-02-13T20:30:17.704645] [INFO ] [sig       ] [2592/3406] Forecasting RHP...
[2026-02-13T20:30:17.704677] [INFO ] [sig       ] Generating forecast for: RHP
[2026-02-13T20:30:17.704707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2026-02-13T20:30:17.716352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2026-02-13T20:30:17.716771] [INFO ] [FORECASTER] Starting predict_future for RHP
[2026-02-13T20:30:17.717634] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2026-02-13T20:30:17.717689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:17.717722] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:17.717749] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:17.717806] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:17.775641] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:17.776552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:17.776668] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:17.776703] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:17.906482] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:17.906669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:17.906710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:17.906739] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:17.911137] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2026-02-13T20:30:17.911697] [INFO ] [FORECASTER] Completed predict_future for RHP
[2026-02-13T20:30:17.911841] [INFO ] [sig       ] RHP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:18.059368] [INFO ] [LOCAL     ] Saved forecast: RHP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RHP.txt
[2026-02-13T20:30:18.059529] [INFO ] [sig       ] [2592/3406] Completed RHP in 0.4s | 2.84 sym/s | Total: 15.2m | ETA: 4.8m
[2026-02-13T20:30:18.059594] [INFO ] [sig       ] [2593/3406] Forecasting RIG...
[2026-02-13T20:30:18.059643] [INFO ] [sig       ] Generating forecast for: RIG
[2026-02-13T20:30:18.059678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2026-02-13T20:30:18.071235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIG'.
[2026-02-13T20:30:18.071671] [INFO ] [FORECASTER] Starting predict_future for RIG
[2026-02-13T20:30:18.072537] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2026-02-13T20:30:18.072620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:18.072701] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:18.072732] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:18.072819] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:18.134547] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:18.135508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:18.135643] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:18.135702] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:18.270477] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:18.270680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:18.270729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:18.270762] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:18.275770] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: UP (p=97.17%)
[2026-02-13T20:30:18.276325] [INFO ] [FORECASTER] Completed predict_future for RIG
[2026-02-13T20:30:18.276547] [INFO ] [sig       ] RIG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:18.423682] [INFO ] [LOCAL     ] Saved forecast: RIG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RIG.txt
[2026-02-13T20:30:18.423846] [INFO ] [sig       ] [2593/3406] Completed RIG in 0.4s | 2.84 sym/s | Total: 15.2m | ETA: 4.8m
[2026-02-13T20:30:18.423887] [INFO ] [sig       ] [2594/3406] Forecasting RIGL...
[2026-02-13T20:30:18.423918] [INFO ] [sig       ] Generating forecast for: RIGL
[2026-02-13T20:30:18.423948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2026-02-13T20:30:18.434864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2026-02-13T20:30:18.435263] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2026-02-13T20:30:18.436090] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2026-02-13T20:30:18.436143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:18.436175] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:18.436201] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:18.436258] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:18.500481] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:18.501613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:18.501708] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:18.501744] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:18.630182] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:18.630345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:18.630387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:18.630415] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:18.633966] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: UP (p=82.99%)
[2026-02-13T20:30:18.634297] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2026-02-13T20:30:18.634435] [INFO ] [sig       ] RIGL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:18.777721] [INFO ] [LOCAL     ] Saved forecast: RIGL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RIGL.txt
[2026-02-13T20:30:18.777878] [INFO ] [sig       ] [2594/3406] Completed RIGL in 0.4s | 2.84 sym/s | Total: 15.2m | ETA: 4.8m
[2026-02-13T20:30:18.777920] [INFO ] [sig       ] [2595/3406] Forecasting RILY...
[2026-02-13T20:30:18.777950] [INFO ] [sig       ] Generating forecast for: RILY
[2026-02-13T20:30:18.777980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2026-02-13T20:30:18.791162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2026-02-13T20:30:18.791547] [INFO ] [FORECASTER] Starting predict_future for RILY
[2026-02-13T20:30:18.792405] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2026-02-13T20:30:18.792457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:18.792490] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:18.792516] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:18.792589] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:18.850446] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:18.851198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:18.851281] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:18.851314] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:18.981028] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:18.981195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:18.981236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:18.981265] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:18.984776] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2026-02-13T20:30:18.985089] [INFO ] [FORECASTER] Completed predict_future for RILY
[2026-02-13T20:30:18.985245] [INFO ] [sig       ] RILY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:19.128228] [INFO ] [LOCAL     ] Saved forecast: RILY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RILY.txt
[2026-02-13T20:30:19.128605] [INFO ] [sig       ] [2595/3406] Completed RILY in 0.4s | 2.84 sym/s | Total: 15.2m | ETA: 4.8m
[2026-02-13T20:30:19.128654] [INFO ] [sig       ] [2596/3406] Forecasting RILYN...
[2026-02-13T20:30:19.128684] [INFO ] [sig       ] Generating forecast for: RILYN
[2026-02-13T20:30:19.128714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2026-02-13T20:30:19.142824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2026-02-13T20:30:19.143253] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2026-02-13T20:30:19.144099] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2026-02-13T20:30:19.144162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:19.144200] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:19.144227] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:19.144285] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:19.210098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:19.211291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:19.211389] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:19.211422] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:19.329842] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:19.330003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:19.330043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:19.330115] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:19.334176] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: UP (p=78.79%)
[2026-02-13T20:30:19.334466] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2026-02-13T20:30:19.334621] [INFO ] [sig       ] RILYN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:19.475656] [INFO ] [LOCAL     ] Saved forecast: RILYN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RILYN.txt
[2026-02-13T20:30:19.475798] [INFO ] [sig       ] [2596/3406] Completed RILYN in 0.3s | 2.84 sym/s | Total: 15.2m | ETA: 4.8m
[2026-02-13T20:30:19.475839] [INFO ] [sig       ] [2597/3406] Forecasting RILYZ...
[2026-02-13T20:30:19.475870] [INFO ] [sig       ] Generating forecast for: RILYZ
[2026-02-13T20:30:19.475908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2026-02-13T20:30:19.487557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2026-02-13T20:30:19.488008] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2026-02-13T20:30:19.488844] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2026-02-13T20:30:19.488898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:19.488929] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:19.488954] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:19.489010] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:19.546006] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:19.546775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:19.546858] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:19.546890] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:19.682767] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:19.682938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:19.682979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:19.683009] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:19.686726] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2026-02-13T20:30:19.687073] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2026-02-13T20:30:19.687225] [INFO ] [sig       ] RILYZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:19.846310] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RILYZ.txt
[2026-02-13T20:30:19.846472] [INFO ] [sig       ] [2597/3406] Completed RILYZ in 0.4s | 2.84 sym/s | Total: 15.3m | ETA: 4.8m
[2026-02-13T20:30:19.846513] [INFO ] [sig       ] [2598/3406] Forecasting RING...
[2026-02-13T20:30:19.846542] [INFO ] [sig       ] Generating forecast for: RING
[2026-02-13T20:30:19.846605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2026-02-13T20:30:19.861773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2026-02-13T20:30:19.862294] [INFO ] [FORECASTER] Starting predict_future for RING
[2026-02-13T20:30:19.863525] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2026-02-13T20:30:19.863623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:19.863675] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:19.863720] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:19.863805] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:19.937363] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:19.938368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:19.938463] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:19.938497] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:20.067947] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:20.068114] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:20.068153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:20.068184] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:20.071856] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=95.85%)
[2026-02-13T20:30:20.072206] [INFO ] [FORECASTER] Completed predict_future for RING
[2026-02-13T20:30:20.072358] [INFO ] [sig       ] RING: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:20.220885] [INFO ] [LOCAL     ] Saved forecast: RING	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RING.txt
[2026-02-13T20:30:20.221064] [INFO ] [sig       ] [2598/3406] Completed RING in 0.4s | 2.84 sym/s | Total: 15.3m | ETA: 4.7m
[2026-02-13T20:30:20.221108] [INFO ] [sig       ] [2599/3406] Forecasting RIO...
[2026-02-13T20:30:20.221137] [INFO ] [sig       ] Generating forecast for: RIO
[2026-02-13T20:30:20.221168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2026-02-13T20:30:20.234640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2026-02-13T20:30:20.235111] [INFO ] [FORECASTER] Starting predict_future for RIO
[2026-02-13T20:30:20.236175] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2026-02-13T20:30:20.236237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:20.236270] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:20.236298] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:20.236358] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:20.303547] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:20.304524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:20.304670] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:20.304710] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:20.434886] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:20.435055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:20.435099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:20.435138] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:20.438979] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=96.88%)
[2026-02-13T20:30:20.439375] [INFO ] [FORECASTER] Completed predict_future for RIO
[2026-02-13T20:30:20.439524] [INFO ] [sig       ] RIO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:20.583252] [INFO ] [LOCAL     ] Saved forecast: RIO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RIO.txt
[2026-02-13T20:30:20.583412] [INFO ] [sig       ] [2599/3406] Completed RIO in 0.4s | 2.84 sym/s | Total: 15.3m | ETA: 4.7m
[2026-02-13T20:30:20.583452] [INFO ] [sig       ] [2600/3406] Forecasting RITM...
[2026-02-13T20:30:20.583481] [INFO ] [sig       ] Generating forecast for: RITM
[2026-02-13T20:30:20.583512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2026-02-13T20:30:20.596469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2026-02-13T20:30:20.596940] [INFO ] [FORECASTER] Starting predict_future for RITM
[2026-02-13T20:30:20.597940] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2026-02-13T20:30:20.598009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:20.598063] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:20.598113] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:20.598189] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:20.661000] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:20.661918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:20.662013] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:20.662051] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:20.792679] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:20.792896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:20.792970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:20.793015] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:20.798438] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: UP (p=52.50%)
[2026-02-13T20:30:20.798861] [INFO ] [FORECASTER] Completed predict_future for RITM
[2026-02-13T20:30:20.799042] [INFO ] [sig       ] RITM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:20.963109] [INFO ] [LOCAL     ] Saved forecast: RITM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RITM.txt
[2026-02-13T20:30:20.963321] [INFO ] [sig       ] [2600/3406] Completed RITM in 0.4s | 2.84 sym/s | Total: 15.3m | ETA: 4.7m
[2026-02-13T20:30:20.963384] [INFO ] [sig       ] [2601/3406] Forecasting RIVN...
[2026-02-13T20:30:20.963432] [INFO ] [sig       ] Generating forecast for: RIVN
[2026-02-13T20:30:20.963478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2026-02-13T20:30:20.978238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2026-02-13T20:30:20.978689] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2026-02-13T20:30:20.979528] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2026-02-13T20:30:20.979619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:20.979672] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:20.979717] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:20.979808] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:21.059548] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:21.060733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:21.060847] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:21.060897] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:21.206948] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:21.207120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:21.207181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:21.207225] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:21.212303] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: UP (p=61.44%)
[2026-02-13T20:30:21.212724] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2026-02-13T20:30:21.212904] [INFO ] [sig       ] RIVN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:21.371105] [INFO ] [LOCAL     ] Saved forecast: RIVN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RIVN.txt
[2026-02-13T20:30:21.371297] [INFO ] [sig       ] [2601/3406] Completed RIVN in 0.4s | 2.84 sym/s | Total: 15.3m | ETA: 4.7m
[2026-02-13T20:30:21.371363] [INFO ] [sig       ] [2602/3406] Forecasting RKLB...
[2026-02-13T20:30:21.371412] [INFO ] [sig       ] Generating forecast for: RKLB
[2026-02-13T20:30:21.371459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2026-02-13T20:30:21.385933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2026-02-13T20:30:21.386330] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2026-02-13T20:30:21.387144] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2026-02-13T20:30:21.387209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:21.387260] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:21.387302] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:21.387387] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:21.456139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:21.456961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:21.457044] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:21.457079] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:21.588265] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:21.588466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:21.588520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:21.588550] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:21.592398] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: DOWN (p=0.15%)
[2026-02-13T20:30:21.592739] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2026-02-13T20:30:21.592886] [INFO ] [sig       ] RKLB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:21.739823] [INFO ] [LOCAL     ] Saved forecast: RKLB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RKLB.txt
[2026-02-13T20:30:21.739984] [INFO ] [sig       ] [2602/3406] Completed RKLB in 0.4s | 2.84 sym/s | Total: 15.3m | ETA: 4.7m
[2026-02-13T20:30:21.740025] [INFO ] [sig       ] [2603/3406] Forecasting RL...
[2026-02-13T20:30:21.740055] [INFO ] [sig       ] Generating forecast for: RL
[2026-02-13T20:30:21.740101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2026-02-13T20:30:21.753067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2026-02-13T20:30:21.753690] [INFO ] [FORECASTER] Starting predict_future for RL
[2026-02-13T20:30:21.754547] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2026-02-13T20:30:21.754618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:21.754651] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:21.754677] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:21.754741] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:21.814066] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:21.815053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:21.815188] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:21.815224] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:21.935967] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:21.936143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:21.936190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:21.936224] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:21.939784] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: DOWN (p=2.48%)
[2026-02-13T20:30:21.940111] [INFO ] [FORECASTER] Completed predict_future for RL
[2026-02-13T20:30:21.940251] [INFO ] [sig       ] RL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:22.096296] [INFO ] [LOCAL     ] Saved forecast: RL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RL.txt
[2026-02-13T20:30:22.096500] [INFO ] [sig       ] [2603/3406] Completed RL in 0.4s | 2.84 sym/s | Total: 15.3m | ETA: 4.7m
[2026-02-13T20:30:22.096560] [INFO ] [sig       ] [2604/3406] Forecasting RLAY...
[2026-02-13T20:30:22.096642] [INFO ] [sig       ] Generating forecast for: RLAY
[2026-02-13T20:30:22.096690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2026-02-13T20:30:22.109290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2026-02-13T20:30:22.109932] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2026-02-13T20:30:22.110766] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2026-02-13T20:30:22.110819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:22.110851] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:22.110878] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:22.110935] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:22.173929] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:22.174895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:22.174995] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:22.175030] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:22.309328] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:22.309604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:22.309660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:22.309692] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:22.313520] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=7.83%)
[2026-02-13T20:30:22.313868] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2026-02-13T20:30:22.314028] [INFO ] [sig       ] RLAY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:22.478829] [INFO ] [LOCAL     ] Saved forecast: RLAY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RLAY.txt
[2026-02-13T20:30:22.478989] [INFO ] [sig       ] [2604/3406] Completed RLAY in 0.4s | 2.84 sym/s | Total: 15.3m | ETA: 4.7m
[2026-02-13T20:30:22.479032] [INFO ] [sig       ] [2605/3406] Forecasting RLI...
[2026-02-13T20:30:22.479061] [INFO ] [sig       ] Generating forecast for: RLI
[2026-02-13T20:30:22.479091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2026-02-13T20:30:22.492664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2026-02-13T20:30:22.493122] [INFO ] [FORECASTER] Starting predict_future for RLI
[2026-02-13T20:30:22.494038] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2026-02-13T20:30:22.494097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:22.494130] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:22.494159] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:22.494220] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:22.554903] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:22.555818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:22.555914] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:22.555948] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:22.684154] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:22.684313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:22.684353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:22.684382] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:22.688025] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=40.36%)
[2026-02-13T20:30:22.688345] [INFO ] [FORECASTER] Completed predict_future for RLI
[2026-02-13T20:30:22.688475] [INFO ] [sig       ] RLI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:22.843542] [INFO ] [LOCAL     ] Saved forecast: RLI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RLI.txt
[2026-02-13T20:30:22.843731] [INFO ] [sig       ] [2605/3406] Completed RLI in 0.4s | 2.84 sym/s | Total: 15.3m | ETA: 4.7m
[2026-02-13T20:30:22.843773] [INFO ] [sig       ] [2606/3406] Forecasting RLJ...
[2026-02-13T20:30:22.843802] [INFO ] [sig       ] Generating forecast for: RLJ
[2026-02-13T20:30:22.843832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2026-02-13T20:30:22.855770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2026-02-13T20:30:22.856198] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2026-02-13T20:30:22.857053] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2026-02-13T20:30:22.857126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:22.857165] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:22.857200] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:22.857275] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:22.919051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:22.919973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:22.920086] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:22.920120] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:23.041052] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:23.041219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:23.041258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:23.041287] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:23.045382] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: DOWN (p=7.24%)
[2026-02-13T20:30:23.045773] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2026-02-13T20:30:23.045921] [INFO ] [sig       ] RLJ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:23.204628] [INFO ] [LOCAL     ] Saved forecast: RLJ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RLJ.txt
[2026-02-13T20:30:23.204826] [INFO ] [sig       ] [2606/3406] Completed RLJ in 0.4s | 2.84 sym/s | Total: 15.3m | ETA: 4.7m
[2026-02-13T20:30:23.204866] [INFO ] [sig       ] [2607/3406] Forecasting RLMD...
[2026-02-13T20:30:23.204898] [INFO ] [sig       ] Generating forecast for: RLMD
[2026-02-13T20:30:23.204928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2026-02-13T20:30:23.216541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2026-02-13T20:30:23.216952] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2026-02-13T20:30:23.217821] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2026-02-13T20:30:23.217874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:23.217905] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:23.217930] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:23.217986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:23.279879] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:23.280966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:23.281060] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:23.281094] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:23.409012] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:23.409205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:23.409275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:23.409308] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:23.413274] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2026-02-13T20:30:23.413622] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2026-02-13T20:30:23.413765] [INFO ] [sig       ] RLMD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:23.572845] [INFO ] [LOCAL     ] Saved forecast: RLMD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RLMD.txt
[2026-02-13T20:30:23.573005] [INFO ] [sig       ] [2607/3406] Completed RLMD in 0.4s | 2.84 sym/s | Total: 15.3m | ETA: 4.7m
[2026-02-13T20:30:23.573046] [INFO ] [sig       ] [2608/3406] Forecasting RLTY...
[2026-02-13T20:30:23.573076] [INFO ] [sig       ] Generating forecast for: RLTY
[2026-02-13T20:30:23.573108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2026-02-13T20:30:23.586243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2026-02-13T20:30:23.586667] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2026-02-13T20:30:23.587480] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2026-02-13T20:30:23.587533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:23.587567] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:23.587662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:23.587724] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:23.647279] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:23.648223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:23.648341] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:23.648375] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:23.771935] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:23.772099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:23.772140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:23.772171] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:23.776066] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: UP (p=85.19%)
[2026-02-13T20:30:23.776490] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2026-02-13T20:30:23.776692] [INFO ] [sig       ] RLTY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:23.944835] [INFO ] [LOCAL     ] Saved forecast: RLTY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RLTY.txt
[2026-02-13T20:30:23.945005] [INFO ] [sig       ] [2608/3406] Completed RLTY in 0.4s | 2.84 sym/s | Total: 15.3m | ETA: 4.7m
[2026-02-13T20:30:23.945050] [INFO ] [sig       ] [2609/3406] Forecasting RLX...
[2026-02-13T20:30:23.945080] [INFO ] [sig       ] Generating forecast for: RLX
[2026-02-13T20:30:23.945111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2026-02-13T20:30:23.957308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2026-02-13T20:30:23.957786] [INFO ] [FORECASTER] Starting predict_future for RLX
[2026-02-13T20:30:23.958670] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2026-02-13T20:30:23.958725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:23.958758] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:23.958790] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:23.958871] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:24.020611] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:24.021492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:24.021629] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:24.021668] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:24.146194] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:24.146361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:24.146399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:24.146428] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:24.149971] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: UP (p=73.29%)
[2026-02-13T20:30:24.150276] [INFO ] [FORECASTER] Completed predict_future for RLX
[2026-02-13T20:30:24.150409] [INFO ] [sig       ] RLX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:24.289506] [INFO ] [LOCAL     ] Saved forecast: RLX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RLX.txt
[2026-02-13T20:30:24.289671] [INFO ] [sig       ] [2609/3406] Completed RLX in 0.3s | 2.84 sym/s | Total: 15.3m | ETA: 4.7m
[2026-02-13T20:30:24.289720] [INFO ] [sig       ] [2610/3406] Forecasting RM...
[2026-02-13T20:30:24.289751] [INFO ] [sig       ] Generating forecast for: RM
[2026-02-13T20:30:24.289780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2026-02-13T20:30:24.301020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2026-02-13T20:30:24.301399] [INFO ] [FORECASTER] Starting predict_future for RM
[2026-02-13T20:30:24.302191] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2026-02-13T20:30:24.302244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:24.302327] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:24.302356] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:24.302412] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:24.361466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:24.362618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:24.362713] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:24.362753] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:24.488894] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:24.489066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:24.489120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:24.489157] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:24.492939] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2026-02-13T20:30:24.493306] [INFO ] [FORECASTER] Completed predict_future for RM
[2026-02-13T20:30:24.493476] [INFO ] [sig       ] RM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:24.643430] [INFO ] [LOCAL     ] Saved forecast: RM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RM.txt
[2026-02-13T20:30:24.643595] [INFO ] [sig       ] [2610/3406] Completed RM in 0.4s | 2.84 sym/s | Total: 15.3m | ETA: 4.7m
[2026-02-13T20:30:24.643638] [INFO ] [sig       ] [2611/3406] Forecasting RMAX...
[2026-02-13T20:30:24.643670] [INFO ] [sig       ] Generating forecast for: RMAX
[2026-02-13T20:30:24.643699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2026-02-13T20:30:24.655257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2026-02-13T20:30:24.655646] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2026-02-13T20:30:24.656437] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2026-02-13T20:30:24.656489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:24.656520] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:24.656545] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:24.656626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:24.714832] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:24.715548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:24.715649] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:24.715682] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:24.835836] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:24.835997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:24.836038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:24.836067] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:24.839692] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: UP (p=89.58%)
[2026-02-13T20:30:24.839995] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2026-02-13T20:30:24.840152] [INFO ] [sig       ] RMAX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:24.987307] [INFO ] [LOCAL     ] Saved forecast: RMAX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RMAX.txt
[2026-02-13T20:30:24.987460] [INFO ] [sig       ] [2611/3406] Completed RMAX in 0.3s | 2.84 sym/s | Total: 15.3m | ETA: 4.7m
[2026-02-13T20:30:24.987500] [INFO ] [sig       ] [2612/3406] Forecasting RMBI...
[2026-02-13T20:30:24.987529] [INFO ] [sig       ] Generating forecast for: RMBI
[2026-02-13T20:30:24.987558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2026-02-13T20:30:24.999241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2026-02-13T20:30:24.999648] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2026-02-13T20:30:25.000652] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2026-02-13T20:30:25.000718] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:25.000755] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:25.000782] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:25.000841] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:25.062213] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:25.063111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:25.063209] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:25.063264] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:25.180884] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:25.181081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:25.181129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:25.181161] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:25.184962] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2026-02-13T20:30:25.185265] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2026-02-13T20:30:25.185397] [INFO ] [sig       ] RMBI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:25.330857] [INFO ] [LOCAL     ] Saved forecast: RMBI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RMBI.txt
[2026-02-13T20:30:25.330995] [INFO ] [sig       ] [2612/3406] Completed RMBI in 0.3s | 2.84 sym/s | Total: 15.3m | ETA: 4.7m
[2026-02-13T20:30:25.331034] [INFO ] [sig       ] [2613/3406] Forecasting RMBS...
[2026-02-13T20:30:25.331064] [INFO ] [sig       ] Generating forecast for: RMBS
[2026-02-13T20:30:25.331094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2026-02-13T20:30:25.343141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2026-02-13T20:30:25.343502] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2026-02-13T20:30:25.344328] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2026-02-13T20:30:25.344383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:25.344417] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:25.344443] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:25.344500] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:25.402458] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:25.403244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:25.403342] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:25.403376] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:25.520203] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:25.520392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:25.520452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:25.520739] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:25.524747] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: UP (p=82.45%)
[2026-02-13T20:30:25.525069] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2026-02-13T20:30:25.525210] [INFO ] [sig       ] RMBS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:25.667928] [INFO ] [LOCAL     ] Saved forecast: RMBS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RMBS.txt
[2026-02-13T20:30:25.668070] [INFO ] [sig       ] [2613/3406] Completed RMBS in 0.3s | 2.84 sym/s | Total: 15.3m | ETA: 4.7m
[2026-02-13T20:30:25.668112] [INFO ] [sig       ] [2614/3406] Forecasting RMD...
[2026-02-13T20:30:25.668144] [INFO ] [sig       ] Generating forecast for: RMD
[2026-02-13T20:30:25.668187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2026-02-13T20:30:25.679317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2026-02-13T20:30:25.679688] [INFO ] [FORECASTER] Starting predict_future for RMD
[2026-02-13T20:30:25.680520] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2026-02-13T20:30:25.680596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:25.680633] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:25.680662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:25.680721] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:25.739819] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:25.740508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:25.740607] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:25.740646] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:25.871877] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:25.872066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:25.872113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:25.872147] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:25.875954] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2026-02-13T20:30:25.876258] [INFO ] [FORECASTER] Completed predict_future for RMD
[2026-02-13T20:30:25.876396] [INFO ] [sig       ] RMD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:26.026143] [INFO ] [LOCAL     ] Saved forecast: RMD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RMD.txt
[2026-02-13T20:30:26.026319] [INFO ] [sig       ] [2614/3406] Completed RMD in 0.4s | 2.84 sym/s | Total: 15.4m | ETA: 4.7m
[2026-02-13T20:30:26.026364] [INFO ] [sig       ] [2615/3406] Forecasting RMI...
[2026-02-13T20:30:26.026394] [INFO ] [sig       ] Generating forecast for: RMI
[2026-02-13T20:30:26.026424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2026-02-13T20:30:26.038205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2026-02-13T20:30:26.038606] [INFO ] [FORECASTER] Starting predict_future for RMI
[2026-02-13T20:30:26.039412] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2026-02-13T20:30:26.039465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:26.039497] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:26.039524] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:26.039599] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:26.102787] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:26.103735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:26.103848] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:26.103884] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:26.220699] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:26.220856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:26.220895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:26.220926] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:26.224757] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: UP (p=94.48%)
[2026-02-13T20:30:26.225036] [INFO ] [FORECASTER] Completed predict_future for RMI
[2026-02-13T20:30:26.225169] [INFO ] [sig       ] RMI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:26.376875] [INFO ] [LOCAL     ] Saved forecast: RMI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RMI.txt
[2026-02-13T20:30:26.377032] [INFO ] [sig       ] [2615/3406] Completed RMI in 0.4s | 2.84 sym/s | Total: 15.4m | ETA: 4.6m
[2026-02-13T20:30:26.377084] [INFO ] [sig       ] [2616/3406] Forecasting RMM...
[2026-02-13T20:30:26.377121] [INFO ] [sig       ] Generating forecast for: RMM
[2026-02-13T20:30:26.377153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2026-02-13T20:30:26.389431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2026-02-13T20:30:26.389841] [INFO ] [FORECASTER] Starting predict_future for RMM
[2026-02-13T20:30:26.390747] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2026-02-13T20:30:26.390801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:26.390834] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:26.390862] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:26.390919] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:26.450232] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:26.451251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:26.451339] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:26.451374] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:26.574559] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:26.574738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:26.574780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:26.574809] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:26.578400] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=84.51%)
[2026-02-13T20:30:26.578738] [INFO ] [FORECASTER] Completed predict_future for RMM
[2026-02-13T20:30:26.578880] [INFO ] [sig       ] RMM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:26.728182] [INFO ] [LOCAL     ] Saved forecast: RMM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RMM.txt
[2026-02-13T20:30:26.728369] [INFO ] [sig       ] [2616/3406] Completed RMM in 0.4s | 2.84 sym/s | Total: 15.4m | ETA: 4.6m
[2026-02-13T20:30:26.728411] [INFO ] [sig       ] [2617/3406] Forecasting RMMZ...
[2026-02-13T20:30:26.728440] [INFO ] [sig       ] Generating forecast for: RMMZ
[2026-02-13T20:30:26.728469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2026-02-13T20:30:26.740421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2026-02-13T20:30:26.740819] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2026-02-13T20:30:26.741646] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2026-02-13T20:30:26.741699] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:26.741747] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:26.741775] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:26.741832] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:26.798563] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:26.799438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:26.799526] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:26.799562] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:26.914599] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:26.914757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:26.914797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:26.914826] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:26.918309] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: DOWN (p=30.58%)
[2026-02-13T20:30:26.918614] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2026-02-13T20:30:26.918741] [INFO ] [sig       ] RMMZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:27.065655] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RMMZ.txt
[2026-02-13T20:30:27.065809] [INFO ] [sig       ] [2617/3406] Completed RMMZ in 0.3s | 2.84 sym/s | Total: 15.4m | ETA: 4.6m
[2026-02-13T20:30:27.065850] [INFO ] [sig       ] [2618/3406] Forecasting RMNI...
[2026-02-13T20:30:27.065878] [INFO ] [sig       ] Generating forecast for: RMNI
[2026-02-13T20:30:27.065906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2026-02-13T20:30:27.078231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMNI'.
[2026-02-13T20:30:27.078642] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2026-02-13T20:30:27.079423] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2026-02-13T20:30:27.079475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:27.079507] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:27.079534] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:27.079618] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:27.137481] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:27.138263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:27.138347] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:27.138380] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:27.260965] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:27.261124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:27.261164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:27.261194] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:27.264999] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=58.22%)
[2026-02-13T20:30:27.265290] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2026-02-13T20:30:27.265422] [INFO ] [sig       ] RMNI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:27.416058] [INFO ] [LOCAL     ] Saved forecast: RMNI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RMNI.txt
[2026-02-13T20:30:27.416211] [INFO ] [sig       ] [2618/3406] Completed RMNI in 0.4s | 2.84 sym/s | Total: 15.4m | ETA: 4.6m
[2026-02-13T20:30:27.416250] [INFO ] [sig       ] [2619/3406] Forecasting RNA...
[2026-02-13T20:30:27.416281] [INFO ] [sig       ] Generating forecast for: RNA
[2026-02-13T20:30:27.416310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2026-02-13T20:30:27.428776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2026-02-13T20:30:27.429165] [INFO ] [FORECASTER] Starting predict_future for RNA
[2026-02-13T20:30:27.429994] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2026-02-13T20:30:27.430047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:27.430078] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:27.430104] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:27.430160] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:27.495047] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:27.496076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:27.496177] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:27.496213] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:27.615523] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:27.615695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:27.615735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:27.615763] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:27.619229] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: DOWN (p=27.35%)
[2026-02-13T20:30:27.619506] [INFO ] [FORECASTER] Completed predict_future for RNA
[2026-02-13T20:30:27.619651] [INFO ] [sig       ] RNA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:27.825012] [INFO ] [LOCAL     ] Saved forecast: RNA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RNA.txt
[2026-02-13T20:30:27.825161] [INFO ] [sig       ] [2619/3406] Completed RNA in 0.4s | 2.84 sym/s | Total: 15.4m | ETA: 4.6m
[2026-02-13T20:30:27.825202] [INFO ] [sig       ] [2620/3406] Forecasting RNAC...
[2026-02-13T20:30:27.825231] [INFO ] [sig       ] Generating forecast for: RNAC
[2026-02-13T20:30:27.825260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2026-02-13T20:30:27.837141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2026-02-13T20:30:27.837468] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2026-02-13T20:30:27.838287] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2026-02-13T20:30:27.838351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:27.838388] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:27.838422] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:27.838490] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:27.896409] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:27.897241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:27.897372] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:27.897406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:28.021710] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:28.021866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:28.021905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:28.021934] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:28.025347] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=79.97%)
[2026-02-13T20:30:28.025647] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2026-02-13T20:30:28.025776] [INFO ] [sig       ] RNAC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:28.170466] [INFO ] [LOCAL     ] Saved forecast: RNAC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RNAC.txt
[2026-02-13T20:30:28.170625] [INFO ] [sig       ] [2620/3406] Completed RNAC in 0.3s | 2.84 sym/s | Total: 15.4m | ETA: 4.6m
[2026-02-13T20:30:28.170667] [INFO ] [sig       ] [2621/3406] Forecasting RNAZ...
[2026-02-13T20:30:28.170724] [INFO ] [sig       ] Generating forecast for: RNAZ
[2026-02-13T20:30:28.170756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2026-02-13T20:30:28.182535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAZ'.
[2026-02-13T20:30:28.183137] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2026-02-13T20:30:28.183942] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2026-02-13T20:30:28.183994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:28.184026] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:28.184052] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:28.184107] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:28.261254] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:28.262331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:28.262420] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:28.262456] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:28.384591] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:28.384955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:28.384996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:28.385026] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:28.388696] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: DOWN (p=24.72%)
[2026-02-13T20:30:28.389047] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2026-02-13T20:30:28.389186] [INFO ] [sig       ] RNAZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:28.546309] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RNAZ.txt
[2026-02-13T20:30:28.546454] [INFO ] [sig       ] [2621/3406] Completed RNAZ in 0.4s | 2.84 sym/s | Total: 15.4m | ETA: 4.6m
[2026-02-13T20:30:28.546493] [INFO ] [sig       ] [2622/3406] Forecasting RNG...
[2026-02-13T20:30:28.546524] [INFO ] [sig       ] Generating forecast for: RNG
[2026-02-13T20:30:28.546555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2026-02-13T20:30:28.559010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNG'.
[2026-02-13T20:30:28.559360] [INFO ] [FORECASTER] Starting predict_future for RNG
[2026-02-13T20:30:28.560158] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2026-02-13T20:30:28.560210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:28.560242] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:28.560269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:28.560325] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:28.618227] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:28.619113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:28.619202] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:28.619240] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:28.756067] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:28.756252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:28.756320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:28.756373] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:28.760871] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: UP (p=59.16%)
[2026-02-13T20:30:28.761153] [INFO ] [FORECASTER] Completed predict_future for RNG
[2026-02-13T20:30:28.761296] [INFO ] [sig       ] RNG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:28.903528] [INFO ] [LOCAL     ] Saved forecast: RNG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RNG.txt
[2026-02-13T20:30:28.903699] [INFO ] [sig       ] [2622/3406] Completed RNG in 0.4s | 2.84 sym/s | Total: 15.4m | ETA: 4.6m
[2026-02-13T20:30:28.903741] [INFO ] [sig       ] [2623/3406] Forecasting RNP...
[2026-02-13T20:30:28.903770] [INFO ] [sig       ] Generating forecast for: RNP
[2026-02-13T20:30:28.903799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2026-02-13T20:30:28.914920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNP'.
[2026-02-13T20:30:28.915274] [INFO ] [FORECASTER] Starting predict_future for RNP
[2026-02-13T20:30:28.916082] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2026-02-13T20:30:28.916133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:28.916164] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:28.916190] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:28.916246] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:28.974761] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:28.975640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:28.975727] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:28.975761] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:29.100799] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:29.101007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:29.101048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:29.101077] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:29.104650] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: UP (p=75.80%)
[2026-02-13T20:30:29.104944] [INFO ] [FORECASTER] Completed predict_future for RNP
[2026-02-13T20:30:29.105072] [INFO ] [sig       ] RNP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:29.246121] [INFO ] [LOCAL     ] Saved forecast: RNP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RNP.txt
[2026-02-13T20:30:29.246320] [INFO ] [sig       ] [2623/3406] Completed RNP in 0.3s | 2.84 sym/s | Total: 15.4m | ETA: 4.6m
[2026-02-13T20:30:29.246384] [INFO ] [sig       ] [2624/3406] Forecasting ROAD...
[2026-02-13T20:30:29.246427] [INFO ] [sig       ] Generating forecast for: ROAD
[2026-02-13T20:30:29.246467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2026-02-13T20:30:29.259660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2026-02-13T20:30:29.260098] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2026-02-13T20:30:29.260989] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2026-02-13T20:30:29.261044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:29.261077] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:29.261105] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:29.261162] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:29.344163] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:29.345402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:29.345505] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:29.345540] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:29.491092] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:29.491253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:29.491298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:29.491347] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:29.494972] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: DOWN (p=27.06%)
[2026-02-13T20:30:29.495270] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2026-02-13T20:30:29.495406] [INFO ] [sig       ] ROAD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:29.637604] [INFO ] [LOCAL     ] Saved forecast: ROAD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ROAD.txt
[2026-02-13T20:30:29.637761] [INFO ] [sig       ] [2624/3406] Completed ROAD in 0.4s | 2.84 sym/s | Total: 15.4m | ETA: 4.6m
[2026-02-13T20:30:29.637804] [INFO ] [sig       ] [2625/3406] Forecasting ROCK...
[2026-02-13T20:30:29.637833] [INFO ] [sig       ] Generating forecast for: ROCK
[2026-02-13T20:30:29.637863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2026-02-13T20:30:29.649271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2026-02-13T20:30:29.649637] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2026-02-13T20:30:29.650643] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2026-02-13T20:30:29.650695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:29.650736] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:29.650774] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:29.650834] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:29.706739] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:29.707371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:29.707451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:29.707483] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:29.825076] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:29.825239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:29.825278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:29.825306] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:29.828973] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=57.45%)
[2026-02-13T20:30:29.829269] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2026-02-13T20:30:29.829423] [INFO ] [sig       ] ROCK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:29.973156] [INFO ] [LOCAL     ] Saved forecast: ROCK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ROCK.txt
[2026-02-13T20:30:29.973319] [INFO ] [sig       ] [2625/3406] Completed ROCK in 0.3s | 2.84 sym/s | Total: 15.4m | ETA: 4.6m
[2026-02-13T20:30:29.973369] [INFO ] [sig       ] [2626/3406] Forecasting ROE...
[2026-02-13T20:30:29.973404] [INFO ] [sig       ] Generating forecast for: ROE
[2026-02-13T20:30:29.973439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2026-02-13T20:30:29.985185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROE'.
[2026-02-13T20:30:29.985567] [INFO ] [FORECASTER] Starting predict_future for ROE
[2026-02-13T20:30:29.986411] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2026-02-13T20:30:29.986465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:29.986499] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:29.986526] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:29.986601] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:30.044609] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:30.045391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:30.045484] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:30.045534] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:30.164850] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:30.165008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:30.165048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:30.165077] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:30.168693] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2026-02-13T20:30:30.168986] [INFO ] [FORECASTER] Completed predict_future for ROE
[2026-02-13T20:30:30.169115] [INFO ] [sig       ] ROE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:30.309133] [INFO ] [LOCAL     ] Saved forecast: ROE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ROE.txt
[2026-02-13T20:30:30.309272] [INFO ] [sig       ] [2626/3406] Completed ROE in 0.3s | 2.84 sym/s | Total: 15.4m | ETA: 4.6m
[2026-02-13T20:30:30.309319] [INFO ] [sig       ] [2627/3406] Forecasting ROP...
[2026-02-13T20:30:30.309354] [INFO ] [sig       ] Generating forecast for: ROP
[2026-02-13T20:30:30.309390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2026-02-13T20:30:30.321004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2026-02-13T20:30:30.321543] [INFO ] [FORECASTER] Starting predict_future for ROP
[2026-02-13T20:30:30.322801] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2026-02-13T20:30:30.322854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:30.322923] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:30.322963] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:30.323025] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:30.383667] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:30.384367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:30.384451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:30.384483] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:30.510857] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:30.511020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:30.511060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:30.511090] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:30.514663] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: UP (p=90.72%)
[2026-02-13T20:30:30.514970] [INFO ] [FORECASTER] Completed predict_future for ROP
[2026-02-13T20:30:30.515112] [INFO ] [sig       ] ROP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:30.655723] [INFO ] [LOCAL     ] Saved forecast: ROP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ROP.txt
[2026-02-13T20:30:30.655879] [INFO ] [sig       ] [2627/3406] Completed ROP in 0.3s | 2.84 sym/s | Total: 15.4m | ETA: 4.6m
[2026-02-13T20:30:30.655921] [INFO ] [sig       ] [2628/3406] Forecasting RPAY...
[2026-02-13T20:30:30.655950] [INFO ] [sig       ] Generating forecast for: RPAY
[2026-02-13T20:30:30.655979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2026-02-13T20:30:30.668642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2026-02-13T20:30:30.669045] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2026-02-13T20:30:30.670176] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2026-02-13T20:30:30.670229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:30.670261] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:30.670286] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:30.670369] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:30.733434] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:30.734569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:30.734870] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:30.734902] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:30.862065] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:30.862229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:30.862269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:30.862298] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:30.866103] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: UP (p=64.20%)
[2026-02-13T20:30:30.866402] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2026-02-13T20:30:30.866735] [INFO ] [sig       ] RPAY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:31.014092] [INFO ] [LOCAL     ] Saved forecast: RPAY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RPAY.txt
[2026-02-13T20:30:31.014248] [INFO ] [sig       ] [2628/3406] Completed RPAY in 0.4s | 2.84 sym/s | Total: 15.4m | ETA: 4.6m
[2026-02-13T20:30:31.014290] [INFO ] [sig       ] [2629/3406] Forecasting RPD...
[2026-02-13T20:30:31.014321] [INFO ] [sig       ] Generating forecast for: RPD
[2026-02-13T20:30:31.014351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2026-02-13T20:30:31.025817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2026-02-13T20:30:31.026197] [INFO ] [FORECASTER] Starting predict_future for RPD
[2026-02-13T20:30:31.027057] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2026-02-13T20:30:31.027111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:31.027145] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:31.027172] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:31.027229] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:31.085974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:31.086833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:31.086918] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:31.086951] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:31.215897] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:31.216060] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:31.216101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:31.216130] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:31.219916] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=2.56%)
[2026-02-13T20:30:31.220216] [INFO ] [FORECASTER] Completed predict_future for RPD
[2026-02-13T20:30:31.220355] [INFO ] [sig       ] RPD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:31.365934] [INFO ] [LOCAL     ] Saved forecast: RPD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RPD.txt
[2026-02-13T20:30:31.366083] [INFO ] [sig       ] [2629/3406] Completed RPD in 0.4s | 2.84 sym/s | Total: 15.4m | ETA: 4.6m
[2026-02-13T20:30:31.366122] [INFO ] [sig       ] [2630/3406] Forecasting RPID...
[2026-02-13T20:30:31.366151] [INFO ] [sig       ] Generating forecast for: RPID
[2026-02-13T20:30:31.366181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2026-02-13T20:30:31.377963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2026-02-13T20:30:31.378359] [INFO ] [FORECASTER] Starting predict_future for RPID
[2026-02-13T20:30:31.379207] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2026-02-13T20:30:31.379278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:31.379311] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:31.379338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:31.379396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:31.436776] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:31.437534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:31.437663] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:31.437707] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:31.564067] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:31.564225] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:31.564264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:31.564326] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:31.568362] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: DOWN (p=4.76%)
[2026-02-13T20:30:31.568680] [INFO ] [FORECASTER] Completed predict_future for RPID
[2026-02-13T20:30:31.568818] [INFO ] [sig       ] RPID: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:31.713080] [INFO ] [LOCAL     ] Saved forecast: RPID	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RPID.txt
[2026-02-13T20:30:31.713240] [INFO ] [sig       ] [2630/3406] Completed RPID in 0.3s | 2.84 sym/s | Total: 15.5m | ETA: 4.6m
[2026-02-13T20:30:31.713282] [INFO ] [sig       ] [2631/3406] Forecasting RPRX...
[2026-02-13T20:30:31.713313] [INFO ] [sig       ] Generating forecast for: RPRX
[2026-02-13T20:30:31.713346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2026-02-13T20:30:31.725523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2026-02-13T20:30:31.725937] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2026-02-13T20:30:31.726832] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2026-02-13T20:30:31.726887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:31.726919] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:31.726952] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:31.727021] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:31.789101] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:31.790066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:31.790156] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:31.790190] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:31.924810] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:31.924984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:31.925029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:31.925058] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:31.929124] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=85.04%)
[2026-02-13T20:30:31.929496] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2026-02-13T20:30:31.929675] [INFO ] [sig       ] RPRX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:32.077955] [INFO ] [LOCAL     ] Saved forecast: RPRX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RPRX.txt
[2026-02-13T20:30:32.078118] [INFO ] [sig       ] [2631/3406] Completed RPRX in 0.4s | 2.84 sym/s | Total: 15.5m | ETA: 4.6m
[2026-02-13T20:30:32.078174] [INFO ] [sig       ] [2632/3406] Forecasting RQI...
[2026-02-13T20:30:32.078214] [INFO ] [sig       ] Generating forecast for: RQI
[2026-02-13T20:30:32.078246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2026-02-13T20:30:32.090679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RQI'.
[2026-02-13T20:30:32.091056] [INFO ] [FORECASTER] Starting predict_future for RQI
[2026-02-13T20:30:32.092142] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2026-02-13T20:30:32.092197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:32.092229] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:32.092255] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:32.092332] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:32.154479] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:32.155369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:32.155470] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:32.155524] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:32.281652] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:32.281821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:32.281890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:32.281926] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:32.285501] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=41.66%)
[2026-02-13T20:30:32.285841] [INFO ] [FORECASTER] Completed predict_future for RQI
[2026-02-13T20:30:32.285981] [INFO ] [sig       ] RQI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:32.430200] [INFO ] [LOCAL     ] Saved forecast: RQI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RQI.txt
[2026-02-13T20:30:32.430363] [INFO ] [sig       ] [2632/3406] Completed RQI in 0.4s | 2.84 sym/s | Total: 15.5m | ETA: 4.5m
[2026-02-13T20:30:32.430404] [INFO ] [sig       ] [2633/3406] Forecasting RRBI...
[2026-02-13T20:30:32.430432] [INFO ] [sig       ] Generating forecast for: RRBI
[2026-02-13T20:30:32.430461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2026-02-13T20:30:32.442027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2026-02-13T20:30:32.442404] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2026-02-13T20:30:32.443450] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2026-02-13T20:30:32.443509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:32.443541] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:32.443568] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:32.443651] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:32.502365] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:32.503264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:32.503350] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:32.503383] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:32.618475] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:32.618846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:32.618896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:32.618925] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:32.622818] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: UP (p=98.90%)
[2026-02-13T20:30:32.623100] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2026-02-13T20:30:32.623230] [INFO ] [sig       ] RRBI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:32.764284] [INFO ] [LOCAL     ] Saved forecast: RRBI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RRBI.txt
[2026-02-13T20:30:32.764409] [INFO ] [sig       ] [2633/3406] Completed RRBI in 0.3s | 2.84 sym/s | Total: 15.5m | ETA: 4.5m
[2026-02-13T20:30:32.764448] [INFO ] [sig       ] [2634/3406] Forecasting RRC...
[2026-02-13T20:30:32.764476] [INFO ] [sig       ] Generating forecast for: RRC
[2026-02-13T20:30:32.764505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2026-02-13T20:30:32.776765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2026-02-13T20:30:32.777066] [INFO ] [FORECASTER] Starting predict_future for RRC
[2026-02-13T20:30:32.777906] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2026-02-13T20:30:32.777959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:32.777992] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:32.778019] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:32.778075] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:32.836352] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:32.836981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:32.837059] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:32.837092] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:32.954171] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:32.954321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:32.954360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:32.954390] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:32.957796] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=8.39%)
[2026-02-13T20:30:32.958086] [INFO ] [FORECASTER] Completed predict_future for RRC
[2026-02-13T20:30:32.958214] [INFO ] [sig       ] RRC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:33.104745] [INFO ] [LOCAL     ] Saved forecast: RRC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RRC.txt
[2026-02-13T20:30:33.104885] [INFO ] [sig       ] [2634/3406] Completed RRC in 0.3s | 2.84 sym/s | Total: 15.5m | ETA: 4.5m
[2026-02-13T20:30:33.104925] [INFO ] [sig       ] [2635/3406] Forecasting RRGB...
[2026-02-13T20:30:33.104957] [INFO ] [sig       ] Generating forecast for: RRGB
[2026-02-13T20:30:33.104986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2026-02-13T20:30:33.116198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2026-02-13T20:30:33.116558] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2026-02-13T20:30:33.117411] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2026-02-13T20:30:33.117467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:33.117500] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:33.117527] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:33.117631] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:33.174176] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:33.174942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:33.175022] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:33.175054] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:33.295022] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:33.295175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:33.295214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:33.295242] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:33.298653] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2026-02-13T20:30:33.298950] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2026-02-13T20:30:33.299077] [INFO ] [sig       ] RRGB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:33.442148] [INFO ] [LOCAL     ] Saved forecast: RRGB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RRGB.txt
[2026-02-13T20:30:33.442272] [INFO ] [sig       ] [2635/3406] Completed RRGB in 0.3s | 2.84 sym/s | Total: 15.5m | ETA: 4.5m
[2026-02-13T20:30:33.442311] [INFO ] [sig       ] [2636/3406] Forecasting RRX...
[2026-02-13T20:30:33.442341] [INFO ] [sig       ] Generating forecast for: RRX
[2026-02-13T20:30:33.442371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2026-02-13T20:30:33.453496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2026-02-13T20:30:33.453830] [INFO ] [FORECASTER] Starting predict_future for RRX
[2026-02-13T20:30:33.454642] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2026-02-13T20:30:33.454695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:33.454726] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:33.454752] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:33.454808] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:33.511507] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:33.512158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:33.512236] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:33.512268] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:33.636350] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:33.636522] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:33.636563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:33.636611] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:33.640117] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2026-02-13T20:30:33.640407] [INFO ] [FORECASTER] Completed predict_future for RRX
[2026-02-13T20:30:33.640542] [INFO ] [sig       ] RRX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:33.783125] [INFO ] [LOCAL     ] Saved forecast: RRX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RRX.txt
[2026-02-13T20:30:33.783242] [INFO ] [sig       ] [2636/3406] Completed RRX in 0.3s | 2.84 sym/s | Total: 15.5m | ETA: 4.5m
[2026-02-13T20:30:33.783280] [INFO ] [sig       ] [2637/3406] Forecasting RS...
[2026-02-13T20:30:33.783309] [INFO ] [sig       ] Generating forecast for: RS
[2026-02-13T20:30:33.783340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2026-02-13T20:30:33.794315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2026-02-13T20:30:33.794644] [INFO ] [FORECASTER] Starting predict_future for RS
[2026-02-13T20:30:33.795442] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2026-02-13T20:30:33.795504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:33.795536] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:33.795563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:33.795639] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:33.853275] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:33.853941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:33.854056] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:33.854090] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:33.975308] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:33.975464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:33.975533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:33.975565] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:33.979745] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=49.78%)
[2026-02-13T20:30:33.980031] [INFO ] [FORECASTER] Completed predict_future for RS
[2026-02-13T20:30:33.980158] [INFO ] [sig       ] RS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:34.125550] [INFO ] [LOCAL     ] Saved forecast: RS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RS.txt
[2026-02-13T20:30:34.125690] [INFO ] [sig       ] [2637/3406] Completed RS in 0.3s | 2.84 sym/s | Total: 15.5m | ETA: 4.5m
[2026-02-13T20:30:34.125730] [INFO ] [sig       ] [2638/3406] Forecasting RSG...
[2026-02-13T20:30:34.125759] [INFO ] [sig       ] Generating forecast for: RSG
[2026-02-13T20:30:34.125789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2026-02-13T20:30:34.136864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2026-02-13T20:30:34.137175] [INFO ] [FORECASTER] Starting predict_future for RSG
[2026-02-13T20:30:34.137992] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2026-02-13T20:30:34.138045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:34.138076] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:34.138102] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:34.138157] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:34.195288] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:34.196093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:34.196174] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:34.196207] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:34.321663] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:34.321815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:34.321853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:34.321882] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:34.325313] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: DOWN (p=17.02%)
[2026-02-13T20:30:34.325611] [INFO ] [FORECASTER] Completed predict_future for RSG
[2026-02-13T20:30:34.325740] [INFO ] [sig       ] RSG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:34.464595] [INFO ] [LOCAL     ] Saved forecast: RSG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RSG.txt
[2026-02-13T20:30:34.464713] [INFO ] [sig       ] [2638/3406] Completed RSG in 0.3s | 2.84 sym/s | Total: 15.5m | ETA: 4.5m
[2026-02-13T20:30:34.464751] [INFO ] [sig       ] [2639/3406] Forecasting RSI...
[2026-02-13T20:30:34.464781] [INFO ] [sig       ] Generating forecast for: RSI
[2026-02-13T20:30:34.464810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2026-02-13T20:30:34.476069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2026-02-13T20:30:34.476385] [INFO ] [FORECASTER] Starting predict_future for RSI
[2026-02-13T20:30:34.477388] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2026-02-13T20:30:34.477439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:34.477475] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:34.477501] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:34.477556] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:34.534234] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:34.535054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:34.535138] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:34.535171] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:34.660739] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:34.660907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:34.660946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:34.660974] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:34.664502] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=3.51%)
[2026-02-13T20:30:34.664851] [INFO ] [FORECASTER] Completed predict_future for RSI
[2026-02-13T20:30:34.664992] [INFO ] [sig       ] RSI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:34.807099] [INFO ] [LOCAL     ] Saved forecast: RSI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RSI.txt
[2026-02-13T20:30:34.807258] [INFO ] [sig       ] [2639/3406] Completed RSI in 0.3s | 2.84 sym/s | Total: 15.5m | ETA: 4.5m
[2026-02-13T20:30:34.807297] [INFO ] [sig       ] [2640/3406] Forecasting RSKD...
[2026-02-13T20:30:34.807327] [INFO ] [sig       ] Generating forecast for: RSKD
[2026-02-13T20:30:34.807357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2026-02-13T20:30:34.819653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2026-02-13T20:30:34.820006] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2026-02-13T20:30:34.820814] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2026-02-13T20:30:34.820866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:34.820897] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:34.820923] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:34.820978] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:34.877191] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:34.877988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:34.878071] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:34.878103] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:34.996563] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:34.996729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:34.996768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:34.996798] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:35.000234] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: UP (p=98.41%)
[2026-02-13T20:30:35.000536] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2026-02-13T20:30:35.000685] [INFO ] [sig       ] RSKD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:35.145936] [INFO ] [LOCAL     ] Saved forecast: RSKD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RSKD.txt
[2026-02-13T20:30:35.146153] [INFO ] [sig       ] [2640/3406] Completed RSKD in 0.3s | 2.84 sym/s | Total: 15.5m | ETA: 4.5m
[2026-02-13T20:30:35.146201] [INFO ] [sig       ] [2641/3406] Forecasting RSSS...
[2026-02-13T20:30:35.146235] [INFO ] [sig       ] Generating forecast for: RSSS
[2026-02-13T20:30:35.146274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2026-02-13T20:30:35.159491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2026-02-13T20:30:35.159851] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2026-02-13T20:30:35.160700] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2026-02-13T20:30:35.160753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:35.160808] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:35.160839] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:35.160914] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:35.242314] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:35.243280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:35.243404] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:35.243443] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:35.367970] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:35.368149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:35.368190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:35.368219] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:35.371773] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: DOWN (p=28.84%)
[2026-02-13T20:30:35.372080] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2026-02-13T20:30:35.372226] [INFO ] [sig       ] RSSS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:35.511222] [INFO ] [LOCAL     ] Saved forecast: RSSS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RSSS.txt
[2026-02-13T20:30:35.511375] [INFO ] [sig       ] [2641/3406] Completed RSSS in 0.4s | 2.84 sym/s | Total: 15.5m | ETA: 4.5m
[2026-02-13T20:30:35.511414] [INFO ] [sig       ] [2642/3406] Forecasting RTO...
[2026-02-13T20:30:35.511443] [INFO ] [sig       ] Generating forecast for: RTO
[2026-02-13T20:30:35.511473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2026-02-13T20:30:35.522783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2026-02-13T20:30:35.523145] [INFO ] [FORECASTER] Starting predict_future for RTO
[2026-02-13T20:30:35.523998] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2026-02-13T20:30:35.524051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:35.524083] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:35.524109] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:35.524166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:35.581137] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:35.582061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:35.582150] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:35.582184] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:35.709484] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:35.709665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:35.709708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:35.709737] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:35.714059] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=4.58%)
[2026-02-13T20:30:35.714348] [INFO ] [FORECASTER] Completed predict_future for RTO
[2026-02-13T20:30:35.714479] [INFO ] [sig       ] RTO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:35.862020] [INFO ] [LOCAL     ] Saved forecast: RTO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RTO.txt
[2026-02-13T20:30:35.862177] [INFO ] [sig       ] [2642/3406] Completed RTO in 0.4s | 2.84 sym/s | Total: 15.5m | ETA: 4.5m
[2026-02-13T20:30:35.862216] [INFO ] [sig       ] [2643/3406] Forecasting RUM...
[2026-02-13T20:30:35.862246] [INFO ] [sig       ] Generating forecast for: RUM
[2026-02-13T20:30:35.862277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2026-02-13T20:30:35.873650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2026-02-13T20:30:35.874013] [INFO ] [FORECASTER] Starting predict_future for RUM
[2026-02-13T20:30:35.874818] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2026-02-13T20:30:35.874869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:35.874902] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:35.874927] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:35.874982] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:35.931839] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:35.932714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:35.932795] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:35.932828] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:36.053919] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:36.054082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:36.054121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:36.054151] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:36.057755] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=55.67%)
[2026-02-13T20:30:36.058102] [INFO ] [FORECASTER] Completed predict_future for RUM
[2026-02-13T20:30:36.058245] [INFO ] [sig       ] RUM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:36.210275] [INFO ] [LOCAL     ] Saved forecast: RUM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RUM.txt
[2026-02-13T20:30:36.210446] [INFO ] [sig       ] [2643/3406] Completed RUM in 0.3s | 2.84 sym/s | Total: 15.5m | ETA: 4.5m
[2026-02-13T20:30:36.210511] [INFO ] [sig       ] [2644/3406] Forecasting RUN...
[2026-02-13T20:30:36.210543] [INFO ] [sig       ] Generating forecast for: RUN
[2026-02-13T20:30:36.210592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2026-02-13T20:30:36.222398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2026-02-13T20:30:36.222838] [INFO ] [FORECASTER] Starting predict_future for RUN
[2026-02-13T20:30:36.223675] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2026-02-13T20:30:36.223727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:36.223788] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:36.223818] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:36.223875] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:36.282498] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:36.283405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:36.283492] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:36.283526] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:36.408505] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:36.408684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:36.408725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:36.408754] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:36.412261] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: UP (p=89.61%)
[2026-02-13T20:30:36.412557] [INFO ] [FORECASTER] Completed predict_future for RUN
[2026-02-13T20:30:36.412708] [INFO ] [sig       ] RUN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:36.552292] [INFO ] [LOCAL     ] Saved forecast: RUN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RUN.txt
[2026-02-13T20:30:36.552459] [INFO ] [sig       ] [2644/3406] Completed RUN in 0.3s | 2.84 sym/s | Total: 15.5m | ETA: 4.5m
[2026-02-13T20:30:36.552499] [INFO ] [sig       ] [2645/3406] Forecasting RUNN...
[2026-02-13T20:30:36.552535] [INFO ] [sig       ] Generating forecast for: RUNN
[2026-02-13T20:30:36.552596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2026-02-13T20:30:36.563266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUNN'.
[2026-02-13T20:30:36.563678] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2026-02-13T20:30:36.564454] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2026-02-13T20:30:36.564508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:36.564542] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:36.564599] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:36.564659] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:36.622836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:36.623657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:36.623737] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:36.623770] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:36.748702] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:36.748897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:36.748943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:36.748972] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:36.752837] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2026-02-13T20:30:36.753136] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2026-02-13T20:30:36.753306] [INFO ] [sig       ] RUNN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:36.897102] [INFO ] [LOCAL     ] Saved forecast: RUNN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RUNN.txt
[2026-02-13T20:30:36.897295] [INFO ] [sig       ] [2645/3406] Completed RUNN in 0.3s | 2.84 sym/s | Total: 15.5m | ETA: 4.5m
[2026-02-13T20:30:36.897343] [INFO ] [sig       ] [2646/3406] Forecasting RUSHA...
[2026-02-13T20:30:36.897372] [INFO ] [sig       ] Generating forecast for: RUSHA
[2026-02-13T20:30:36.897403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2026-02-13T20:30:36.912014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2026-02-13T20:30:36.912441] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2026-02-13T20:30:36.913403] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2026-02-13T20:30:36.913468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:36.913506] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:36.913539] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:36.913623] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:36.973336] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:36.974259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:36.974377] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:36.974413] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:37.094482] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:37.094656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:37.094697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:37.094726] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:37.098229] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: DOWN (p=42.10%)
[2026-02-13T20:30:37.098521] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2026-02-13T20:30:37.098676] [INFO ] [sig       ] RUSHA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:37.239702] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RUSHA.txt
[2026-02-13T20:30:37.239849] [INFO ] [sig       ] [2646/3406] Completed RUSHA in 0.3s | 2.84 sym/s | Total: 15.5m | ETA: 4.5m
[2026-02-13T20:30:37.239889] [INFO ] [sig       ] [2647/3406] Forecasting RUSHB...
[2026-02-13T20:30:37.239919] [INFO ] [sig       ] Generating forecast for: RUSHB
[2026-02-13T20:30:37.239951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2026-02-13T20:30:37.251554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2026-02-13T20:30:37.251909] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2026-02-13T20:30:37.252721] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2026-02-13T20:30:37.252772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:37.252803] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:37.252828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:37.252884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:37.311033] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:37.311729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:37.311810] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:37.311842] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:37.422164] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:37.422325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:37.422366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:37.422447] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:37.425960] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2026-02-13T20:30:37.426243] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2026-02-13T20:30:37.426373] [INFO ] [sig       ] RUSHB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:37.569744] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RUSHB.txt
[2026-02-13T20:30:37.569888] [INFO ] [sig       ] [2647/3406] Completed RUSHB in 0.3s | 2.84 sym/s | Total: 15.5m | ETA: 4.5m
[2026-02-13T20:30:37.569928] [INFO ] [sig       ] [2648/3406] Forecasting RVMD...
[2026-02-13T20:30:37.569958] [INFO ] [sig       ] Generating forecast for: RVMD
[2026-02-13T20:30:37.569988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2026-02-13T20:30:37.581828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2026-02-13T20:30:37.582287] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2026-02-13T20:30:37.583149] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2026-02-13T20:30:37.583201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:37.583232] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:37.583258] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:37.583315] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:37.640696] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:37.641615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:37.641702] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:37.641734] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:37.770229] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:37.770390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:37.770430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:37.770479] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:37.774061] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2026-02-13T20:30:37.774346] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2026-02-13T20:30:37.774475] [INFO ] [sig       ] RVMD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:37.915602] [INFO ] [LOCAL     ] Saved forecast: RVMD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RVMD.txt
[2026-02-13T20:30:37.915758] [INFO ] [sig       ] [2648/3406] Completed RVMD in 0.3s | 2.84 sym/s | Total: 15.6m | ETA: 4.5m
[2026-02-13T20:30:37.915798] [INFO ] [sig       ] [2649/3406] Forecasting RVSB...
[2026-02-13T20:30:37.915827] [INFO ] [sig       ] Generating forecast for: RVSB
[2026-02-13T20:30:37.915856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2026-02-13T20:30:37.929745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2026-02-13T20:30:37.930378] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2026-02-13T20:30:37.931243] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2026-02-13T20:30:37.931298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:37.931330] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:37.931357] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:37.931414] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:37.994930] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:37.996079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:37.996192] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:37.996236] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:38.130139] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:38.130297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:38.130336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:38.130365] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:38.134145] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=82.55%)
[2026-02-13T20:30:38.134439] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2026-02-13T20:30:38.134566] [INFO ] [sig       ] RVSB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:38.279066] [INFO ] [LOCAL     ] Saved forecast: RVSB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RVSB.txt
[2026-02-13T20:30:38.279204] [INFO ] [sig       ] [2649/3406] Completed RVSB in 0.4s | 2.84 sym/s | Total: 15.6m | ETA: 4.4m
[2026-02-13T20:30:38.279244] [INFO ] [sig       ] [2650/3406] Forecasting RVTY...
[2026-02-13T20:30:38.279274] [INFO ] [sig       ] Generating forecast for: RVTY
[2026-02-13T20:30:38.279305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2026-02-13T20:30:38.291511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2026-02-13T20:30:38.291887] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2026-02-13T20:30:38.292729] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2026-02-13T20:30:38.292781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:38.292813] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:38.292839] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:38.292895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:38.350179] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:38.350857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:38.350954] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:38.350986] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:38.470812] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:38.470983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:38.471022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:38.471050] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:38.474530] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2026-02-13T20:30:38.474852] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2026-02-13T20:30:38.474987] [INFO ] [sig       ] RVTY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:38.622269] [INFO ] [LOCAL     ] Saved forecast: RVTY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RVTY.txt
[2026-02-13T20:30:38.622416] [INFO ] [sig       ] [2650/3406] Completed RVTY in 0.3s | 2.84 sym/s | Total: 15.6m | ETA: 4.4m
[2026-02-13T20:30:38.622455] [INFO ] [sig       ] [2651/3406] Forecasting RWAY...
[2026-02-13T20:30:38.622485] [INFO ] [sig       ] Generating forecast for: RWAY
[2026-02-13T20:30:38.622513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2026-02-13T20:30:38.635961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2026-02-13T20:30:38.636612] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2026-02-13T20:30:38.637498] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2026-02-13T20:30:38.637556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:38.637633] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:38.637665] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:38.637870] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:38.699943] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:38.700823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:38.700909] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:38.700943] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:38.837925] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:38.838091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:38.838130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:38.838160] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:38.842244] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=86.53%)
[2026-02-13T20:30:38.842563] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2026-02-13T20:30:38.842733] [INFO ] [sig       ] RWAY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:39.000047] [INFO ] [LOCAL     ] Saved forecast: RWAY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RWAY.txt
[2026-02-13T20:30:39.000232] [INFO ] [sig       ] [2651/3406] Completed RWAY in 0.4s | 2.84 sym/s | Total: 15.6m | ETA: 4.4m
[2026-02-13T20:30:39.000290] [INFO ] [sig       ] [2652/3406] Forecasting RXO...
[2026-02-13T20:30:39.000323] [INFO ] [sig       ] Generating forecast for: RXO
[2026-02-13T20:30:39.000355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2026-02-13T20:30:39.012714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2026-02-13T20:30:39.013109] [INFO ] [FORECASTER] Starting predict_future for RXO
[2026-02-13T20:30:39.013994] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2026-02-13T20:30:39.014049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:39.014097] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:39.014131] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:39.014205] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:39.076246] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:39.077275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:39.077369] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:39.077407] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:39.214665] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:39.214838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:39.214878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:39.214910] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:39.218642] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2026-02-13T20:30:39.219014] [INFO ] [FORECASTER] Completed predict_future for RXO
[2026-02-13T20:30:39.219152] [INFO ] [sig       ] RXO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:39.364705] [INFO ] [LOCAL     ] Saved forecast: RXO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RXO.txt
[2026-02-13T20:30:39.364865] [INFO ] [sig       ] [2652/3406] Completed RXO in 0.4s | 2.84 sym/s | Total: 15.6m | ETA: 4.4m
[2026-02-13T20:30:39.364914] [INFO ] [sig       ] [2653/3406] Forecasting RXRX...
[2026-02-13T20:30:39.364946] [INFO ] [sig       ] Generating forecast for: RXRX
[2026-02-13T20:30:39.364976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2026-02-13T20:30:39.377093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2026-02-13T20:30:39.377467] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2026-02-13T20:30:39.378369] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2026-02-13T20:30:39.378422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:39.378455] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:39.378481] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:39.378541] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:39.434679] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:39.435337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:39.435419] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:39.435451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:39.556404] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:39.556590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:39.556639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:39.556671] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:39.560205] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: DOWN (p=38.66%)
[2026-02-13T20:30:39.560505] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2026-02-13T20:30:39.560663] [INFO ] [sig       ] RXRX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:39.707945] [INFO ] [LOCAL     ] Saved forecast: RXRX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RXRX.txt
[2026-02-13T20:30:39.708105] [INFO ] [sig       ] [2653/3406] Completed RXRX in 0.3s | 2.84 sym/s | Total: 15.6m | ETA: 4.4m
[2026-02-13T20:30:39.708146] [INFO ] [sig       ] [2654/3406] Forecasting RY...
[2026-02-13T20:30:39.708175] [INFO ] [sig       ] Generating forecast for: RY
[2026-02-13T20:30:39.708204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2026-02-13T20:30:39.719661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2026-02-13T20:30:39.720010] [INFO ] [FORECASTER] Starting predict_future for RY
[2026-02-13T20:30:39.721070] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2026-02-13T20:30:39.721122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:39.721153] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:39.721179] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:39.721234] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:39.779270] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:39.779944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:39.780069] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:39.780111] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:39.909611] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:39.909769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:39.909808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:39.909839] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:39.913297] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2026-02-13T20:30:39.913600] [INFO ] [FORECASTER] Completed predict_future for RY
[2026-02-13T20:30:39.913731] [INFO ] [sig       ] RY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:40.064954] [INFO ] [LOCAL     ] Saved forecast: RY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RY.txt
[2026-02-13T20:30:40.065122] [INFO ] [sig       ] [2654/3406] Completed RY in 0.4s | 2.84 sym/s | Total: 15.6m | ETA: 4.4m
[2026-02-13T20:30:40.065165] [INFO ] [sig       ] [2655/3406] Forecasting RYAAY...
[2026-02-13T20:30:40.065195] [INFO ] [sig       ] Generating forecast for: RYAAY
[2026-02-13T20:30:40.065224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2026-02-13T20:30:40.077740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2026-02-13T20:30:40.078094] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2026-02-13T20:30:40.078915] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2026-02-13T20:30:40.078968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:40.079000] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:40.079027] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:40.079085] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:40.139124] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:40.139816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:40.139896] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:40.139929] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:40.269208] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:40.269363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:40.269403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:40.269433] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:40.273522] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=39.05%)
[2026-02-13T20:30:40.273839] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2026-02-13T20:30:40.273972] [INFO ] [sig       ] RYAAY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:40.418476] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RYAAY.txt
[2026-02-13T20:30:40.418663] [INFO ] [sig       ] [2655/3406] Completed RYAAY in 0.4s | 2.84 sym/s | Total: 15.6m | ETA: 4.4m
[2026-02-13T20:30:40.418709] [INFO ] [sig       ] [2656/3406] Forecasting RYAM...
[2026-02-13T20:30:40.418759] [INFO ] [sig       ] Generating forecast for: RYAM
[2026-02-13T20:30:40.418793] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2026-02-13T20:30:40.430503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2026-02-13T20:30:40.430847] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2026-02-13T20:30:40.431707] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2026-02-13T20:30:40.431760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:40.431793] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:40.431819] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:40.431877] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:40.491741] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:40.492424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:40.492503] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:40.492538] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:40.624330] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:40.624496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:40.624537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:40.624567] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:40.628270] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: DOWN (p=20.52%)
[2026-02-13T20:30:40.628608] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2026-02-13T20:30:40.628749] [INFO ] [sig       ] RYAM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:40.771604] [INFO ] [LOCAL     ] Saved forecast: RYAM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RYAM.txt
[2026-02-13T20:30:40.771745] [INFO ] [sig       ] [2656/3406] Completed RYAM in 0.4s | 2.84 sym/s | Total: 15.6m | ETA: 4.4m
[2026-02-13T20:30:40.771785] [INFO ] [sig       ] [2657/3406] Forecasting RYAN...
[2026-02-13T20:30:40.771813] [INFO ] [sig       ] Generating forecast for: RYAN
[2026-02-13T20:30:40.771843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2026-02-13T20:30:40.783727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2026-02-13T20:30:40.784185] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2026-02-13T20:30:40.785072] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2026-02-13T20:30:40.785128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:40.785170] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:40.785204] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:40.785275] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:40.842603] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:40.843342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:40.843427] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:40.843462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:40.970401] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:40.970558] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:40.970619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:40.970651] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:40.974880] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2026-02-13T20:30:40.975421] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2026-02-13T20:30:40.975608] [INFO ] [sig       ] RYAN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:41.135719] [INFO ] [LOCAL     ] Saved forecast: RYAN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/RYAN.txt
[2026-02-13T20:30:41.135910] [INFO ] [sig       ] [2657/3406] Completed RYAN in 0.4s | 2.84 sym/s | Total: 15.6m | ETA: 4.4m
[2026-02-13T20:30:41.135953] [INFO ] [sig       ] [2658/3406] Forecasting RYI...
[2026-02-13T20:30:41.135983] [INFO ] [sig       ] Generating forecast for: RYI
[2026-02-13T20:30:41.136013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2026-02-13T20:30:41.147768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2026-02-13T20:30:41.148151] [INFO ] [FORECASTER] Starting predict_future for RYI
[2026-02-13T20:30:41.148968] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2026-02-13T20:30:41.149021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:41.149053] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:41.149080] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:41.149136] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:41.206909] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:41.207849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:41.207936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:41.207968] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:41.334587] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:41.334759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:41.334800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:41.334834] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:41.338889] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: UP (p=84.72%)
[2026-02-13T20:30:41.339272] [INFO ] [FORECASTER] Completed predict_future for RYI
[2026-02-13T20:30:41.339447] [INFO ] [sig       ] RYI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:41.489707] [INFO ] [LOCAL     ] Saved forecast: RYI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RYI.txt
[2026-02-13T20:30:41.489848] [INFO ] [sig       ] [2658/3406] Completed RYI in 0.4s | 2.84 sym/s | Total: 15.6m | ETA: 4.4m
[2026-02-13T20:30:41.489888] [INFO ] [sig       ] [2659/3406] Forecasting RYN...
[2026-02-13T20:30:41.489918] [INFO ] [sig       ] Generating forecast for: RYN
[2026-02-13T20:30:41.489948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2026-02-13T20:30:41.501728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYN'.
[2026-02-13T20:30:41.502077] [INFO ] [FORECASTER] Starting predict_future for RYN
[2026-02-13T20:30:41.502903] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2026-02-13T20:30:41.502955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:41.502986] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:41.503012] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:41.503068] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:41.561315] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:41.562220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:41.562306] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:41.562341] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:41.679290] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:41.679459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:41.679501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:41.679548] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:41.682982] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: UP (p=53.49%)
[2026-02-13T20:30:41.683265] [INFO ] [FORECASTER] Completed predict_future for RYN
[2026-02-13T20:30:41.683394] [INFO ] [sig       ] RYN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:41.822979] [INFO ] [LOCAL     ] Saved forecast: RYN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RYN.txt
[2026-02-13T20:30:41.823140] [INFO ] [sig       ] [2659/3406] Completed RYN in 0.3s | 2.84 sym/s | Total: 15.6m | ETA: 4.4m
[2026-02-13T20:30:41.823182] [INFO ] [sig       ] [2660/3406] Forecasting RYTM...
[2026-02-13T20:30:41.823211] [INFO ] [sig       ] Generating forecast for: RYTM
[2026-02-13T20:30:41.823240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2026-02-13T20:30:41.834778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2026-02-13T20:30:41.835158] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2026-02-13T20:30:41.836015] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2026-02-13T20:30:41.836068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:41.836101] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:41.836128] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:41.836185] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:41.897235] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:41.898389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:41.898480] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:41.898515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:42.027517] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:42.027717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:42.027762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:42.027791] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:42.031356] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2026-02-13T20:30:42.031680] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2026-02-13T20:30:42.031813] [INFO ] [sig       ] RYTM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:42.177891] [INFO ] [LOCAL     ] Saved forecast: RYTM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RYTM.txt
[2026-02-13T20:30:42.178050] [INFO ] [sig       ] [2660/3406] Completed RYTM in 0.4s | 2.84 sym/s | Total: 15.6m | ETA: 4.4m
[2026-02-13T20:30:42.178091] [INFO ] [sig       ] [2661/3406] Forecasting RZB...
[2026-02-13T20:30:42.178123] [INFO ] [sig       ] Generating forecast for: RZB
[2026-02-13T20:30:42.178156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2026-02-13T20:30:42.189937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2026-02-13T20:30:42.190281] [INFO ] [FORECASTER] Starting predict_future for RZB
[2026-02-13T20:30:42.191110] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2026-02-13T20:30:42.191165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:42.191227] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:42.191258] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:42.191317] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:42.251306] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:42.252183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:42.252270] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:42.252304] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:42.379263] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:42.379431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:42.379472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:42.379503] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:42.383247] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: UP (p=94.71%)
[2026-02-13T20:30:42.383541] [INFO ] [FORECASTER] Completed predict_future for RZB
[2026-02-13T20:30:42.383703] [INFO ] [sig       ] RZB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:42.544420] [INFO ] [LOCAL     ] Saved forecast: RZB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RZB.txt
[2026-02-13T20:30:42.544595] [INFO ] [sig       ] [2661/3406] Completed RZB in 0.4s | 2.84 sym/s | Total: 15.6m | ETA: 4.4m
[2026-02-13T20:30:42.544640] [INFO ] [sig       ] [2662/3406] Forecasting RZC...
[2026-02-13T20:30:42.544669] [INFO ] [sig       ] Generating forecast for: RZC
[2026-02-13T20:30:42.544699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2026-02-13T20:30:42.557977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2026-02-13T20:30:42.558345] [INFO ] [FORECASTER] Starting predict_future for RZC
[2026-02-13T20:30:42.559146] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2026-02-13T20:30:42.559198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:42.559230] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:42.559257] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:42.559314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:42.622428] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:42.623555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:42.623657] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:42.623694] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:42.750692] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:42.750852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:42.750891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:42.750922] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:42.754693] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=81.27%)
[2026-02-13T20:30:42.755042] [INFO ] [FORECASTER] Completed predict_future for RZC
[2026-02-13T20:30:42.755205] [INFO ] [sig       ] RZC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:42.929148] [INFO ] [LOCAL     ] Saved forecast: RZC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/RZC.txt
[2026-02-13T20:30:42.929342] [INFO ] [sig       ] [2662/3406] Completed RZC in 0.4s | 2.84 sym/s | Total: 15.6m | ETA: 4.4m
[2026-02-13T20:30:42.929392] [INFO ] [sig       ] [2663/3406] Forecasting S...
[2026-02-13T20:30:42.929433] [INFO ] [sig       ] Generating forecast for: S
[2026-02-13T20:30:42.929472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2026-02-13T20:30:42.941486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2026-02-13T20:30:42.941939] [INFO ] [FORECASTER] Starting predict_future for S
[2026-02-13T20:30:42.942825] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2026-02-13T20:30:42.942880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:42.942923] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:42.942957] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:42.943015] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:43.003285] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:43.004250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:43.004338] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:43.004374] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:43.127237] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:43.127399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:43.127437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:43.127464] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:43.130989] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: DOWN (p=23.33%)
[2026-02-13T20:30:43.131269] [INFO ] [FORECASTER] Completed predict_future for S
[2026-02-13T20:30:43.131399] [INFO ] [sig       ] S: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:43.277832] [INFO ] [LOCAL     ] Saved forecast: S	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/S.txt
[2026-02-13T20:30:43.277991] [INFO ] [sig       ] [2663/3406] Completed S in 0.3s | 2.84 sym/s | Total: 15.6m | ETA: 4.4m
[2026-02-13T20:30:43.278033] [INFO ] [sig       ] [2664/3406] Forecasting SA...
[2026-02-13T20:30:43.278062] [INFO ] [sig       ] Generating forecast for: SA
[2026-02-13T20:30:43.278093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2026-02-13T20:30:43.289555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SA'.
[2026-02-13T20:30:43.290060] [INFO ] [FORECASTER] Starting predict_future for SA
[2026-02-13T20:30:43.290948] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2026-02-13T20:30:43.291003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:43.291036] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:43.291065] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:43.291122] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:43.358843] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:43.359995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:43.360108] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:43.360163] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:43.492697] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:43.492868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:43.492909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:43.492938] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:43.496774] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: UP (p=66.61%)
[2026-02-13T20:30:43.497136] [INFO ] [FORECASTER] Completed predict_future for SA
[2026-02-13T20:30:43.497285] [INFO ] [sig       ] SA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:43.646712] [INFO ] [LOCAL     ] Saved forecast: SA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SA.txt
[2026-02-13T20:30:43.646879] [INFO ] [sig       ] [2664/3406] Completed SA in 0.4s | 2.84 sym/s | Total: 15.6m | ETA: 4.4m
[2026-02-13T20:30:43.646921] [INFO ] [sig       ] [2665/3406] Forecasting SAFE...
[2026-02-13T20:30:43.646952] [INFO ] [sig       ] Generating forecast for: SAFE
[2026-02-13T20:30:43.646984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2026-02-13T20:30:43.658662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2026-02-13T20:30:43.659035] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2026-02-13T20:30:43.659944] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2026-02-13T20:30:43.660012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:43.660045] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:43.660070] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:43.660126] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:43.716370] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:43.717257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:43.717342] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:43.717374] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:43.840794] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:43.840957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:43.840996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:43.841024] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:43.844450] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: DOWN (p=2.95%)
[2026-02-13T20:30:43.844755] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2026-02-13T20:30:43.844885] [INFO ] [sig       ] SAFE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:43.986807] [INFO ] [LOCAL     ] Saved forecast: SAFE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SAFE.txt
[2026-02-13T20:30:43.986973] [INFO ] [sig       ] [2665/3406] Completed SAFE in 0.3s | 2.84 sym/s | Total: 15.7m | ETA: 4.4m
[2026-02-13T20:30:43.987014] [INFO ] [sig       ] [2666/3406] Forecasting SAH...
[2026-02-13T20:30:43.987044] [INFO ] [sig       ] Generating forecast for: SAH
[2026-02-13T20:30:43.987074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2026-02-13T20:30:43.998391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2026-02-13T20:30:43.998791] [INFO ] [FORECASTER] Starting predict_future for SAH
[2026-02-13T20:30:43.999610] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2026-02-13T20:30:43.999666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:43.999698] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:43.999723] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:43.999779] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:44.060150] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:44.061047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:44.061131] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:44.061163] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:44.180706] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:44.180878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:44.180918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:44.181134] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:44.184960] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2026-02-13T20:30:44.185436] [INFO ] [FORECASTER] Completed predict_future for SAH
[2026-02-13T20:30:44.185566] [INFO ] [sig       ] SAH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:44.330184] [INFO ] [LOCAL     ] Saved forecast: SAH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SAH.txt
[2026-02-13T20:30:44.330339] [INFO ] [sig       ] [2666/3406] Completed SAH in 0.3s | 2.84 sym/s | Total: 15.7m | ETA: 4.3m
[2026-02-13T20:30:44.330379] [INFO ] [sig       ] [2667/3406] Forecasting SAIA...
[2026-02-13T20:30:44.330408] [INFO ] [sig       ] Generating forecast for: SAIA
[2026-02-13T20:30:44.330437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2026-02-13T20:30:44.342880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2026-02-13T20:30:44.343481] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2026-02-13T20:30:44.344359] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2026-02-13T20:30:44.344417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:44.344451] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:44.344477] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:44.344534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:44.406418] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:44.407349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:44.407442] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:44.407477] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:44.537983] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:44.538146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:44.538186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:44.538215] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:44.542032] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: UP (p=93.74%)
[2026-02-13T20:30:44.542414] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2026-02-13T20:30:44.542563] [INFO ] [sig       ] SAIA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:44.687410] [INFO ] [LOCAL     ] Saved forecast: SAIA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SAIA.txt
[2026-02-13T20:30:44.687793] [INFO ] [sig       ] [2667/3406] Completed SAIA in 0.4s | 2.84 sym/s | Total: 15.7m | ETA: 4.3m
[2026-02-13T20:30:44.687991] [INFO ] [sig       ] [2668/3406] Forecasting SAIC...
[2026-02-13T20:30:44.688035] [INFO ] [sig       ] Generating forecast for: SAIC
[2026-02-13T20:30:44.688078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2026-02-13T20:30:44.700634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIC'.
[2026-02-13T20:30:44.701073] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2026-02-13T20:30:44.702011] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2026-02-13T20:30:44.702071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:44.702105] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:44.702133] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:44.702203] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:44.764722] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:44.765756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:44.765856] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:44.765895] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:44.897522] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:44.897729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:44.897776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:44.897806] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:44.901344] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: UP (p=66.31%)
[2026-02-13T20:30:44.901674] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2026-02-13T20:30:44.901811] [INFO ] [sig       ] SAIC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:45.045702] [INFO ] [LOCAL     ] Saved forecast: SAIC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SAIC.txt
[2026-02-13T20:30:45.045866] [INFO ] [sig       ] [2668/3406] Completed SAIC in 0.4s | 2.84 sym/s | Total: 15.7m | ETA: 4.3m
[2026-02-13T20:30:45.045913] [INFO ] [sig       ] [2669/3406] Forecasting SAM...
[2026-02-13T20:30:45.045946] [INFO ] [sig       ] Generating forecast for: SAM
[2026-02-13T20:30:45.045975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2026-02-13T20:30:45.057359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2026-02-13T20:30:45.057762] [INFO ] [FORECASTER] Starting predict_future for SAM
[2026-02-13T20:30:45.058605] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2026-02-13T20:30:45.058670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:45.058710] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:45.058745] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:45.058815] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:45.119256] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:45.120181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:45.120276] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:45.120318] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:45.254260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:45.254438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:45.254478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:45.254506] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:45.258273] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2026-02-13T20:30:45.258562] [INFO ] [FORECASTER] Completed predict_future for SAM
[2026-02-13T20:30:45.258712] [INFO ] [sig       ] SAM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:45.402703] [INFO ] [LOCAL     ] Saved forecast: SAM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SAM.txt
[2026-02-13T20:30:45.402856] [INFO ] [sig       ] [2669/3406] Completed SAM in 0.4s | 2.84 sym/s | Total: 15.7m | ETA: 4.3m
[2026-02-13T20:30:45.402896] [INFO ] [sig       ] [2670/3406] Forecasting SAMG...
[2026-02-13T20:30:45.402927] [INFO ] [sig       ] Generating forecast for: SAMG
[2026-02-13T20:30:45.402958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2026-02-13T20:30:45.414783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2026-02-13T20:30:45.415121] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2026-02-13T20:30:45.415974] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2026-02-13T20:30:45.416028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:45.416060] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:45.416087] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:45.416145] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:45.475567] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:45.476552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:45.476675] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:45.476727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:45.603215] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:45.603374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:45.603415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:45.603445] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:45.607012] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: UP (p=76.28%)
[2026-02-13T20:30:45.607313] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2026-02-13T20:30:45.607463] [INFO ] [sig       ] SAMG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:45.759936] [INFO ] [LOCAL     ] Saved forecast: SAMG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SAMG.txt
[2026-02-13T20:30:45.760084] [INFO ] [sig       ] [2670/3406] Completed SAMG in 0.4s | 2.84 sym/s | Total: 15.7m | ETA: 4.3m
[2026-02-13T20:30:45.760124] [INFO ] [sig       ] [2671/3406] Forecasting SAN...
[2026-02-13T20:30:45.760155] [INFO ] [sig       ] Generating forecast for: SAN
[2026-02-13T20:30:45.760184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2026-02-13T20:30:45.771248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2026-02-13T20:30:45.771566] [INFO ] [FORECASTER] Starting predict_future for SAN
[2026-02-13T20:30:45.772373] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2026-02-13T20:30:45.772425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:45.772456] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:45.772482] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:45.772538] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:45.829666] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:45.830550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:45.830690] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:45.830725] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:45.964543] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:45.964755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:45.964800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:45.964831] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:45.969216] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: UP (p=79.96%)
[2026-02-13T20:30:45.969503] [INFO ] [FORECASTER] Completed predict_future for SAN
[2026-02-13T20:30:45.969669] [INFO ] [sig       ] SAN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:46.114516] [INFO ] [LOCAL     ] Saved forecast: SAN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SAN.txt
[2026-02-13T20:30:46.114728] [INFO ] [sig       ] [2671/3406] Completed SAN in 0.4s | 2.84 sym/s | Total: 15.7m | ETA: 4.3m
[2026-02-13T20:30:46.114790] [INFO ] [sig       ] [2672/3406] Forecasting SANA...
[2026-02-13T20:30:46.114828] [INFO ] [sig       ] Generating forecast for: SANA
[2026-02-13T20:30:46.114859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2026-02-13T20:30:46.128509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2026-02-13T20:30:46.128894] [INFO ] [FORECASTER] Starting predict_future for SANA
[2026-02-13T20:30:46.129719] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2026-02-13T20:30:46.129777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:46.129809] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:46.129836] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:46.129895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:46.189340] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:46.190377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:46.190461] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:46.190495] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:46.310419] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:46.310608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:46.310667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:46.310696] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:46.314273] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: DOWN (p=9.31%)
[2026-02-13T20:30:46.314619] [INFO ] [FORECASTER] Completed predict_future for SANA
[2026-02-13T20:30:46.314789] [INFO ] [sig       ] SANA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:46.457007] [INFO ] [LOCAL     ] Saved forecast: SANA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SANA.txt
[2026-02-13T20:30:46.457168] [INFO ] [sig       ] [2672/3406] Completed SANA in 0.3s | 2.84 sym/s | Total: 15.7m | ETA: 4.3m
[2026-02-13T20:30:46.457210] [INFO ] [sig       ] [2673/3406] Forecasting SANM...
[2026-02-13T20:30:46.457239] [INFO ] [sig       ] Generating forecast for: SANM
[2026-02-13T20:30:46.457269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2026-02-13T20:30:46.469246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2026-02-13T20:30:46.469716] [INFO ] [FORECASTER] Starting predict_future for SANM
[2026-02-13T20:30:46.470616] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2026-02-13T20:30:46.470671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:46.470708] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:46.470736] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:46.470793] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:46.529632] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:46.530535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:46.530652] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:46.530695] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:46.659878] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:46.660078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:46.660125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:46.660154] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:46.663747] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=99.97%)
[2026-02-13T20:30:46.664065] [INFO ] [FORECASTER] Completed predict_future for SANM
[2026-02-13T20:30:46.664203] [INFO ] [sig       ] SANM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:46.832762] [INFO ] [LOCAL     ] Saved forecast: SANM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SANM.txt
[2026-02-13T20:30:46.832940] [INFO ] [sig       ] [2673/3406] Completed SANM in 0.4s | 2.84 sym/s | Total: 15.7m | ETA: 4.3m
[2026-02-13T20:30:46.832980] [INFO ] [sig       ] [2674/3406] Forecasting SAP...
[2026-02-13T20:30:46.833011] [INFO ] [sig       ] Generating forecast for: SAP
[2026-02-13T20:30:46.833042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2026-02-13T20:30:46.845113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAP'.
[2026-02-13T20:30:46.845518] [INFO ] [FORECASTER] Starting predict_future for SAP
[2026-02-13T20:30:46.846348] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2026-02-13T20:30:46.846402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:46.846435] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:46.846462] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:46.846526] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:46.909252] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:46.910185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:46.910298] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:46.910335] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:47.047356] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:47.047514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:47.047554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:47.047632] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:47.051180] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2026-02-13T20:30:47.051468] [INFO ] [FORECASTER] Completed predict_future for SAP
[2026-02-13T20:30:47.051622] [INFO ] [sig       ] SAP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:47.199890] [INFO ] [LOCAL     ] Saved forecast: SAP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SAP.txt
[2026-02-13T20:30:47.200066] [INFO ] [sig       ] [2674/3406] Completed SAP in 0.4s | 2.84 sym/s | Total: 15.7m | ETA: 4.3m
[2026-02-13T20:30:47.200108] [INFO ] [sig       ] [2675/3406] Forecasting SARK...
[2026-02-13T20:30:47.200138] [INFO ] [sig       ] Generating forecast for: SARK
[2026-02-13T20:30:47.200170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2026-02-13T20:30:47.211416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2026-02-13T20:30:47.211792] [INFO ] [FORECASTER] Starting predict_future for SARK
[2026-02-13T20:30:47.212626] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2026-02-13T20:30:47.212679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:47.212711] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:47.212738] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:47.212799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:47.270137] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:47.271035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:47.271121] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:47.271156] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:47.399881] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:47.400062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:47.400110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:47.400155] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:47.403936] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: DOWN (p=36.85%)
[2026-02-13T20:30:47.404258] [INFO ] [FORECASTER] Completed predict_future for SARK
[2026-02-13T20:30:47.404407] [INFO ] [sig       ] SARK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:47.545657] [INFO ] [LOCAL     ] Saved forecast: SARK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SARK.txt
[2026-02-13T20:30:47.545803] [INFO ] [sig       ] [2675/3406] Completed SARK in 0.3s | 2.84 sym/s | Total: 15.7m | ETA: 4.3m
[2026-02-13T20:30:47.545841] [INFO ] [sig       ] [2676/3406] Forecasting SATL...
[2026-02-13T20:30:47.545871] [INFO ] [sig       ] Generating forecast for: SATL
[2026-02-13T20:30:47.545901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2026-02-13T20:30:47.557899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2026-02-13T20:30:47.558224] [INFO ] [FORECASTER] Starting predict_future for SATL
[2026-02-13T20:30:47.559024] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2026-02-13T20:30:47.559075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:47.559122] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:47.559151] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:47.559207] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:47.616102] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:47.616845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:47.616926] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:47.616958] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:47.740239] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:47.740404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:47.740444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:47.740473] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:47.743877] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: UP (p=71.45%)
[2026-02-13T20:30:47.744152] [INFO ] [FORECASTER] Completed predict_future for SATL
[2026-02-13T20:30:47.744278] [INFO ] [sig       ] SATL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:47.885028] [INFO ] [LOCAL     ] Saved forecast: SATL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SATL.txt
[2026-02-13T20:30:47.885189] [INFO ] [sig       ] [2676/3406] Completed SATL in 0.3s | 2.84 sym/s | Total: 15.7m | ETA: 4.3m
[2026-02-13T20:30:47.885228] [INFO ] [sig       ] [2677/3406] Forecasting SATS...
[2026-02-13T20:30:47.885259] [INFO ] [sig       ] Generating forecast for: SATS
[2026-02-13T20:30:47.885289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2026-02-13T20:30:47.896891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2026-02-13T20:30:47.897238] [INFO ] [FORECASTER] Starting predict_future for SATS
[2026-02-13T20:30:47.898097] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2026-02-13T20:30:47.898150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:47.898182] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:47.898208] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:47.898263] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:47.955481] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:47.956354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:47.956437] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:47.956470] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:48.086816] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:48.086985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:48.087217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:48.087246] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:48.091194] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=13.97%)
[2026-02-13T20:30:48.091500] [INFO ] [FORECASTER] Completed predict_future for SATS
[2026-02-13T20:30:48.091653] [INFO ] [sig       ] SATS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:48.236066] [INFO ] [LOCAL     ] Saved forecast: SATS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SATS.txt
[2026-02-13T20:30:48.236235] [INFO ] [sig       ] [2677/3406] Completed SATS in 0.4s | 2.84 sym/s | Total: 15.7m | ETA: 4.3m
[2026-02-13T20:30:48.236278] [INFO ] [sig       ] [2678/3406] Forecasting SAVA...
[2026-02-13T20:30:48.236308] [INFO ] [sig       ] Generating forecast for: SAVA
[2026-02-13T20:30:48.236338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2026-02-13T20:30:48.248124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAVA'.
[2026-02-13T20:30:48.248500] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2026-02-13T20:30:48.249540] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2026-02-13T20:30:48.249615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:48.249683] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:48.249718] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:48.249788] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:48.307536] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:48.308497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:48.308601] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:48.308640] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:48.431502] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:48.431758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:48.431809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:48.431838] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:48.435646] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: DOWN (p=15.97%)
[2026-02-13T20:30:48.435926] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2026-02-13T20:30:48.436053] [INFO ] [sig       ] SAVA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:48.577528] [INFO ] [LOCAL     ] Saved forecast: SAVA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SAVA.txt
[2026-02-13T20:30:48.577724] [INFO ] [sig       ] [2678/3406] Completed SAVA in 0.3s | 2.84 sym/s | Total: 15.7m | ETA: 4.3m
[2026-02-13T20:30:48.577769] [INFO ] [sig       ] [2679/3406] Forecasting SB...
[2026-02-13T20:30:48.577800] [INFO ] [sig       ] Generating forecast for: SB
[2026-02-13T20:30:48.577831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2026-02-13T20:30:48.589521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2026-02-13T20:30:48.589903] [INFO ] [FORECASTER] Starting predict_future for SB
[2026-02-13T20:30:48.590705] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2026-02-13T20:30:48.590758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:48.590790] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:48.590819] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:48.590876] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:48.649853] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:48.650773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:48.650862] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:48.650897] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:48.771345] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:48.771507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:48.771548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:48.771598] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:48.775351] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2026-02-13T20:30:48.775655] [INFO ] [FORECASTER] Completed predict_future for SB
[2026-02-13T20:30:48.775786] [INFO ] [sig       ] SB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:48.917345] [INFO ] [LOCAL     ] Saved forecast: SB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SB.txt
[2026-02-13T20:30:48.917509] [INFO ] [sig       ] [2679/3406] Completed SB in 0.3s | 2.84 sym/s | Total: 15.7m | ETA: 4.3m
[2026-02-13T20:30:48.917550] [INFO ] [sig       ] [2680/3406] Forecasting SBAC...
[2026-02-13T20:30:48.917618] [INFO ] [sig       ] Generating forecast for: SBAC
[2026-02-13T20:30:48.917656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2026-02-13T20:30:48.928795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBAC'.
[2026-02-13T20:30:48.929155] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2026-02-13T20:30:48.929959] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2026-02-13T20:30:48.930011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:48.930043] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:48.930069] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:48.930125] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:48.985963] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:48.986559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:48.986654] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:48.986687] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:49.118399] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:49.118594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:49.118648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:49.118694] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:49.122431] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: UP (p=99.53%)
[2026-02-13T20:30:49.122792] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2026-02-13T20:30:49.122941] [INFO ] [sig       ] SBAC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:49.269213] [INFO ] [LOCAL     ] Saved forecast: SBAC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SBAC.txt
[2026-02-13T20:30:49.269346] [INFO ] [sig       ] [2680/3406] Completed SBAC in 0.4s | 2.84 sym/s | Total: 15.7m | ETA: 4.3m
[2026-02-13T20:30:49.269386] [INFO ] [sig       ] [2681/3406] Forecasting SBCF...
[2026-02-13T20:30:49.269416] [INFO ] [sig       ] Generating forecast for: SBCF
[2026-02-13T20:30:49.269446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2026-02-13T20:30:49.280513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2026-02-13T20:30:49.280872] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2026-02-13T20:30:49.281686] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2026-02-13T20:30:49.281739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:49.281770] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:49.281796] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:49.281853] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:49.343518] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:49.344603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:49.344706] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:49.344748] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:49.472672] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:49.472848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:49.472895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:49.472959] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:49.476528] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: DOWN (p=23.49%)
[2026-02-13T20:30:49.476916] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2026-02-13T20:30:49.477060] [INFO ] [sig       ] SBCF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:49.625270] [INFO ] [LOCAL     ] Saved forecast: SBCF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SBCF.txt
[2026-02-13T20:30:49.625437] [INFO ] [sig       ] [2681/3406] Completed SBCF in 0.4s | 2.84 sym/s | Total: 15.7m | ETA: 4.3m
[2026-02-13T20:30:49.625481] [INFO ] [sig       ] [2682/3406] Forecasting SBFM...
[2026-02-13T20:30:49.625513] [INFO ] [sig       ] Generating forecast for: SBFM
[2026-02-13T20:30:49.625544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2026-02-13T20:30:49.637024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2026-02-13T20:30:49.637416] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2026-02-13T20:30:49.638557] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2026-02-13T20:30:49.638643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:49.638683] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:49.638712] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:49.638778] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:49.700240] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:49.701120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:49.701206] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:49.701240] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:49.838657] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:49.838816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:49.838858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:49.838887] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:49.842520] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=27.36%)
[2026-02-13T20:30:49.842836] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2026-02-13T20:30:49.842969] [INFO ] [sig       ] SBFM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:49.987900] [INFO ] [LOCAL     ] Saved forecast: SBFM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SBFM.txt
[2026-02-13T20:30:49.988231] [INFO ] [sig       ] [2682/3406] Completed SBFM in 0.4s | 2.84 sym/s | Total: 15.8m | ETA: 4.3m
[2026-02-13T20:30:49.988273] [INFO ] [sig       ] [2683/3406] Forecasting SBGI...
[2026-02-13T20:30:49.988301] [INFO ] [sig       ] Generating forecast for: SBGI
[2026-02-13T20:30:49.988331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2026-02-13T20:30:49.999530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2026-02-13T20:30:49.999897] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2026-02-13T20:30:50.000713] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2026-02-13T20:30:50.000767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:50.000799] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:50.000826] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:50.000884] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:50.056944] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:50.057548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:50.057656] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:50.057690] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:50.177637] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:50.177799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:50.177840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:50.177888] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:50.181437] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: DOWN (p=24.78%)
[2026-02-13T20:30:50.181745] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2026-02-13T20:30:50.181900] [INFO ] [sig       ] SBGI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:50.323673] [INFO ] [LOCAL     ] Saved forecast: SBGI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SBGI.txt
[2026-02-13T20:30:50.323806] [INFO ] [sig       ] [2683/3406] Completed SBGI in 0.3s | 2.84 sym/s | Total: 15.8m | ETA: 4.2m
[2026-02-13T20:30:50.323847] [INFO ] [sig       ] [2684/3406] Forecasting SBH...
[2026-02-13T20:30:50.323876] [INFO ] [sig       ] Generating forecast for: SBH
[2026-02-13T20:30:50.323906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2026-02-13T20:30:50.334887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2026-02-13T20:30:50.335224] [INFO ] [FORECASTER] Starting predict_future for SBH
[2026-02-13T20:30:50.336029] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2026-02-13T20:30:50.336081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:50.336112] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:50.336137] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:50.336194] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:50.392997] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:50.393874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:50.393954] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:50.393986] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:50.516953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:50.517117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:50.517156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:50.517185] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:50.520677] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: UP (p=59.51%)
[2026-02-13T20:30:50.520953] [INFO ] [FORECASTER] Completed predict_future for SBH
[2026-02-13T20:30:50.521078] [INFO ] [sig       ] SBH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:50.659087] [INFO ] [LOCAL     ] Saved forecast: SBH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SBH.txt
[2026-02-13T20:30:50.659218] [INFO ] [sig       ] [2684/3406] Completed SBH in 0.3s | 2.84 sym/s | Total: 15.8m | ETA: 4.2m
[2026-02-13T20:30:50.659258] [INFO ] [sig       ] [2685/3406] Forecasting SBI...
[2026-02-13T20:30:50.659287] [INFO ] [sig       ] Generating forecast for: SBI
[2026-02-13T20:30:50.659316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2026-02-13T20:30:50.670673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2026-02-13T20:30:50.671219] [INFO ] [FORECASTER] Starting predict_future for SBI
[2026-02-13T20:30:50.672058] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2026-02-13T20:30:50.672299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:50.672331] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:50.672357] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:50.672413] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:50.729831] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:50.730477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:50.730557] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:50.730626] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:50.848164] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:50.848314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:50.848352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:50.848381] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:50.851820] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: UP (p=59.50%)
[2026-02-13T20:30:50.852111] [INFO ] [FORECASTER] Completed predict_future for SBI
[2026-02-13T20:30:50.852238] [INFO ] [sig       ] SBI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:50.992300] [INFO ] [LOCAL     ] Saved forecast: SBI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SBI.txt
[2026-02-13T20:30:50.992447] [INFO ] [sig       ] [2685/3406] Completed SBI in 0.3s | 2.84 sym/s | Total: 15.8m | ETA: 4.2m
[2026-02-13T20:30:50.992487] [INFO ] [sig       ] [2686/3406] Forecasting SBLK...
[2026-02-13T20:30:50.992516] [INFO ] [sig       ] Generating forecast for: SBLK
[2026-02-13T20:30:50.992546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2026-02-13T20:30:51.004161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2026-02-13T20:30:51.004512] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2026-02-13T20:30:51.005310] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2026-02-13T20:30:51.005362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:51.005393] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:51.005419] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:51.005474] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:51.061675] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:51.062318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:51.062397] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:51.062429] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:51.185828] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:51.185994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:51.186034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:51.186062] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:51.190174] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=7.11%)
[2026-02-13T20:30:51.190451] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2026-02-13T20:30:51.190597] [INFO ] [sig       ] SBLK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:51.332476] [INFO ] [LOCAL     ] Saved forecast: SBLK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SBLK.txt
[2026-02-13T20:30:51.332627] [INFO ] [sig       ] [2686/3406] Completed SBLK in 0.3s | 2.84 sym/s | Total: 15.8m | ETA: 4.2m
[2026-02-13T20:30:51.332668] [INFO ] [sig       ] [2687/3406] Forecasting SBRA...
[2026-02-13T20:30:51.332698] [INFO ] [sig       ] Generating forecast for: SBRA
[2026-02-13T20:30:51.332727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2026-02-13T20:30:51.344072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2026-02-13T20:30:51.344413] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2026-02-13T20:30:51.345214] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2026-02-13T20:30:51.345265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:51.345297] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:51.345339] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:51.345396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:51.403261] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:51.403926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:51.404006] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:51.404038] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:51.528153] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:51.528334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:51.528374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:51.528401] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:51.531911] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=7.71%)
[2026-02-13T20:30:51.532207] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2026-02-13T20:30:51.532337] [INFO ] [sig       ] SBRA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:51.671278] [INFO ] [LOCAL     ] Saved forecast: SBRA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SBRA.txt
[2026-02-13T20:30:51.671412] [INFO ] [sig       ] [2687/3406] Completed SBRA in 0.3s | 2.84 sym/s | Total: 15.8m | ETA: 4.2m
[2026-02-13T20:30:51.671449] [INFO ] [sig       ] [2688/3406] Forecasting SBS...
[2026-02-13T20:30:51.671479] [INFO ] [sig       ] Generating forecast for: SBS
[2026-02-13T20:30:51.671509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2026-02-13T20:30:51.682650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2026-02-13T20:30:51.683006] [INFO ] [FORECASTER] Starting predict_future for SBS
[2026-02-13T20:30:51.683809] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2026-02-13T20:30:51.683860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:51.683892] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:51.683919] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:51.683975] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:51.744264] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:51.745159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:51.745279] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:51.745313] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:51.872537] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:51.872719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:51.872760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:51.872795] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:51.876217] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2026-02-13T20:30:51.876495] [INFO ] [FORECASTER] Completed predict_future for SBS
[2026-02-13T20:30:51.876638] [INFO ] [sig       ] SBS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:52.017327] [INFO ] [LOCAL     ] Saved forecast: SBS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SBS.txt
[2026-02-13T20:30:52.017488] [INFO ] [sig       ] [2688/3406] Completed SBS in 0.3s | 2.84 sym/s | Total: 15.8m | ETA: 4.2m
[2026-02-13T20:30:52.017528] [INFO ] [sig       ] [2689/3406] Forecasting SBSI...
[2026-02-13T20:30:52.017558] [INFO ] [sig       ] Generating forecast for: SBSI
[2026-02-13T20:30:52.017632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2026-02-13T20:30:52.028762] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2026-02-13T20:30:52.029096] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2026-02-13T20:30:52.029926] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2026-02-13T20:30:52.029977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:52.030009] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:52.030036] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:52.030093] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:52.087334] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:52.087981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:52.088058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:52.088090] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:52.204402] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:52.204550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:52.204607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:52.204638] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:52.208035] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=19.74%)
[2026-02-13T20:30:52.208311] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2026-02-13T20:30:52.208436] [INFO ] [sig       ] SBSI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:52.346622] [INFO ] [LOCAL     ] Saved forecast: SBSI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SBSI.txt
[2026-02-13T20:30:52.346745] [INFO ] [sig       ] [2689/3406] Completed SBSI in 0.3s | 2.84 sym/s | Total: 15.8m | ETA: 4.2m
[2026-02-13T20:30:52.346784] [INFO ] [sig       ] [2690/3406] Forecasting SBUX...
[2026-02-13T20:30:52.346818] [INFO ] [sig       ] Generating forecast for: SBUX
[2026-02-13T20:30:52.346855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2026-02-13T20:30:52.358063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2026-02-13T20:30:52.358382] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2026-02-13T20:30:52.359209] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2026-02-13T20:30:52.359261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:52.359293] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:52.359319] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:52.359375] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:52.418541] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:52.419197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:52.419276] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:52.419308] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:52.545550] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:52.545743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:52.545789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:52.545818] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:52.549498] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: DOWN (p=21.30%)
[2026-02-13T20:30:52.549798] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2026-02-13T20:30:52.549923] [INFO ] [sig       ] SBUX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:52.690848] [INFO ] [LOCAL     ] Saved forecast: SBUX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SBUX.txt
[2026-02-13T20:30:52.690980] [INFO ] [sig       ] [2690/3406] Completed SBUX in 0.3s | 2.84 sym/s | Total: 15.8m | ETA: 4.2m
[2026-02-13T20:30:52.691020] [INFO ] [sig       ] [2691/3406] Forecasting SCD...
[2026-02-13T20:30:52.691049] [INFO ] [sig       ] Generating forecast for: SCD
[2026-02-13T20:30:52.691087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2026-02-13T20:30:52.702769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2026-02-13T20:30:52.703104] [INFO ] [FORECASTER] Starting predict_future for SCD
[2026-02-13T20:30:52.703897] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2026-02-13T20:30:52.703949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:52.703982] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:52.704009] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:52.704065] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:52.761515] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:52.762231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:52.762310] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:52.762343] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:52.879019] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:52.879179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:52.879219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:52.879250] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:52.882804] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: UP (p=85.81%)
[2026-02-13T20:30:52.883096] [INFO ] [FORECASTER] Completed predict_future for SCD
[2026-02-13T20:30:52.883226] [INFO ] [sig       ] SCD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:53.021410] [INFO ] [LOCAL     ] Saved forecast: SCD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SCD.txt
[2026-02-13T20:30:53.021593] [INFO ] [sig       ] [2691/3406] Completed SCD in 0.3s | 2.84 sym/s | Total: 15.8m | ETA: 4.2m
[2026-02-13T20:30:53.021635] [INFO ] [sig       ] [2692/3406] Forecasting SCHL...
[2026-02-13T20:30:53.021665] [INFO ] [sig       ] Generating forecast for: SCHL
[2026-02-13T20:30:53.021696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2026-02-13T20:30:53.033929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2026-02-13T20:30:53.034324] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2026-02-13T20:30:53.035192] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2026-02-13T20:30:53.035246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:53.035279] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:53.035306] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:53.035362] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:53.092372] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:53.093314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:53.093411] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:53.093471] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:53.217567] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:53.217774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:53.217816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:53.217845] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:53.221351] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=8.21%)
[2026-02-13T20:30:53.221655] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2026-02-13T20:30:53.221787] [INFO ] [sig       ] SCHL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:53.388509] [INFO ] [LOCAL     ] Saved forecast: SCHL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SCHL.txt
[2026-02-13T20:30:53.388763] [INFO ] [sig       ] [2692/3406] Completed SCHL in 0.4s | 2.84 sym/s | Total: 15.8m | ETA: 4.2m
[2026-02-13T20:30:53.388833] [INFO ] [sig       ] [2693/3406] Forecasting SCI...
[2026-02-13T20:30:53.388888] [INFO ] [sig       ] Generating forecast for: SCI
[2026-02-13T20:30:53.388942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2026-02-13T20:30:53.405750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2026-02-13T20:30:53.406275] [INFO ] [FORECASTER] Starting predict_future for SCI
[2026-02-13T20:30:53.407777] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2026-02-13T20:30:53.407863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:53.407931] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:53.407991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:53.408087] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:53.475866] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:53.476787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:53.476877] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:53.476910] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:53.598868] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:53.599038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:53.599079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:53.599108] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:53.602545] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=28.93%)
[2026-02-13T20:30:53.602858] [INFO ] [FORECASTER] Completed predict_future for SCI
[2026-02-13T20:30:53.603010] [INFO ] [sig       ] SCI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:53.746652] [INFO ] [LOCAL     ] Saved forecast: SCI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SCI.txt
[2026-02-13T20:30:53.746812] [INFO ] [sig       ] [2693/3406] Completed SCI in 0.4s | 2.84 sym/s | Total: 15.8m | ETA: 4.2m
[2026-02-13T20:30:53.746851] [INFO ] [sig       ] [2694/3406] Forecasting SCL...
[2026-02-13T20:30:53.746882] [INFO ] [sig       ] Generating forecast for: SCL
[2026-02-13T20:30:53.746913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2026-02-13T20:30:53.760898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCL'.
[2026-02-13T20:30:53.761235] [INFO ] [FORECASTER] Starting predict_future for SCL
[2026-02-13T20:30:53.762163] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2026-02-13T20:30:53.762218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:53.762250] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:53.762278] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:53.762336] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:53.820907] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:53.821726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:53.821812] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:53.821853] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:53.943846] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:53.944005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:53.944044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:53.944072] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:53.947566] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2026-02-13T20:30:53.947938] [INFO ] [FORECASTER] Completed predict_future for SCL
[2026-02-13T20:30:53.948083] [INFO ] [sig       ] SCL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:54.122281] [INFO ] [LOCAL     ] Saved forecast: SCL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SCL.txt
[2026-02-13T20:30:54.122445] [INFO ] [sig       ] [2694/3406] Completed SCL in 0.4s | 2.84 sym/s | Total: 15.8m | ETA: 4.2m
[2026-02-13T20:30:54.122485] [INFO ] [sig       ] [2695/3406] Forecasting SCM...
[2026-02-13T20:30:54.122515] [INFO ] [sig       ] Generating forecast for: SCM
[2026-02-13T20:30:54.122544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2026-02-13T20:30:54.135395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2026-02-13T20:30:54.135850] [INFO ] [FORECASTER] Starting predict_future for SCM
[2026-02-13T20:30:54.136684] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2026-02-13T20:30:54.136737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:54.136832] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:54.136861] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:54.136923] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:54.194462] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:54.195421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:54.195511] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:54.195543] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:54.322441] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:54.322644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:54.322686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:54.322716] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:54.326766] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: DOWN (p=49.50%)
[2026-02-13T20:30:54.327311] [INFO ] [FORECASTER] Completed predict_future for SCM
[2026-02-13T20:30:54.327462] [INFO ] [sig       ] SCM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:54.486962] [INFO ] [LOCAL     ] Saved forecast: SCM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SCM.txt
[2026-02-13T20:30:54.487141] [INFO ] [sig       ] [2695/3406] Completed SCM in 0.4s | 2.84 sym/s | Total: 15.8m | ETA: 4.2m
[2026-02-13T20:30:54.487183] [INFO ] [sig       ] [2696/3406] Forecasting SCSC...
[2026-02-13T20:30:54.487213] [INFO ] [sig       ] Generating forecast for: SCSC
[2026-02-13T20:30:54.487244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2026-02-13T20:30:54.499415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2026-02-13T20:30:54.499808] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2026-02-13T20:30:54.500814] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2026-02-13T20:30:54.500876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:54.500916] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:54.500949] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:54.501020] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:54.562900] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:54.563784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:54.563869] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:54.563903] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:54.695768] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:54.695955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:54.696020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:54.696260] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:54.700280] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: UP (p=96.85%)
[2026-02-13T20:30:54.700597] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2026-02-13T20:30:54.700737] [INFO ] [sig       ] SCSC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:54.850252] [INFO ] [LOCAL     ] Saved forecast: SCSC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SCSC.txt
[2026-02-13T20:30:54.850421] [INFO ] [sig       ] [2696/3406] Completed SCSC in 0.4s | 2.84 sym/s | Total: 15.8m | ETA: 4.2m
[2026-02-13T20:30:54.850459] [INFO ] [sig       ] [2697/3406] Forecasting SCVL...
[2026-02-13T20:30:54.850488] [INFO ] [sig       ] Generating forecast for: SCVL
[2026-02-13T20:30:54.850520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2026-02-13T20:30:54.862399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2026-02-13T20:30:54.862811] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2026-02-13T20:30:54.863643] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2026-02-13T20:30:54.863695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:54.863727] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:54.863753] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:54.863810] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:54.924378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:54.925295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:54.925380] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:54.925415] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:55.055381] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:55.055556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:55.055620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:55.055651] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:55.059553] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2026-02-13T20:30:55.059881] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2026-02-13T20:30:55.060036] [INFO ] [sig       ] SCVL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:55.209752] [INFO ] [LOCAL     ] Saved forecast: SCVL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SCVL.txt
[2026-02-13T20:30:55.209923] [INFO ] [sig       ] [2697/3406] Completed SCVL in 0.4s | 2.84 sym/s | Total: 15.8m | ETA: 4.2m
[2026-02-13T20:30:55.209970] [INFO ] [sig       ] [2698/3406] Forecasting SCZ...
[2026-02-13T20:30:55.210006] [INFO ] [sig       ] Generating forecast for: SCZ
[2026-02-13T20:30:55.210046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2026-02-13T20:30:55.223144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2026-02-13T20:30:55.223540] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2026-02-13T20:30:55.224373] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2026-02-13T20:30:55.224427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:55.224458] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:55.224484] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:55.224540] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:55.285592] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:55.286474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:55.286560] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:55.286612] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:55.408946] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:55.409120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:55.409159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:55.409244] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:55.412759] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: UP (p=59.21%)
[2026-02-13T20:30:55.413070] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2026-02-13T20:30:55.413203] [INFO ] [sig       ] SCZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:55.595186] [INFO ] [LOCAL     ] Saved forecast: SCZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SCZ.txt
[2026-02-13T20:30:55.595433] [INFO ] [sig       ] [2698/3406] Completed SCZ in 0.4s | 2.84 sym/s | Total: 15.8m | ETA: 4.2m
[2026-02-13T20:30:55.595499] [INFO ] [sig       ] [2699/3406] Forecasting SD...
[2026-02-13T20:30:55.595549] [INFO ] [sig       ] Generating forecast for: SD
[2026-02-13T20:30:55.595626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2026-02-13T20:30:55.609490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2026-02-13T20:30:55.610006] [INFO ] [FORECASTER] Starting predict_future for SD
[2026-02-13T20:30:55.611094] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2026-02-13T20:30:55.611160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:55.611199] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:55.611234] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:55.611298] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:55.692730] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:55.694045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:55.694173] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:55.694232] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:55.845801] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:55.846005] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:55.846062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:55.846105] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:55.851342] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=36.73%)
[2026-02-13T20:30:55.851878] [INFO ] [FORECASTER] Completed predict_future for SD
[2026-02-13T20:30:55.852073] [INFO ] [sig       ] SD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:56.057196] [INFO ] [LOCAL     ] Saved forecast: SD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SD.txt
[2026-02-13T20:30:56.057412] [INFO ] [sig       ] [2699/3406] Completed SD in 0.5s | 2.84 sym/s | Total: 15.9m | ETA: 4.2m
[2026-02-13T20:30:56.057465] [INFO ] [sig       ] [2700/3406] Forecasting SDA...
[2026-02-13T20:30:56.057498] [INFO ] [sig       ] Generating forecast for: SDA
[2026-02-13T20:30:56.057531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2026-02-13T20:30:56.074565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2026-02-13T20:30:56.075134] [INFO ] [FORECASTER] Starting predict_future for SDA
[2026-02-13T20:30:56.076334] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2026-02-13T20:30:56.076402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:56.076466] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:56.076507] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:56.076608] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:56.163831] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:56.165005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:56.165120] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:56.165169] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:56.334935] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:56.335143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:56.335210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:56.335259] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:56.340957] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: DOWN (p=27.21%)
[2026-02-13T20:30:56.341508] [INFO ] [FORECASTER] Completed predict_future for SDA
[2026-02-13T20:30:56.341759] [INFO ] [sig       ] SDA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:56.560546] [INFO ] [LOCAL     ] Saved forecast: SDA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SDA.txt
[2026-02-13T20:30:56.560805] [INFO ] [sig       ] [2700/3406] Completed SDA in 0.5s | 2.84 sym/s | Total: 15.9m | ETA: 4.1m
[2026-02-13T20:30:56.560867] [INFO ] [sig       ] [2701/3406] Forecasting SDHY...
[2026-02-13T20:30:56.560915] [INFO ] [sig       ] Generating forecast for: SDHY
[2026-02-13T20:30:56.560964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2026-02-13T20:30:56.576104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2026-02-13T20:30:56.576610] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2026-02-13T20:30:56.577797] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2026-02-13T20:30:56.577866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:56.577907] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:56.577942] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:56.578023] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:56.657342] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:56.658521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:56.658688] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:56.658733] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:56.831443] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:56.831687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:56.831773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:56.831820] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:56.837390] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2026-02-13T20:30:56.837986] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2026-02-13T20:30:56.838198] [INFO ] [sig       ] SDHY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:57.033140] [INFO ] [LOCAL     ] Saved forecast: SDHY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SDHY.txt
[2026-02-13T20:30:57.033305] [INFO ] [sig       ] [2701/3406] Completed SDHY in 0.5s | 2.84 sym/s | Total: 15.9m | ETA: 4.1m
[2026-02-13T20:30:57.033346] [INFO ] [sig       ] [2702/3406] Forecasting SDRL...
[2026-02-13T20:30:57.033377] [INFO ] [sig       ] Generating forecast for: SDRL
[2026-02-13T20:30:57.033405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2026-02-13T20:30:57.045544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2026-02-13T20:30:57.046002] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2026-02-13T20:30:57.046954] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2026-02-13T20:30:57.047011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:57.047045] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:57.047073] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:57.047130] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:57.105694] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:57.106633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:57.106728] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:57.106762] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:57.226113] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:57.226450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:57.226490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:57.226520] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:57.230429] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=27.74%)
[2026-02-13T20:30:57.230739] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2026-02-13T20:30:57.230871] [INFO ] [sig       ] SDRL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:57.371249] [INFO ] [LOCAL     ] Saved forecast: SDRL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SDRL.txt
[2026-02-13T20:30:57.371385] [INFO ] [sig       ] [2702/3406] Completed SDRL in 0.3s | 2.84 sym/s | Total: 15.9m | ETA: 4.1m
[2026-02-13T20:30:57.371424] [INFO ] [sig       ] [2703/3406] Forecasting SDVY...
[2026-02-13T20:30:57.371455] [INFO ] [sig       ] Generating forecast for: SDVY
[2026-02-13T20:30:57.371484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2026-02-13T20:30:57.382840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2026-02-13T20:30:57.383168] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2026-02-13T20:30:57.383963] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2026-02-13T20:30:57.384015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:57.384048] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:57.384074] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:57.384130] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:57.440691] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:57.441511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:57.441607] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:57.441643] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:57.568066] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:57.568226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:57.568266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:57.568297] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:57.572091] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: DOWN (p=48.02%)
[2026-02-13T20:30:57.572557] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2026-02-13T20:30:57.572714] [INFO ] [sig       ] SDVY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:57.719076] [INFO ] [LOCAL     ] Saved forecast: SDVY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SDVY.txt
[2026-02-13T20:30:57.719233] [INFO ] [sig       ] [2703/3406] Completed SDVY in 0.3s | 2.84 sym/s | Total: 15.9m | ETA: 4.1m
[2026-02-13T20:30:57.719280] [INFO ] [sig       ] [2704/3406] Forecasting SE...
[2026-02-13T20:30:57.719312] [INFO ] [sig       ] Generating forecast for: SE
[2026-02-13T20:30:57.719344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2026-02-13T20:30:57.731704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2026-02-13T20:30:57.732121] [INFO ] [FORECASTER] Starting predict_future for SE
[2026-02-13T20:30:57.733338] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2026-02-13T20:30:57.733404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:57.733443] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:57.733476] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:57.733548] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:57.795899] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:57.796781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:57.796866] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:57.796902] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:57.928940] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:57.929106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:57.929147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:57.929177] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:57.933390] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=73.54%)
[2026-02-13T20:30:57.933716] [INFO ] [FORECASTER] Completed predict_future for SE
[2026-02-13T20:30:57.933853] [INFO ] [sig       ] SE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:58.076393] [INFO ] [LOCAL     ] Saved forecast: SE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SE.txt
[2026-02-13T20:30:58.076559] [INFO ] [sig       ] [2704/3406] Completed SE in 0.4s | 2.84 sym/s | Total: 15.9m | ETA: 4.1m
[2026-02-13T20:30:58.076619] [INFO ] [sig       ] [2705/3406] Forecasting SEDG...
[2026-02-13T20:30:58.076651] [INFO ] [sig       ] Generating forecast for: SEDG
[2026-02-13T20:30:58.076681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2026-02-13T20:30:58.087940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2026-02-13T20:30:58.088309] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2026-02-13T20:30:58.089114] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2026-02-13T20:30:58.089166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:58.089197] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:58.089223] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:58.089279] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:58.147153] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:58.148048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:58.148167] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:58.148203] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:58.273181] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:58.273346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:58.273388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:58.273418] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:58.277184] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: DOWN (p=9.52%)
[2026-02-13T20:30:58.277503] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2026-02-13T20:30:58.277718] [INFO ] [sig       ] SEDG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:58.439901] [INFO ] [LOCAL     ] Saved forecast: SEDG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SEDG.txt
[2026-02-13T20:30:58.440103] [INFO ] [sig       ] [2705/3406] Completed SEDG in 0.4s | 2.84 sym/s | Total: 15.9m | ETA: 4.1m
[2026-02-13T20:30:58.440153] [INFO ] [sig       ] [2706/3406] Forecasting SEE...
[2026-02-13T20:30:58.440184] [INFO ] [sig       ] Generating forecast for: SEE
[2026-02-13T20:30:58.440217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2026-02-13T20:30:58.452469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2026-02-13T20:30:58.452951] [INFO ] [FORECASTER] Starting predict_future for SEE
[2026-02-13T20:30:58.454012] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2026-02-13T20:30:58.454086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:58.454127] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:58.454157] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:58.454215] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:58.529899] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:58.531245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:58.531362] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:58.531417] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:58.684204] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:58.684391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:58.684460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:58.684508] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:58.689401] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: UP (p=98.87%)
[2026-02-13T20:30:58.689895] [INFO ] [FORECASTER] Completed predict_future for SEE
[2026-02-13T20:30:58.690113] [INFO ] [sig       ] SEE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:58.847683] [INFO ] [LOCAL     ] Saved forecast: SEE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SEE.txt
[2026-02-13T20:30:58.847833] [INFO ] [sig       ] [2706/3406] Completed SEE in 0.4s | 2.84 sym/s | Total: 15.9m | ETA: 4.1m
[2026-02-13T20:30:58.847873] [INFO ] [sig       ] [2707/3406] Forecasting SEIC...
[2026-02-13T20:30:58.847904] [INFO ] [sig       ] Generating forecast for: SEIC
[2026-02-13T20:30:58.847944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2026-02-13T20:30:58.860727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2026-02-13T20:30:58.861072] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2026-02-13T20:30:58.862095] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2026-02-13T20:30:58.862147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:58.862180] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:58.862206] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:58.862262] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:58.922329] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:58.923277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:58.923365] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:58.923399] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:59.068499] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:59.068709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:59.068771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:59.068829] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:59.074062] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: UP (p=61.31%)
[2026-02-13T20:30:59.074498] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2026-02-13T20:30:59.074713] [INFO ] [sig       ] SEIC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:59.241495] [INFO ] [LOCAL     ] Saved forecast: SEIC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SEIC.txt
[2026-02-13T20:30:59.241657] [INFO ] [sig       ] [2707/3406] Completed SEIC in 0.4s | 2.84 sym/s | Total: 15.9m | ETA: 4.1m
[2026-02-13T20:30:59.241700] [INFO ] [sig       ] [2708/3406] Forecasting SELF...
[2026-02-13T20:30:59.241728] [INFO ] [sig       ] Generating forecast for: SELF
[2026-02-13T20:30:59.241758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2026-02-13T20:30:59.254832] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2026-02-13T20:30:59.255224] [INFO ] [FORECASTER] Starting predict_future for SELF
[2026-02-13T20:30:59.256067] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2026-02-13T20:30:59.256122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:59.256156] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:59.256184] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:59.256241] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:59.316974] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:59.318097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:59.318189] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:59.318221] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:59.430606] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:59.430764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:59.430804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:59.430832] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:59.434306] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: DOWN (p=36.53%)
[2026-02-13T20:30:59.434610] [INFO ] [FORECASTER] Completed predict_future for SELF
[2026-02-13T20:30:59.434738] [INFO ] [sig       ] SELF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:30:59.589402] [INFO ] [LOCAL     ] Saved forecast: SELF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SELF.txt
[2026-02-13T20:30:59.589562] [INFO ] [sig       ] [2708/3406] Completed SELF in 0.3s | 2.84 sym/s | Total: 15.9m | ETA: 4.1m
[2026-02-13T20:30:59.589621] [INFO ] [sig       ] [2709/3406] Forecasting SEM...
[2026-02-13T20:30:59.589652] [INFO ] [sig       ] Generating forecast for: SEM
[2026-02-13T20:30:59.589682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2026-02-13T20:30:59.601056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2026-02-13T20:30:59.601430] [INFO ] [FORECASTER] Starting predict_future for SEM
[2026-02-13T20:30:59.602260] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2026-02-13T20:30:59.602314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:59.602347] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:59.602375] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:59.602432] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:30:59.662919] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:30:59.663719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:30:59.663820] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:30:59.663854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:30:59.793207] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:30:59.793365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:30:59.793406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:30:59.793436] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:30:59.797199] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: UP (p=52.12%)
[2026-02-13T20:30:59.797503] [INFO ] [FORECASTER] Completed predict_future for SEM
[2026-02-13T20:30:59.797690] [INFO ] [sig       ] SEM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:30:59.950434] [INFO ] [LOCAL     ] Saved forecast: SEM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SEM.txt
[2026-02-13T20:30:59.950618] [INFO ] [sig       ] [2709/3406] Completed SEM in 0.4s | 2.84 sym/s | Total: 15.9m | ETA: 4.1m
[2026-02-13T20:30:59.950663] [INFO ] [sig       ] [2710/3406] Forecasting SENEA...
[2026-02-13T20:30:59.950699] [INFO ] [sig       ] Generating forecast for: SENEA
[2026-02-13T20:30:59.950738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2026-02-13T20:30:59.963808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2026-02-13T20:30:59.964231] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2026-02-13T20:30:59.965116] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2026-02-13T20:30:59.965181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:30:59.965227] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:30:59.965268] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:30:59.965350] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:00.030501] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:00.031743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:00.031855] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:00.031897] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:00.158806] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:00.158969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:00.159018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:00.159053] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:00.162958] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: DOWN (p=11.99%)
[2026-02-13T20:31:00.163434] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2026-02-13T20:31:00.163567] [INFO ] [sig       ] SENEA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:00.311422] [INFO ] [LOCAL     ] Saved forecast: SENEA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SENEA.txt
[2026-02-13T20:31:00.311566] [INFO ] [sig       ] [2710/3406] Completed SENEA in 0.4s | 2.84 sym/s | Total: 15.9m | ETA: 4.1m
[2026-02-13T20:31:00.311636] [INFO ] [sig       ] [2711/3406] Forecasting SENS...
[2026-02-13T20:31:00.311665] [INFO ] [sig       ] Generating forecast for: SENS
[2026-02-13T20:31:00.311695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2026-02-13T20:31:00.323382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENS'.
[2026-02-13T20:31:00.323973] [INFO ] [FORECASTER] Starting predict_future for SENS
[2026-02-13T20:31:00.324815] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2026-02-13T20:31:00.324867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:00.324914] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:00.324941] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:00.324997] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:00.384097] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:00.384853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:00.384936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:00.384968] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:00.516205] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:00.516395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:00.516435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:00.516462] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:00.520586] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=38.89%)
[2026-02-13T20:31:00.520912] [INFO ] [FORECASTER] Completed predict_future for SENS
[2026-02-13T20:31:00.521046] [INFO ] [sig       ] SENS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:00.663206] [INFO ] [LOCAL     ] Saved forecast: SENS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SENS.txt
[2026-02-13T20:31:00.663349] [INFO ] [sig       ] [2711/3406] Completed SENS in 0.4s | 2.84 sym/s | Total: 15.9m | ETA: 4.1m
[2026-02-13T20:31:00.663398] [INFO ] [sig       ] [2712/3406] Forecasting SERA...
[2026-02-13T20:31:00.663429] [INFO ] [sig       ] Generating forecast for: SERA
[2026-02-13T20:31:00.663459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2026-02-13T20:31:00.675273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2026-02-13T20:31:00.675723] [INFO ] [FORECASTER] Starting predict_future for SERA
[2026-02-13T20:31:00.676620] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2026-02-13T20:31:00.676675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:00.676739] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:00.676767] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:00.676824] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:00.738235] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:00.739208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:00.739310] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:00.739344] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:00.874601] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:00.874720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:00.874761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:00.874792] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:00.878968] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: UP (p=83.14%)
[2026-02-13T20:31:00.879496] [INFO ] [FORECASTER] Completed predict_future for SERA
[2026-02-13T20:31:00.879671] [INFO ] [sig       ] SERA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:01.041819] [INFO ] [LOCAL     ] Saved forecast: SERA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SERA.txt
[2026-02-13T20:31:01.042005] [INFO ] [sig       ] [2712/3406] Completed SERA in 0.4s | 2.84 sym/s | Total: 15.9m | ETA: 4.1m
[2026-02-13T20:31:01.042051] [INFO ] [sig       ] [2713/3406] Forecasting SES...
[2026-02-13T20:31:01.042085] [INFO ] [sig       ] Generating forecast for: SES
[2026-02-13T20:31:01.042119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2026-02-13T20:31:01.060615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2026-02-13T20:31:01.061047] [INFO ] [FORECASTER] Starting predict_future for SES
[2026-02-13T20:31:01.061978] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2026-02-13T20:31:01.062037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:01.062074] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:01.062104] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:01.062179] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:01.131775] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:01.132986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:01.133097] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:01.133138] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:01.271629] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:01.271822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:01.271893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:01.271941] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:01.277296] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=58.18%)
[2026-02-13T20:31:01.277812] [INFO ] [FORECASTER] Completed predict_future for SES
[2026-02-13T20:31:01.278017] [INFO ] [sig       ] SES: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:01.471966] [INFO ] [LOCAL     ] Saved forecast: SES	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SES.txt
[2026-02-13T20:31:01.472185] [INFO ] [sig       ] [2713/3406] Completed SES in 0.4s | 2.84 sym/s | Total: 15.9m | ETA: 4.1m
[2026-02-13T20:31:01.472244] [INFO ] [sig       ] [2714/3406] Forecasting SEVN...
[2026-02-13T20:31:01.472289] [INFO ] [sig       ] Generating forecast for: SEVN
[2026-02-13T20:31:01.472331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2026-02-13T20:31:01.486878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2026-02-13T20:31:01.487373] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2026-02-13T20:31:01.488534] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2026-02-13T20:31:01.488622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:01.488665] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:01.488697] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:01.488769] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:01.559703] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:01.560870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:01.560972] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:01.561008] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:01.682643] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:01.682836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:01.683963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:01.684006] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:01.687662] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: UP (p=78.00%)
[2026-02-13T20:31:01.687955] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2026-02-13T20:31:01.688282] [INFO ] [sig       ] SEVN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:01.828030] [INFO ] [LOCAL     ] Saved forecast: SEVN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SEVN.txt
[2026-02-13T20:31:01.828216] [INFO ] [sig       ] [2714/3406] Completed SEVN in 0.4s | 2.84 sym/s | Total: 16.0m | ETA: 4.1m
[2026-02-13T20:31:01.828259] [INFO ] [sig       ] [2715/3406] Forecasting SEZL...
[2026-02-13T20:31:01.828295] [INFO ] [sig       ] Generating forecast for: SEZL
[2026-02-13T20:31:01.828328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2026-02-13T20:31:01.840077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2026-02-13T20:31:01.840432] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2026-02-13T20:31:01.841273] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2026-02-13T20:31:01.841329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:01.841362] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:01.841389] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:01.841447] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:01.898887] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:01.899672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:01.899756] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:01.899789] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:02.018635] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:02.018801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:02.018841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:02.018902] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:02.022760] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: DOWN (p=45.72%)
[2026-02-13T20:31:02.023078] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2026-02-13T20:31:02.023226] [INFO ] [sig       ] SEZL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:02.179690] [INFO ] [LOCAL     ] Saved forecast: SEZL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SEZL.txt
[2026-02-13T20:31:02.179832] [INFO ] [sig       ] [2715/3406] Completed SEZL in 0.4s | 2.84 sym/s | Total: 16.0m | ETA: 4.1m
[2026-02-13T20:31:02.179873] [INFO ] [sig       ] [2716/3406] Forecasting SF...
[2026-02-13T20:31:02.179902] [INFO ] [sig       ] Generating forecast for: SF
[2026-02-13T20:31:02.179932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2026-02-13T20:31:02.191366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2026-02-13T20:31:02.191709] [INFO ] [FORECASTER] Starting predict_future for SF
[2026-02-13T20:31:02.192493] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2026-02-13T20:31:02.192548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:02.192601] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:02.192632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:02.192689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:02.250010] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:02.250794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:02.250875] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:02.250906] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:02.373777] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:02.373937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:02.373976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:02.374004] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:02.377736] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: DOWN (p=33.75%)
[2026-02-13T20:31:02.378047] [INFO ] [FORECASTER] Completed predict_future for SF
[2026-02-13T20:31:02.378209] [INFO ] [sig       ] SF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:02.515693] [INFO ] [LOCAL     ] Saved forecast: SF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SF.txt
[2026-02-13T20:31:02.515821] [INFO ] [sig       ] [2716/3406] Completed SF in 0.3s | 2.84 sym/s | Total: 16.0m | ETA: 4.1m
[2026-02-13T20:31:02.515860] [INFO ] [sig       ] [2717/3406] Forecasting SFB...
[2026-02-13T20:31:02.515889] [INFO ] [sig       ] Generating forecast for: SFB
[2026-02-13T20:31:02.515920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2026-02-13T20:31:02.526772] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2026-02-13T20:31:02.527092] [INFO ] [FORECASTER] Starting predict_future for SFB
[2026-02-13T20:31:02.528128] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2026-02-13T20:31:02.528180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:02.528212] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:02.528238] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:02.528295] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:02.586629] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:02.587382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:02.587463] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:02.587497] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:02.698105] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:02.698232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:02.698269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:02.698298] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:02.701593] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=74.44%)
[2026-02-13T20:31:02.701868] [INFO ] [FORECASTER] Completed predict_future for SFB
[2026-02-13T20:31:02.701994] [INFO ] [sig       ] SFB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:02.856165] [INFO ] [LOCAL     ] Saved forecast: SFB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SFB.txt
[2026-02-13T20:31:02.856299] [INFO ] [sig       ] [2717/3406] Completed SFB in 0.3s | 2.84 sym/s | Total: 16.0m | ETA: 4.0m
[2026-02-13T20:31:02.856339] [INFO ] [sig       ] [2718/3406] Forecasting SFBS...
[2026-02-13T20:31:02.856369] [INFO ] [sig       ] Generating forecast for: SFBS
[2026-02-13T20:31:02.856399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2026-02-13T20:31:02.866840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFBS'.
[2026-02-13T20:31:02.867170] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2026-02-13T20:31:02.868001] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2026-02-13T20:31:02.868053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:02.868084] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:02.868109] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:02.868164] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:02.924613] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:02.925237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:02.925470] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:02.925502] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:03.048567] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:03.048757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:03.048805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:03.048853] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:03.052436] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: UP (p=82.01%)
[2026-02-13T20:31:03.052739] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2026-02-13T20:31:03.052863] [INFO ] [sig       ] SFBS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:03.191010] [INFO ] [LOCAL     ] Saved forecast: SFBS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SFBS.txt
[2026-02-13T20:31:03.191151] [INFO ] [sig       ] [2718/3406] Completed SFBS in 0.3s | 2.84 sym/s | Total: 16.0m | ETA: 4.0m
[2026-02-13T20:31:03.191198] [INFO ] [sig       ] [2719/3406] Forecasting SFIX...
[2026-02-13T20:31:03.191230] [INFO ] [sig       ] Generating forecast for: SFIX
[2026-02-13T20:31:03.191259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2026-02-13T20:31:03.202417] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2026-02-13T20:31:03.202767] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2026-02-13T20:31:03.203529] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2026-02-13T20:31:03.203604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:03.203638] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:03.203665] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:03.203722] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:03.259945] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:03.260849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:03.260928] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:03.260960] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:03.379689] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:03.379855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:03.379897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:03.379926] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:03.383367] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2026-02-13T20:31:03.383689] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2026-02-13T20:31:03.383836] [INFO ] [sig       ] SFIX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:03.522190] [INFO ] [LOCAL     ] Saved forecast: SFIX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SFIX.txt
[2026-02-13T20:31:03.522323] [INFO ] [sig       ] [2719/3406] Completed SFIX in 0.3s | 2.84 sym/s | Total: 16.0m | ETA: 4.0m
[2026-02-13T20:31:03.522363] [INFO ] [sig       ] [2720/3406] Forecasting SFL...
[2026-02-13T20:31:03.522391] [INFO ] [sig       ] Generating forecast for: SFL
[2026-02-13T20:31:03.522421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2026-02-13T20:31:03.533552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFL'.
[2026-02-13T20:31:03.533875] [INFO ] [FORECASTER] Starting predict_future for SFL
[2026-02-13T20:31:03.534681] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2026-02-13T20:31:03.534734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:03.534766] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:03.534793] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:03.534849] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:03.591418] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:03.592031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:03.592119] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:03.592158] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:03.719273] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:03.719432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:03.719472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:03.719501] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:03.722932] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=61.01%)
[2026-02-13T20:31:03.723220] [INFO ] [FORECASTER] Completed predict_future for SFL
[2026-02-13T20:31:03.723346] [INFO ] [sig       ] SFL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:03.867016] [INFO ] [LOCAL     ] Saved forecast: SFL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SFL.txt
[2026-02-13T20:31:03.867188] [INFO ] [sig       ] [2720/3406] Completed SFL in 0.3s | 2.84 sym/s | Total: 16.0m | ETA: 4.0m
[2026-02-13T20:31:03.867227] [INFO ] [sig       ] [2721/3406] Forecasting SFLO...
[2026-02-13T20:31:03.867256] [INFO ] [sig       ] Generating forecast for: SFLO
[2026-02-13T20:31:03.867299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2026-02-13T20:31:03.879347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2026-02-13T20:31:03.879759] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2026-02-13T20:31:03.880555] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2026-02-13T20:31:03.880624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:03.880662] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:03.880691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:03.880752] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:03.940184] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:03.941167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:03.941285] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:03.941321] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:04.063229] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:04.063637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:04.063682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:04.063710] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:04.067251] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: UP (p=93.64%)
[2026-02-13T20:31:04.067544] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2026-02-13T20:31:04.067716] [INFO ] [sig       ] SFLO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:04.213977] [INFO ] [LOCAL     ] Saved forecast: SFLO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SFLO.txt
[2026-02-13T20:31:04.214136] [INFO ] [sig       ] [2721/3406] Completed SFLO in 0.3s | 2.84 sym/s | Total: 16.0m | ETA: 4.0m
[2026-02-13T20:31:04.214175] [INFO ] [sig       ] [2722/3406] Forecasting SFM...
[2026-02-13T20:31:04.214205] [INFO ] [sig       ] Generating forecast for: SFM
[2026-02-13T20:31:04.214236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2026-02-13T20:31:04.226006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFM'.
[2026-02-13T20:31:04.226326] [INFO ] [FORECASTER] Starting predict_future for SFM
[2026-02-13T20:31:04.227111] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2026-02-13T20:31:04.227164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:04.227195] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:04.227222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:04.227293] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:04.285530] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:04.286368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:04.286498] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:04.286533] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:04.410512] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:04.410679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:04.410720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:04.410751] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:04.414675] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=36.61%)
[2026-02-13T20:31:04.414958] [INFO ] [FORECASTER] Completed predict_future for SFM
[2026-02-13T20:31:04.415090] [INFO ] [sig       ] SFM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:04.563145] [INFO ] [LOCAL     ] Saved forecast: SFM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SFM.txt
[2026-02-13T20:31:04.563276] [INFO ] [sig       ] [2722/3406] Completed SFM in 0.3s | 2.84 sym/s | Total: 16.0m | ETA: 4.0m
[2026-02-13T20:31:04.563315] [INFO ] [sig       ] [2723/3406] Forecasting SFNC...
[2026-02-13T20:31:04.563345] [INFO ] [sig       ] Generating forecast for: SFNC
[2026-02-13T20:31:04.563375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2026-02-13T20:31:04.575088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2026-02-13T20:31:04.575405] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2026-02-13T20:31:04.576220] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2026-02-13T20:31:04.576272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:04.576304] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:04.576330] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:04.576386] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:04.633002] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:04.633657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:04.633740] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:04.633773] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:04.755749] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:04.755871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:04.755909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:04.755937] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:04.759657] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: DOWN (p=45.84%)
[2026-02-13T20:31:04.759930] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2026-02-13T20:31:04.760053] [INFO ] [sig       ] SFNC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:04.900765] [INFO ] [LOCAL     ] Saved forecast: SFNC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SFNC.txt
[2026-02-13T20:31:04.900890] [INFO ] [sig       ] [2723/3406] Completed SFNC in 0.3s | 2.84 sym/s | Total: 16.0m | ETA: 4.0m
[2026-02-13T20:31:04.900929] [INFO ] [sig       ] [2724/3406] Forecasting SG...
[2026-02-13T20:31:04.900958] [INFO ] [sig       ] Generating forecast for: SG
[2026-02-13T20:31:04.900988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2026-02-13T20:31:04.911838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SG'.
[2026-02-13T20:31:04.912173] [INFO ] [FORECASTER] Starting predict_future for SG
[2026-02-13T20:31:04.912952] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2026-02-13T20:31:04.913019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:04.913051] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:04.913078] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:04.913136] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:04.969761] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:04.970374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:04.970451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:04.970484] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:05.095678] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:05.095823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:05.095860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:05.095887] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:05.099371] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: UP (p=75.11%)
[2026-02-13T20:31:05.099672] [INFO ] [FORECASTER] Completed predict_future for SG
[2026-02-13T20:31:05.099797] [INFO ] [sig       ] SG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:05.243243] [INFO ] [LOCAL     ] Saved forecast: SG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SG.txt
[2026-02-13T20:31:05.243384] [INFO ] [sig       ] [2724/3406] Completed SG in 0.3s | 2.84 sym/s | Total: 16.0m | ETA: 4.0m
[2026-02-13T20:31:05.243424] [INFO ] [sig       ] [2725/3406] Forecasting SGC...
[2026-02-13T20:31:05.243454] [INFO ] [sig       ] Generating forecast for: SGC
[2026-02-13T20:31:05.243483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2026-02-13T20:31:05.255350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2026-02-13T20:31:05.255722] [INFO ] [FORECASTER] Starting predict_future for SGC
[2026-02-13T20:31:05.256593] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2026-02-13T20:31:05.256647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:05.256691] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:05.256720] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:05.256777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:05.316335] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:05.317000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:05.317082] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:05.317122] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:05.438001] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:05.438152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:05.438193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:05.438227] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:05.441817] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: UP (p=98.23%)
[2026-02-13T20:31:05.442097] [INFO ] [FORECASTER] Completed predict_future for SGC
[2026-02-13T20:31:05.442224] [INFO ] [sig       ] SGC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:05.583841] [INFO ] [LOCAL     ] Saved forecast: SGC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SGC.txt
[2026-02-13T20:31:05.584023] [INFO ] [sig       ] [2725/3406] Completed SGC in 0.3s | 2.84 sym/s | Total: 16.0m | ETA: 4.0m
[2026-02-13T20:31:05.584065] [INFO ] [sig       ] [2726/3406] Forecasting SGHC...
[2026-02-13T20:31:05.584093] [INFO ] [sig       ] Generating forecast for: SGHC
[2026-02-13T20:31:05.584123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2026-02-13T20:31:05.595698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2026-02-13T20:31:05.596066] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2026-02-13T20:31:05.597071] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2026-02-13T20:31:05.597123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:05.597155] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:05.597181] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:05.597236] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:05.655511] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:05.656240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:05.656321] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:05.656353] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:05.780903] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:05.781064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:05.781106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:05.781141] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:05.785067] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=74.26%)
[2026-02-13T20:31:05.785371] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2026-02-13T20:31:05.785506] [INFO ] [sig       ] SGHC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:05.927278] [INFO ] [LOCAL     ] Saved forecast: SGHC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SGHC.txt
[2026-02-13T20:31:05.927428] [INFO ] [sig       ] [2726/3406] Completed SGHC in 0.3s | 2.84 sym/s | Total: 16.0m | ETA: 4.0m
[2026-02-13T20:31:05.927469] [INFO ] [sig       ] [2727/3406] Forecasting SGRY...
[2026-02-13T20:31:05.927499] [INFO ] [sig       ] Generating forecast for: SGRY
[2026-02-13T20:31:05.927528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2026-02-13T20:31:05.938775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2026-02-13T20:31:05.939147] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2026-02-13T20:31:05.939945] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2026-02-13T20:31:05.939996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:05.940027] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:05.940054] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:05.940110] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:06.002213] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:06.003236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:06.003338] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:06.003373] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:06.131416] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:06.131602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:06.131644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:06.131671] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:06.135216] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2026-02-13T20:31:06.135532] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2026-02-13T20:31:06.135688] [INFO ] [sig       ] SGRY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:06.277486] [INFO ] [LOCAL     ] Saved forecast: SGRY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SGRY.txt
[2026-02-13T20:31:06.277690] [INFO ] [sig       ] [2727/3406] Completed SGRY in 0.4s | 2.84 sym/s | Total: 16.0m | ETA: 4.0m
[2026-02-13T20:31:06.277742] [INFO ] [sig       ] [2728/3406] Forecasting SHAK...
[2026-02-13T20:31:06.277773] [INFO ] [sig       ] Generating forecast for: SHAK
[2026-02-13T20:31:06.277802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2026-02-13T20:31:06.290017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHAK'.
[2026-02-13T20:31:06.290431] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2026-02-13T20:31:06.291263] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2026-02-13T20:31:06.291317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:06.291350] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:06.291377] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:06.291654] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:06.355199] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:06.356214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:06.356482] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:06.356515] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:06.487963] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:06.488130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:06.488179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:06.488217] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:06.491780] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2026-02-13T20:31:06.492072] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2026-02-13T20:31:06.492205] [INFO ] [sig       ] SHAK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:06.650179] [INFO ] [LOCAL     ] Saved forecast: SHAK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SHAK.txt
[2026-02-13T20:31:06.650324] [INFO ] [sig       ] [2728/3406] Completed SHAK in 0.4s | 2.84 sym/s | Total: 16.0m | ETA: 4.0m
[2026-02-13T20:31:06.650363] [INFO ] [sig       ] [2729/3406] Forecasting SHBI...
[2026-02-13T20:31:06.650393] [INFO ] [sig       ] Generating forecast for: SHBI
[2026-02-13T20:31:06.650422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2026-02-13T20:31:06.662078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2026-02-13T20:31:06.662426] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2026-02-13T20:31:06.663226] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2026-02-13T20:31:06.663278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:06.663362] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:06.663390] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:06.663450] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:06.725269] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:06.726134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:06.726223] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:06.726257] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:06.852082] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:06.852255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:06.852302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:06.852334] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:06.855945] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: UP (p=61.71%)
[2026-02-13T20:31:06.856273] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2026-02-13T20:31:06.856406] [INFO ] [sig       ] SHBI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:06.999097] [INFO ] [LOCAL     ] Saved forecast: SHBI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SHBI.txt
[2026-02-13T20:31:06.999262] [INFO ] [sig       ] [2729/3406] Completed SHBI in 0.3s | 2.84 sym/s | Total: 16.0m | ETA: 4.0m
[2026-02-13T20:31:06.999308] [INFO ] [sig       ] [2730/3406] Forecasting SHC...
[2026-02-13T20:31:06.999338] [INFO ] [sig       ] Generating forecast for: SHC
[2026-02-13T20:31:06.999368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2026-02-13T20:31:07.011539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2026-02-13T20:31:07.011909] [INFO ] [FORECASTER] Starting predict_future for SHC
[2026-02-13T20:31:07.012729] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2026-02-13T20:31:07.012781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:07.012813] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:07.012839] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:07.012896] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:07.069987] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:07.070816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:07.070901] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:07.070933] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:07.197736] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:07.197899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:07.197941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:07.197971] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:07.201704] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: DOWN (p=9.83%)
[2026-02-13T20:31:07.201991] [INFO ] [FORECASTER] Completed predict_future for SHC
[2026-02-13T20:31:07.202131] [INFO ] [sig       ] SHC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:07.351961] [INFO ] [LOCAL     ] Saved forecast: SHC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SHC.txt
[2026-02-13T20:31:07.352126] [INFO ] [sig       ] [2730/3406] Completed SHC in 0.4s | 2.84 sym/s | Total: 16.0m | ETA: 4.0m
[2026-02-13T20:31:07.352172] [INFO ] [sig       ] [2731/3406] Forecasting SHEL...
[2026-02-13T20:31:07.352205] [INFO ] [sig       ] Generating forecast for: SHEL
[2026-02-13T20:31:07.352248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2026-02-13T20:31:07.365634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEL'.
[2026-02-13T20:31:07.366064] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2026-02-13T20:31:07.366982] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2026-02-13T20:31:07.367039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:07.367074] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:07.367102] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:07.367170] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:07.430851] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:07.431843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:07.431936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:07.431982] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:07.576468] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:07.576870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:07.576936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:07.576977] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:07.581285] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: DOWN (p=29.67%)
[2026-02-13T20:31:07.581844] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2026-02-13T20:31:07.581988] [INFO ] [sig       ] SHEL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:07.727893] [INFO ] [LOCAL     ] Saved forecast: SHEL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SHEL.txt
[2026-02-13T20:31:07.728052] [INFO ] [sig       ] [2731/3406] Completed SHEL in 0.4s | 2.84 sym/s | Total: 16.1m | ETA: 4.0m
[2026-02-13T20:31:07.728094] [INFO ] [sig       ] [2732/3406] Forecasting SHEN...
[2026-02-13T20:31:07.728122] [INFO ] [sig       ] Generating forecast for: SHEN
[2026-02-13T20:31:07.728153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2026-02-13T20:31:07.740098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2026-02-13T20:31:07.740504] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2026-02-13T20:31:07.741316] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2026-02-13T20:31:07.741368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:07.741399] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:07.741425] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:07.741480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:07.801104] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:07.802266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:07.802352] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:07.802385] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:07.927645] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:07.927807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:07.927847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:07.927934] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:07.931965] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: UP (p=78.01%)
[2026-02-13T20:31:07.932269] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2026-02-13T20:31:07.932404] [INFO ] [sig       ] SHEN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:08.079788] [INFO ] [LOCAL     ] Saved forecast: SHEN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SHEN.txt
[2026-02-13T20:31:08.079934] [INFO ] [sig       ] [2732/3406] Completed SHEN in 0.4s | 2.84 sym/s | Total: 16.1m | ETA: 4.0m
[2026-02-13T20:31:08.079975] [INFO ] [sig       ] [2733/3406] Forecasting SHG...
[2026-02-13T20:31:08.080004] [INFO ] [sig       ] Generating forecast for: SHG
[2026-02-13T20:31:08.080034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2026-02-13T20:31:08.091558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2026-02-13T20:31:08.091943] [INFO ] [FORECASTER] Starting predict_future for SHG
[2026-02-13T20:31:08.092756] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2026-02-13T20:31:08.092808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:08.092840] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:08.092866] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:08.092941] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:08.154401] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:08.155341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:08.155428] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:08.155463] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:08.290458] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:08.290677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:08.290724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:08.290754] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:08.294995] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2026-02-13T20:31:08.295311] [INFO ] [FORECASTER] Completed predict_future for SHG
[2026-02-13T20:31:08.295471] [INFO ] [sig       ] SHG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:08.445589] [INFO ] [LOCAL     ] Saved forecast: SHG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SHG.txt
[2026-02-13T20:31:08.445762] [INFO ] [sig       ] [2733/3406] Completed SHG in 0.4s | 2.84 sym/s | Total: 16.1m | ETA: 4.0m
[2026-02-13T20:31:08.445819] [INFO ] [sig       ] [2734/3406] Forecasting SHIP...
[2026-02-13T20:31:08.445855] [INFO ] [sig       ] Generating forecast for: SHIP
[2026-02-13T20:31:08.445887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2026-02-13T20:31:08.458352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2026-02-13T20:31:08.458949] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2026-02-13T20:31:08.460029] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2026-02-13T20:31:08.460083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:08.460116] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:08.460144] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:08.460205] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:08.522821] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:08.523706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:08.523798] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:08.523832] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:08.650863] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:08.651021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:08.651061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:08.651090] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:08.654652] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=8.43%)
[2026-02-13T20:31:08.654958] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2026-02-13T20:31:08.655091] [INFO ] [sig       ] SHIP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:08.800474] [INFO ] [LOCAL     ] Saved forecast: SHIP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SHIP.txt
[2026-02-13T20:31:08.800657] [INFO ] [sig       ] [2734/3406] Completed SHIP in 0.4s | 2.84 sym/s | Total: 16.1m | ETA: 3.9m
[2026-02-13T20:31:08.800706] [INFO ] [sig       ] [2735/3406] Forecasting SHLS...
[2026-02-13T20:31:08.800738] [INFO ] [sig       ] Generating forecast for: SHLS
[2026-02-13T20:31:08.800770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2026-02-13T20:31:08.812981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHLS'.
[2026-02-13T20:31:08.813361] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2026-02-13T20:31:08.814274] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2026-02-13T20:31:08.814340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:08.814392] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:08.814427] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:08.814493] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:08.874023] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:08.874875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:08.874961] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:08.874995] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:09.003236] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:09.003426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:09.003466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:09.003496] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:09.007254] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: DOWN (p=5.09%)
[2026-02-13T20:31:09.007561] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2026-02-13T20:31:09.007733] [INFO ] [sig       ] SHLS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:09.148125] [INFO ] [LOCAL     ] Saved forecast: SHLS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SHLS.txt
[2026-02-13T20:31:09.148287] [INFO ] [sig       ] [2735/3406] Completed SHLS in 0.3s | 2.84 sym/s | Total: 16.1m | ETA: 3.9m
[2026-02-13T20:31:09.148335] [INFO ] [sig       ] [2736/3406] Forecasting SHO...
[2026-02-13T20:31:09.148369] [INFO ] [sig       ] Generating forecast for: SHO
[2026-02-13T20:31:09.148397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2026-02-13T20:31:09.161290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHO'.
[2026-02-13T20:31:09.161683] [INFO ] [FORECASTER] Starting predict_future for SHO
[2026-02-13T20:31:09.162508] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2026-02-13T20:31:09.162561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:09.162614] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:09.162641] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:09.162696] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:09.219822] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:09.220592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:09.220673] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:09.220706] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:09.348397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:09.348779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:09.348820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:09.348849] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:09.352992] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: DOWN (p=35.28%)
[2026-02-13T20:31:09.353278] [INFO ] [FORECASTER] Completed predict_future for SHO
[2026-02-13T20:31:09.353411] [INFO ] [sig       ] SHO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:09.501770] [INFO ] [LOCAL     ] Saved forecast: SHO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SHO.txt
[2026-02-13T20:31:09.501949] [INFO ] [sig       ] [2736/3406] Completed SHO in 0.4s | 2.84 sym/s | Total: 16.1m | ETA: 3.9m
[2026-02-13T20:31:09.501999] [INFO ] [sig       ] [2737/3406] Forecasting SHOC...
[2026-02-13T20:31:09.502030] [INFO ] [sig       ] Generating forecast for: SHOC
[2026-02-13T20:31:09.502061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2026-02-13T20:31:09.514742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2026-02-13T20:31:09.515260] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2026-02-13T20:31:09.516422] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2026-02-13T20:31:09.516493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:09.516542] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:09.516609] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:09.516700] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:09.604713] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:09.606076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:09.606190] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:09.606239] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:09.725692] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:09.725853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:09.725894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:09.725922] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:09.729483] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=95.08%)
[2026-02-13T20:31:09.729792] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2026-02-13T20:31:09.729923] [INFO ] [sig       ] SHOC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:09.878854] [INFO ] [LOCAL     ] Saved forecast: SHOC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SHOC.txt
[2026-02-13T20:31:09.879015] [INFO ] [sig       ] [2737/3406] Completed SHOC in 0.4s | 2.84 sym/s | Total: 16.1m | ETA: 3.9m
[2026-02-13T20:31:09.879056] [INFO ] [sig       ] [2738/3406] Forecasting SHOO...
[2026-02-13T20:31:09.879087] [INFO ] [sig       ] Generating forecast for: SHOO
[2026-02-13T20:31:09.879117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2026-02-13T20:31:09.891882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2026-02-13T20:31:09.892335] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2026-02-13T20:31:09.893251] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2026-02-13T20:31:09.893308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:09.893342] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:09.893369] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:09.893425] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:09.951694] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:09.952654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:09.952749] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:09.952810] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:10.076554] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:10.076735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:10.076777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:10.076806] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:10.080328] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: UP (p=92.63%)
[2026-02-13T20:31:10.080647] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2026-02-13T20:31:10.080782] [INFO ] [sig       ] SHOO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:10.221542] [INFO ] [LOCAL     ] Saved forecast: SHOO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SHOO.txt
[2026-02-13T20:31:10.221730] [INFO ] [sig       ] [2738/3406] Completed SHOO in 0.3s | 2.84 sym/s | Total: 16.1m | ETA: 3.9m
[2026-02-13T20:31:10.221777] [INFO ] [sig       ] [2739/3406] Forecasting SHOP...
[2026-02-13T20:31:10.221808] [INFO ] [sig       ] Generating forecast for: SHOP
[2026-02-13T20:31:10.221838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2026-02-13T20:31:10.233754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2026-02-13T20:31:10.234136] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2026-02-13T20:31:10.235188] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2026-02-13T20:31:10.235244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:10.235277] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:10.235306] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:10.235368] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:10.293428] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:10.294357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:10.294482] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:10.294523] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:10.421809] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:10.421971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:10.422013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:10.422045] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:10.425671] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2026-02-13T20:31:10.425962] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2026-02-13T20:31:10.426096] [INFO ] [sig       ] SHOP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:10.570455] [INFO ] [LOCAL     ] Saved forecast: SHOP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SHOP.txt
[2026-02-13T20:31:10.570634] [INFO ] [sig       ] [2739/3406] Completed SHOP in 0.3s | 2.84 sym/s | Total: 16.1m | ETA: 3.9m
[2026-02-13T20:31:10.570676] [INFO ] [sig       ] [2740/3406] Forecasting SHY...
[2026-02-13T20:31:10.570708] [INFO ] [sig       ] Generating forecast for: SHY
[2026-02-13T20:31:10.570738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2026-02-13T20:31:10.582135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2026-02-13T20:31:10.582532] [INFO ] [FORECASTER] Starting predict_future for SHY
[2026-02-13T20:31:10.583393] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2026-02-13T20:31:10.583449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:10.583483] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:10.583511] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:10.583590] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:10.640251] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:10.641137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:10.641221] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:10.641254] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:10.768214] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:10.768469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:10.768511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:10.768541] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:10.772170] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=86.15%)
[2026-02-13T20:31:10.772495] [INFO ] [FORECASTER] Completed predict_future for SHY
[2026-02-13T20:31:10.772663] [INFO ] [sig       ] SHY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:10.915807] [INFO ] [LOCAL     ] Saved forecast: SHY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SHY.txt
[2026-02-13T20:31:10.915984] [INFO ] [sig       ] [2740/3406] Completed SHY in 0.3s | 2.84 sym/s | Total: 16.1m | ETA: 3.9m
[2026-02-13T20:31:10.916028] [INFO ] [sig       ] [2741/3406] Forecasting SIBN...
[2026-02-13T20:31:10.916057] [INFO ] [sig       ] Generating forecast for: SIBN
[2026-02-13T20:31:10.916086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2026-02-13T20:31:10.928266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2026-02-13T20:31:10.928712] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2026-02-13T20:31:10.929832] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2026-02-13T20:31:10.929887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:10.929919] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:10.929947] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:10.930004] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:10.989098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:10.990233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:10.990319] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:10.990354] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:11.114901] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:11.115065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:11.115108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:11.115137] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:11.119071] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: DOWN (p=40.68%)
[2026-02-13T20:31:11.119373] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2026-02-13T20:31:11.119512] [INFO ] [sig       ] SIBN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:11.263742] [INFO ] [LOCAL     ] Saved forecast: SIBN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SIBN.txt
[2026-02-13T20:31:11.263909] [INFO ] [sig       ] [2741/3406] Completed SIBN in 0.3s | 2.84 sym/s | Total: 16.1m | ETA: 3.9m
[2026-02-13T20:31:11.263955] [INFO ] [sig       ] [2742/3406] Forecasting SID...
[2026-02-13T20:31:11.264001] [INFO ] [sig       ] Generating forecast for: SID
[2026-02-13T20:31:11.264039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2026-02-13T20:31:11.276352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2026-02-13T20:31:11.276762] [INFO ] [FORECASTER] Starting predict_future for SID
[2026-02-13T20:31:11.277682] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2026-02-13T20:31:11.277737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:11.277772] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:11.277800] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:11.277859] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:11.342862] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:11.344085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:11.344182] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:11.344224] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:11.482934] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:11.483121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:11.483162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:11.483223] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:11.487927] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=42.56%)
[2026-02-13T20:31:11.488386] [INFO ] [FORECASTER] Completed predict_future for SID
[2026-02-13T20:31:11.488566] [INFO ] [sig       ] SID: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:11.644174] [INFO ] [LOCAL     ] Saved forecast: SID	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SID.txt
[2026-02-13T20:31:11.644425] [INFO ] [sig       ] [2742/3406] Completed SID in 0.4s | 2.84 sym/s | Total: 16.1m | ETA: 3.9m
[2026-02-13T20:31:11.644483] [INFO ] [sig       ] [2743/3406] Forecasting SIEB...
[2026-02-13T20:31:11.644524] [INFO ] [sig       ] Generating forecast for: SIEB
[2026-02-13T20:31:11.644566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2026-02-13T20:31:11.656229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIEB'.
[2026-02-13T20:31:11.656692] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2026-02-13T20:31:11.657527] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2026-02-13T20:31:11.657631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:11.657670] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:11.657696] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:11.657753] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:11.714434] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:11.715314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:11.715397] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:11.715431] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:11.838670] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:11.838829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:11.838868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:11.838897] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:11.842403] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: UP (p=95.70%)
[2026-02-13T20:31:11.842717] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2026-02-13T20:31:11.842848] [INFO ] [sig       ] SIEB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:11.988218] [INFO ] [LOCAL     ] Saved forecast: SIEB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SIEB.txt
[2026-02-13T20:31:11.988367] [INFO ] [sig       ] [2743/3406] Completed SIEB in 0.3s | 2.84 sym/s | Total: 16.1m | ETA: 3.9m
[2026-02-13T20:31:11.988407] [INFO ] [sig       ] [2744/3406] Forecasting SIFY...
[2026-02-13T20:31:11.988437] [INFO ] [sig       ] Generating forecast for: SIFY
[2026-02-13T20:31:11.988466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2026-02-13T20:31:12.001239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2026-02-13T20:31:12.001657] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2026-02-13T20:31:12.002689] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2026-02-13T20:31:12.002741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:12.002772] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:12.002798] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:12.002853] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:12.062815] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:12.063820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:12.064109] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:12.064145] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:12.187808] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:12.187964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:12.188005] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:12.188034] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:12.191906] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: DOWN (p=34.46%)
[2026-02-13T20:31:12.192195] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2026-02-13T20:31:12.192328] [INFO ] [sig       ] SIFY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:12.336381] [INFO ] [LOCAL     ] Saved forecast: SIFY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SIFY.txt
[2026-02-13T20:31:12.336507] [INFO ] [sig       ] [2744/3406] Completed SIFY in 0.3s | 2.84 sym/s | Total: 16.1m | ETA: 3.9m
[2026-02-13T20:31:12.336560] [INFO ] [sig       ] [2745/3406] Forecasting SIG...
[2026-02-13T20:31:12.336612] [INFO ] [sig       ] Generating forecast for: SIG
[2026-02-13T20:31:12.336643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2026-02-13T20:31:12.349303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2026-02-13T20:31:12.349663] [INFO ] [FORECASTER] Starting predict_future for SIG
[2026-02-13T20:31:12.350474] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2026-02-13T20:31:12.350528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:12.350561] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:12.350616] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:12.350675] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:12.410483] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:12.411117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:12.411197] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:12.411231] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:12.531813] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:12.531954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:12.531994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:12.532025] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:12.535514] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=40.33%)
[2026-02-13T20:31:12.535832] [INFO ] [FORECASTER] Completed predict_future for SIG
[2026-02-13T20:31:12.535983] [INFO ] [sig       ] SIG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:12.684166] [INFO ] [LOCAL     ] Saved forecast: SIG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SIG.txt
[2026-02-13T20:31:12.684279] [INFO ] [sig       ] [2745/3406] Completed SIG in 0.3s | 2.84 sym/s | Total: 16.1m | ETA: 3.9m
[2026-02-13T20:31:12.684316] [INFO ] [sig       ] [2746/3406] Forecasting SIGA...
[2026-02-13T20:31:12.684344] [INFO ] [sig       ] Generating forecast for: SIGA
[2026-02-13T20:31:12.684373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2026-02-13T20:31:12.696985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2026-02-13T20:31:12.697309] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2026-02-13T20:31:12.698344] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2026-02-13T20:31:12.698402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:12.698459] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:12.698501] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:12.698756] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:12.756665] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:12.757382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:12.757463] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:12.757496] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:12.885993] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:12.886157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:12.886196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:12.886224] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:12.889891] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: DOWN (p=24.19%)
[2026-02-13T20:31:12.890233] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2026-02-13T20:31:12.890377] [INFO ] [sig       ] SIGA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:13.035917] [INFO ] [LOCAL     ] Saved forecast: SIGA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SIGA.txt
[2026-02-13T20:31:13.036064] [INFO ] [sig       ] [2746/3406] Completed SIGA in 0.4s | 2.84 sym/s | Total: 16.1m | ETA: 3.9m
[2026-02-13T20:31:13.036104] [INFO ] [sig       ] [2747/3406] Forecasting SIGI...
[2026-02-13T20:31:13.036133] [INFO ] [sig       ] Generating forecast for: SIGI
[2026-02-13T20:31:13.036163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2026-02-13T20:31:13.047925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2026-02-13T20:31:13.048234] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2026-02-13T20:31:13.049053] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2026-02-13T20:31:13.049104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:13.049136] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:13.049162] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:13.049218] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:13.109264] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:13.109962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:13.110043] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:13.110076] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:13.234510] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:13.234688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:13.234731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:13.234761] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:13.238248] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2026-02-13T20:31:13.238531] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2026-02-13T20:31:13.238680] [INFO ] [sig       ] SIGI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:13.386490] [INFO ] [LOCAL     ] Saved forecast: SIGI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SIGI.txt
[2026-02-13T20:31:13.386648] [INFO ] [sig       ] [2747/3406] Completed SIGI in 0.4s | 2.84 sym/s | Total: 16.1m | ETA: 3.9m
[2026-02-13T20:31:13.386690] [INFO ] [sig       ] [2748/3406] Forecasting SII...
[2026-02-13T20:31:13.386720] [INFO ] [sig       ] Generating forecast for: SII
[2026-02-13T20:31:13.386750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2026-02-13T20:31:13.398511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SII'.
[2026-02-13T20:31:13.398870] [INFO ] [FORECASTER] Starting predict_future for SII
[2026-02-13T20:31:13.399728] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2026-02-13T20:31:13.399780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:13.399812] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:13.399838] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:13.399895] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:13.459305] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:13.460026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:13.460111] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:13.460145] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:13.581457] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:13.581821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:13.581863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:13.581893] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:13.585846] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2026-02-13T20:31:13.586154] [INFO ] [FORECASTER] Completed predict_future for SII
[2026-02-13T20:31:13.586291] [INFO ] [sig       ] SII: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:13.743327] [INFO ] [LOCAL     ] Saved forecast: SII	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SII.txt
[2026-02-13T20:31:13.743488] [INFO ] [sig       ] [2748/3406] Completed SII in 0.4s | 2.84 sym/s | Total: 16.2m | ETA: 3.9m
[2026-02-13T20:31:13.743744] [INFO ] [sig       ] [2749/3406] Forecasting SIMO...
[2026-02-13T20:31:13.743774] [INFO ] [sig       ] Generating forecast for: SIMO
[2026-02-13T20:31:13.743805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2026-02-13T20:31:13.756997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2026-02-13T20:31:13.757406] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2026-02-13T20:31:13.758272] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2026-02-13T20:31:13.758326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:13.758358] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:13.758386] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:13.758445] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:13.815637] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:13.816521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:13.816631] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:13.816666] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:13.937083] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:13.937242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:13.937280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:13.937345] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:13.940812] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: UP (p=89.13%)
[2026-02-13T20:31:13.941093] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2026-02-13T20:31:13.941220] [INFO ] [sig       ] SIMO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:14.079874] [INFO ] [LOCAL     ] Saved forecast: SIMO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SIMO.txt
[2026-02-13T20:31:14.080034] [INFO ] [sig       ] [2749/3406] Completed SIMO in 0.3s | 2.84 sym/s | Total: 16.2m | ETA: 3.9m
[2026-02-13T20:31:14.080074] [INFO ] [sig       ] [2750/3406] Forecasting SIRI...
[2026-02-13T20:31:14.080106] [INFO ] [sig       ] Generating forecast for: SIRI
[2026-02-13T20:31:14.080142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2026-02-13T20:31:14.091783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2026-02-13T20:31:14.092194] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2026-02-13T20:31:14.093037] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2026-02-13T20:31:14.093089] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:14.093122] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:14.093149] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:14.093206] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:14.150309] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:14.151181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:14.151267] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:14.151300] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:14.272969] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:14.273134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:14.273175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:14.273207] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:14.276925] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=96.64%)
[2026-02-13T20:31:14.277237] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2026-02-13T20:31:14.277371] [INFO ] [sig       ] SIRI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:14.555772] [INFO ] [LOCAL     ] Saved forecast: SIRI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SIRI.txt
[2026-02-13T20:31:14.555948] [INFO ] [sig       ] [2750/3406] Completed SIRI in 0.5s | 2.84 sym/s | Total: 16.2m | ETA: 3.9m
[2026-02-13T20:31:14.555990] [INFO ] [sig       ] [2751/3406] Forecasting SITC...
[2026-02-13T20:31:14.556018] [INFO ] [sig       ] Generating forecast for: SITC
[2026-02-13T20:31:14.556046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2026-02-13T20:31:14.567540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2026-02-13T20:31:14.568005] [INFO ] [FORECASTER] Starting predict_future for SITC
[2026-02-13T20:31:14.568917] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2026-02-13T20:31:14.568974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:14.569007] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:14.569034] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:14.569092] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:14.629701] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:14.630686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:14.630771] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:14.630804] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:14.754826] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:14.754983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:14.755022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:14.755052] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:14.758472] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: UP (p=54.15%)
[2026-02-13T20:31:14.758777] [INFO ] [FORECASTER] Completed predict_future for SITC
[2026-02-13T20:31:14.758906] [INFO ] [sig       ] SITC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:14.901246] [INFO ] [LOCAL     ] Saved forecast: SITC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SITC.txt
[2026-02-13T20:31:14.901418] [INFO ] [sig       ] [2751/3406] Completed SITC in 0.3s | 2.84 sym/s | Total: 16.2m | ETA: 3.8m
[2026-02-13T20:31:14.901461] [INFO ] [sig       ] [2752/3406] Forecasting SITE...
[2026-02-13T20:31:14.901491] [INFO ] [sig       ] Generating forecast for: SITE
[2026-02-13T20:31:14.901521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2026-02-13T20:31:14.913836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2026-02-13T20:31:14.914187] [INFO ] [FORECASTER] Starting predict_future for SITE
[2026-02-13T20:31:14.915012] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2026-02-13T20:31:14.915065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:14.915096] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:14.915122] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:14.915178] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:14.973720] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:14.974666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:14.974764] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:14.974797] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:15.100027] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:15.100189] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:15.100230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:15.100259] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:15.104267] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: UP (p=76.64%)
[2026-02-13T20:31:15.104570] [INFO ] [FORECASTER] Completed predict_future for SITE
[2026-02-13T20:31:15.104725] [INFO ] [sig       ] SITE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:15.246270] [INFO ] [LOCAL     ] Saved forecast: SITE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SITE.txt
[2026-02-13T20:31:15.246452] [INFO ] [sig       ] [2752/3406] Completed SITE in 0.3s | 2.84 sym/s | Total: 16.2m | ETA: 3.8m
[2026-02-13T20:31:15.246493] [INFO ] [sig       ] [2753/3406] Forecasting SITM...
[2026-02-13T20:31:15.246526] [INFO ] [sig       ] Generating forecast for: SITM
[2026-02-13T20:31:15.246557] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2026-02-13T20:31:15.258650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2026-02-13T20:31:15.259061] [INFO ] [FORECASTER] Starting predict_future for SITM
[2026-02-13T20:31:15.259945] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2026-02-13T20:31:15.259999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:15.260032] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:15.260059] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:15.260121] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:15.325826] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:15.326758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:15.326850] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:15.326886] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:15.464341] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:15.464508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:15.464549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:15.464809] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:15.468565] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: DOWN (p=14.17%)
[2026-02-13T20:31:15.469121] [INFO ] [FORECASTER] Completed predict_future for SITM
[2026-02-13T20:31:15.469265] [INFO ] [sig       ] SITM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:15.612730] [INFO ] [LOCAL     ] Saved forecast: SITM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SITM.txt
[2026-02-13T20:31:15.612886] [INFO ] [sig       ] [2753/3406] Completed SITM in 0.4s | 2.84 sym/s | Total: 16.2m | ETA: 3.8m
[2026-02-13T20:31:15.612925] [INFO ] [sig       ] [2754/3406] Forecasting SIXG...
[2026-02-13T20:31:15.612956] [INFO ] [sig       ] Generating forecast for: SIXG
[2026-02-13T20:31:15.612986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2026-02-13T20:31:15.623911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2026-02-13T20:31:15.624298] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2026-02-13T20:31:15.625139] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2026-02-13T20:31:15.625191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:15.625223] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:15.625249] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:15.625304] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:15.687198] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:15.688404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:15.688510] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:15.688548] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:15.814003] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:15.814168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:15.814209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:15.814238] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:15.818176] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: DOWN (p=25.53%)
[2026-02-13T20:31:15.818501] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2026-02-13T20:31:15.818664] [INFO ] [sig       ] SIXG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:15.972440] [INFO ] [LOCAL     ] Saved forecast: SIXG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SIXG.txt
[2026-02-13T20:31:15.972603] [INFO ] [sig       ] [2754/3406] Completed SIXG in 0.4s | 2.84 sym/s | Total: 16.2m | ETA: 3.8m
[2026-02-13T20:31:15.972645] [INFO ] [sig       ] [2755/3406] Forecasting SJM...
[2026-02-13T20:31:15.972676] [INFO ] [sig       ] Generating forecast for: SJM
[2026-02-13T20:31:15.972706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2026-02-13T20:31:15.985390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2026-02-13T20:31:15.985788] [INFO ] [FORECASTER] Starting predict_future for SJM
[2026-02-13T20:31:15.986606] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2026-02-13T20:31:15.986658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:15.986689] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:15.986715] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:15.986770] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:16.046004] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:16.047108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:16.047198] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:16.047230] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:16.180693] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:16.180860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:16.180900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:16.180934] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:16.184984] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=32.40%)
[2026-02-13T20:31:16.185299] [INFO ] [FORECASTER] Completed predict_future for SJM
[2026-02-13T20:31:16.185437] [INFO ] [sig       ] SJM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:16.334103] [INFO ] [LOCAL     ] Saved forecast: SJM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SJM.txt
[2026-02-13T20:31:16.334261] [INFO ] [sig       ] [2755/3406] Completed SJM in 0.4s | 2.84 sym/s | Total: 16.2m | ETA: 3.8m
[2026-02-13T20:31:16.334300] [INFO ] [sig       ] [2756/3406] Forecasting SKE...
[2026-02-13T20:31:16.334332] [INFO ] [sig       ] Generating forecast for: SKE
[2026-02-13T20:31:16.334363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2026-02-13T20:31:16.348302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2026-02-13T20:31:16.348974] [INFO ] [FORECASTER] Starting predict_future for SKE
[2026-02-13T20:31:16.350007] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2026-02-13T20:31:16.350074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:16.350122] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:16.350162] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:16.350245] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:16.413640] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:16.414531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:16.414682] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:16.414717] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:16.535450] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:16.535638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:16.535681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:16.535710] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:16.539669] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=42.15%)
[2026-02-13T20:31:16.540161] [INFO ] [FORECASTER] Completed predict_future for SKE
[2026-02-13T20:31:16.540298] [INFO ] [sig       ] SKE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:16.689983] [INFO ] [LOCAL     ] Saved forecast: SKE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SKE.txt
[2026-02-13T20:31:16.690143] [INFO ] [sig       ] [2756/3406] Completed SKE in 0.4s | 2.84 sym/s | Total: 16.2m | ETA: 3.8m
[2026-02-13T20:31:16.690183] [INFO ] [sig       ] [2757/3406] Forecasting SKIL...
[2026-02-13T20:31:16.690214] [INFO ] [sig       ] Generating forecast for: SKIL
[2026-02-13T20:31:16.690245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2026-02-13T20:31:16.702469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2026-02-13T20:31:16.702916] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2026-02-13T20:31:16.703749] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2026-02-13T20:31:16.703802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:16.703834] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:16.703861] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:16.703934] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:16.761845] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:16.762745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:16.762827] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:16.762862] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:16.884527] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:16.884713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:16.884755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:16.884786] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:16.888354] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=23.72%)
[2026-02-13T20:31:16.888725] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2026-02-13T20:31:16.888868] [INFO ] [sig       ] SKIL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:17.041845] [INFO ] [LOCAL     ] Saved forecast: SKIL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SKIL.txt
[2026-02-13T20:31:17.041976] [INFO ] [sig       ] [2757/3406] Completed SKIL in 0.4s | 2.84 sym/s | Total: 16.2m | ETA: 3.8m
[2026-02-13T20:31:17.042014] [INFO ] [sig       ] [2758/3406] Forecasting SKIN...
[2026-02-13T20:31:17.042043] [INFO ] [sig       ] Generating forecast for: SKIN
[2026-02-13T20:31:17.042072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2026-02-13T20:31:17.054396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2026-02-13T20:31:17.054941] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2026-02-13T20:31:17.055762] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2026-02-13T20:31:17.055814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:17.055846] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:17.055873] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:17.055929] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:17.114125] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:17.114925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:17.115009] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:17.115043] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:17.238051] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:17.238214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:17.238255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:17.238285] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:17.241908] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: DOWN (p=39.94%)
[2026-02-13T20:31:17.242192] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2026-02-13T20:31:17.242322] [INFO ] [sig       ] SKIN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:17.392638] [INFO ] [LOCAL     ] Saved forecast: SKIN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SKIN.txt
[2026-02-13T20:31:17.392791] [INFO ] [sig       ] [2758/3406] Completed SKIN in 0.4s | 2.84 sym/s | Total: 16.2m | ETA: 3.8m
[2026-02-13T20:31:17.392832] [INFO ] [sig       ] [2759/3406] Forecasting SKLZ...
[2026-02-13T20:31:17.392862] [INFO ] [sig       ] Generating forecast for: SKLZ
[2026-02-13T20:31:17.392892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2026-02-13T20:31:17.404563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2026-02-13T20:31:17.404913] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2026-02-13T20:31:17.405725] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2026-02-13T20:31:17.405793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:17.405827] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:17.405853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:17.405910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:17.467760] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:17.468485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:17.468601] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:17.468638] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:17.596016] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:17.596174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:17.596214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:17.596243] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:17.600251] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: DOWN (p=9.28%)
[2026-02-13T20:31:17.600538] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2026-02-13T20:31:17.600691] [INFO ] [sig       ] SKLZ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:17.751160] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SKLZ.txt
[2026-02-13T20:31:17.751362] [INFO ] [sig       ] [2759/3406] Completed SKLZ in 0.4s | 2.84 sym/s | Total: 16.2m | ETA: 3.8m
[2026-02-13T20:31:17.751405] [INFO ] [sig       ] [2760/3406] Forecasting SKM...
[2026-02-13T20:31:17.751435] [INFO ] [sig       ] Generating forecast for: SKM
[2026-02-13T20:31:17.751465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2026-02-13T20:31:17.765357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2026-02-13T20:31:17.765858] [INFO ] [FORECASTER] Starting predict_future for SKM
[2026-02-13T20:31:17.767121] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2026-02-13T20:31:17.767187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:17.767232] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:17.767269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:17.767352] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:17.840918] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:17.841836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:17.841922] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:17.841957] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:17.970064] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:17.970243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:17.970293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:17.970325] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:17.974043] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: DOWN (p=9.73%)
[2026-02-13T20:31:17.974326] [INFO ] [FORECASTER] Completed predict_future for SKM
[2026-02-13T20:31:17.974472] [INFO ] [sig       ] SKM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:18.119264] [INFO ] [LOCAL     ] Saved forecast: SKM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SKM.txt
[2026-02-13T20:31:18.119385] [INFO ] [sig       ] [2760/3406] Completed SKM in 0.4s | 2.84 sym/s | Total: 16.2m | ETA: 3.8m
[2026-02-13T20:31:18.119426] [INFO ] [sig       ] [2761/3406] Forecasting SKRE...
[2026-02-13T20:31:18.119454] [INFO ] [sig       ] Generating forecast for: SKRE
[2026-02-13T20:31:18.119495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2026-02-13T20:31:18.131341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2026-02-13T20:31:18.131695] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2026-02-13T20:31:18.132478] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2026-02-13T20:31:18.132531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:18.132563] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:18.132620] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:18.132698] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:18.190917] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:18.191569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:18.191726] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:18.191761] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:18.307107] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:18.307267] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:18.307307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:18.307336] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:18.310859] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: UP (p=50.15%)
[2026-02-13T20:31:18.311150] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2026-02-13T20:31:18.311279] [INFO ] [sig       ] SKRE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:18.460086] [INFO ] [LOCAL     ] Saved forecast: SKRE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SKRE.txt
[2026-02-13T20:31:18.460250] [INFO ] [sig       ] [2761/3406] Completed SKRE in 0.3s | 2.84 sym/s | Total: 16.2m | ETA: 3.8m
[2026-02-13T20:31:18.460302] [INFO ] [sig       ] [2762/3406] Forecasting SKWD...
[2026-02-13T20:31:18.460337] [INFO ] [sig       ] Generating forecast for: SKWD
[2026-02-13T20:31:18.460367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2026-02-13T20:31:18.473422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2026-02-13T20:31:18.473851] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2026-02-13T20:31:18.474835] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2026-02-13T20:31:18.474890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:18.474924] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:18.474952] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:18.475009] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:18.537399] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:18.538334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:18.538441] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:18.538481] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:18.669351] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:18.669519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:18.669565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:18.669626] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:18.673479] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: DOWN (p=27.98%)
[2026-02-13T20:31:18.673848] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2026-02-13T20:31:18.674013] [INFO ] [sig       ] SKWD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:18.820154] [INFO ] [LOCAL     ] Saved forecast: SKWD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SKWD.txt
[2026-02-13T20:31:18.820298] [INFO ] [sig       ] [2762/3406] Completed SKWD in 0.4s | 2.84 sym/s | Total: 16.2m | ETA: 3.8m
[2026-02-13T20:31:18.820355] [INFO ] [sig       ] [2763/3406] Forecasting SKY...
[2026-02-13T20:31:18.820389] [INFO ] [sig       ] Generating forecast for: SKY
[2026-02-13T20:31:18.820423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2026-02-13T20:31:18.831897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2026-02-13T20:31:18.832210] [INFO ] [FORECASTER] Starting predict_future for SKY
[2026-02-13T20:31:18.833055] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2026-02-13T20:31:18.833110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:18.833180] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:18.833212] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:18.833271] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:18.892384] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:18.893125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:18.893213] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:18.893248] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:19.019683] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:19.019849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:19.019890] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:19.019919] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:19.024653] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=63.78%)
[2026-02-13T20:31:19.025102] [INFO ] [FORECASTER] Completed predict_future for SKY
[2026-02-13T20:31:19.025290] [INFO ] [sig       ] SKY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:19.178415] [INFO ] [LOCAL     ] Saved forecast: SKY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SKY.txt
[2026-02-13T20:31:19.178595] [INFO ] [sig       ] [2763/3406] Completed SKY in 0.4s | 2.84 sym/s | Total: 16.2m | ETA: 3.8m
[2026-02-13T20:31:19.178638] [INFO ] [sig       ] [2764/3406] Forecasting SKYH...
[2026-02-13T20:31:19.178668] [INFO ] [sig       ] Generating forecast for: SKYH
[2026-02-13T20:31:19.178698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2026-02-13T20:31:19.190298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2026-02-13T20:31:19.190646] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2026-02-13T20:31:19.191461] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2026-02-13T20:31:19.191515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:19.191547] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:19.191606] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:19.191688] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:19.251255] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:19.252350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:19.252444] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:19.252479] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:19.380116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:19.380289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:19.380331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:19.380361] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:19.383952] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: DOWN (p=17.82%)
[2026-02-13T20:31:19.384283] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2026-02-13T20:31:19.384426] [INFO ] [sig       ] SKYH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:19.530082] [INFO ] [LOCAL     ] Saved forecast: SKYH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SKYH.txt
[2026-02-13T20:31:19.530259] [INFO ] [sig       ] [2764/3406] Completed SKYH in 0.4s | 2.84 sym/s | Total: 16.2m | ETA: 3.8m
[2026-02-13T20:31:19.530302] [INFO ] [sig       ] [2765/3406] Forecasting SKYX...
[2026-02-13T20:31:19.530332] [INFO ] [sig       ] Generating forecast for: SKYX
[2026-02-13T20:31:19.530363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2026-02-13T20:31:19.543086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2026-02-13T20:31:19.543519] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2026-02-13T20:31:19.544442] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2026-02-13T20:31:19.544509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:19.544548] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:19.544604] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:19.544664] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:19.612590] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:19.613639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:19.613773] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:19.613819] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:19.742316] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:19.742488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:19.742533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:19.742560] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:19.746233] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: UP (p=93.02%)
[2026-02-13T20:31:19.746551] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2026-02-13T20:31:19.746714] [INFO ] [sig       ] SKYX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:19.894748] [INFO ] [LOCAL     ] Saved forecast: SKYX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SKYX.txt
[2026-02-13T20:31:19.894909] [INFO ] [sig       ] [2765/3406] Completed SKYX in 0.4s | 2.84 sym/s | Total: 16.3m | ETA: 3.8m
[2026-02-13T20:31:19.894967] [INFO ] [sig       ] [2766/3406] Forecasting SKYY...
[2026-02-13T20:31:19.894998] [INFO ] [sig       ] Generating forecast for: SKYY
[2026-02-13T20:31:19.895030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2026-02-13T20:31:19.907709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYY'.
[2026-02-13T20:31:19.908151] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2026-02-13T20:31:19.909017] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2026-02-13T20:31:19.909072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:19.909104] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:19.909131] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:19.909188] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:19.968337] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:19.969263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:19.969351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:19.969385] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:20.095045] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:20.095227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:20.095268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:20.095332] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:20.099164] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: UP (p=56.94%)
[2026-02-13T20:31:20.099457] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2026-02-13T20:31:20.099612] [INFO ] [sig       ] SKYY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:20.251109] [INFO ] [LOCAL     ] Saved forecast: SKYY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SKYY.txt
[2026-02-13T20:31:20.251273] [INFO ] [sig       ] [2766/3406] Completed SKYY in 0.4s | 2.84 sym/s | Total: 16.3m | ETA: 3.8m
[2026-02-13T20:31:20.251315] [INFO ] [sig       ] [2767/3406] Forecasting SLAB...
[2026-02-13T20:31:20.251345] [INFO ] [sig       ] Generating forecast for: SLAB
[2026-02-13T20:31:20.251378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2026-02-13T20:31:20.267540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2026-02-13T20:31:20.268314] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2026-02-13T20:31:20.269471] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2026-02-13T20:31:20.269551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:20.269629] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:20.269669] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:20.269748] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:20.338723] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:20.339743] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:20.339838] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:20.339871] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:20.489325] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:20.489491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:20.489533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:20.489563] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:20.493317] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: UP (p=56.67%)
[2026-02-13T20:31:20.493631] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2026-02-13T20:31:20.493774] [INFO ] [sig       ] SLAB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:20.638618] [INFO ] [LOCAL     ] Saved forecast: SLAB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SLAB.txt
[2026-02-13T20:31:20.638783] [INFO ] [sig       ] [2767/3406] Completed SLAB in 0.4s | 2.84 sym/s | Total: 16.3m | ETA: 3.8m
[2026-02-13T20:31:20.638825] [INFO ] [sig       ] [2768/3406] Forecasting SLB...
[2026-02-13T20:31:20.638855] [INFO ] [sig       ] Generating forecast for: SLB
[2026-02-13T20:31:20.638885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2026-02-13T20:31:20.650313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2026-02-13T20:31:20.650726] [INFO ] [FORECASTER] Starting predict_future for SLB
[2026-02-13T20:31:20.651531] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2026-02-13T20:31:20.651606] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:20.651640] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:20.651666] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:20.651726] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:20.710434] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:20.711382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:20.711473] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:20.711506] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:20.847418] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:20.847621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:20.847665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:20.847693] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:20.852058] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=97.11%)
[2026-02-13T20:31:20.852376] [INFO ] [FORECASTER] Completed predict_future for SLB
[2026-02-13T20:31:20.852518] [INFO ] [sig       ] SLB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:21.001068] [INFO ] [LOCAL     ] Saved forecast: SLB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SLB.txt
[2026-02-13T20:31:21.001238] [INFO ] [sig       ] [2768/3406] Completed SLB in 0.4s | 2.84 sym/s | Total: 16.3m | ETA: 3.8m
[2026-02-13T20:31:21.001282] [INFO ] [sig       ] [2769/3406] Forecasting SLDB...
[2026-02-13T20:31:21.001311] [INFO ] [sig       ] Generating forecast for: SLDB
[2026-02-13T20:31:21.001342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2026-02-13T20:31:21.012942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2026-02-13T20:31:21.013348] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2026-02-13T20:31:21.014213] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2026-02-13T20:31:21.014269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:21.014301] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:21.014328] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:21.014384] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:21.074231] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:21.075458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:21.075596] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:21.075647] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:21.213466] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:21.213680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:21.213730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:21.213759] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:21.217918] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=34.32%)
[2026-02-13T20:31:21.218264] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2026-02-13T20:31:21.218453] [INFO ] [sig       ] SLDB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:21.368291] [INFO ] [LOCAL     ] Saved forecast: SLDB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SLDB.txt
[2026-02-13T20:31:21.368477] [INFO ] [sig       ] [2769/3406] Completed SLDB in 0.4s | 2.84 sym/s | Total: 16.3m | ETA: 3.7m
[2026-02-13T20:31:21.368526] [INFO ] [sig       ] [2770/3406] Forecasting SLDP...
[2026-02-13T20:31:21.368557] [INFO ] [sig       ] Generating forecast for: SLDP
[2026-02-13T20:31:21.368609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2026-02-13T20:31:21.384251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2026-02-13T20:31:21.384727] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2026-02-13T20:31:21.385646] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2026-02-13T20:31:21.385703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:21.385761] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:21.385789] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:21.385848] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:21.445009] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:21.445961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:21.446073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:21.446110] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:21.577405] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:21.577622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:21.577668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:21.577698] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:21.581910] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: UP (p=99.16%)
[2026-02-13T20:31:21.582415] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2026-02-13T20:31:21.582554] [INFO ] [sig       ] SLDP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:21.729334] [INFO ] [LOCAL     ] Saved forecast: SLDP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SLDP.txt
[2026-02-13T20:31:21.729506] [INFO ] [sig       ] [2770/3406] Completed SLDP in 0.4s | 2.84 sym/s | Total: 16.3m | ETA: 3.7m
[2026-02-13T20:31:21.729549] [INFO ] [sig       ] [2771/3406] Forecasting SLF...
[2026-02-13T20:31:21.729599] [INFO ] [sig       ] Generating forecast for: SLF
[2026-02-13T20:31:21.729632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2026-02-13T20:31:21.742017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2026-02-13T20:31:21.742449] [INFO ] [FORECASTER] Starting predict_future for SLF
[2026-02-13T20:31:21.743292] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2026-02-13T20:31:21.743344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:21.743377] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:21.743404] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:21.743461] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:21.800900] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:21.801831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:21.801915] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:21.801947] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:21.930829] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:21.930990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:21.931030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:21.931058] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:21.934477] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: DOWN (p=26.52%)
[2026-02-13T20:31:21.934779] [INFO ] [FORECASTER] Completed predict_future for SLF
[2026-02-13T20:31:21.934908] [INFO ] [sig       ] SLF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:22.075762] [INFO ] [LOCAL     ] Saved forecast: SLF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SLF.txt
[2026-02-13T20:31:22.075930] [INFO ] [sig       ] [2771/3406] Completed SLF in 0.3s | 2.84 sym/s | Total: 16.3m | ETA: 3.7m
[2026-02-13T20:31:22.075971] [INFO ] [sig       ] [2772/3406] Forecasting SLG...
[2026-02-13T20:31:22.076000] [INFO ] [sig       ] Generating forecast for: SLG
[2026-02-13T20:31:22.076029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2026-02-13T20:31:22.088348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2026-02-13T20:31:22.088778] [INFO ] [FORECASTER] Starting predict_future for SLG
[2026-02-13T20:31:22.090022] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2026-02-13T20:31:22.090074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:22.090105] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:22.090132] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:22.090189] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:22.148152] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:22.149315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:22.149400] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:22.149432] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:22.274007] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:22.274169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:22.274210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:22.274238] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:22.277838] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: DOWN (p=46.16%)
[2026-02-13T20:31:22.278162] [INFO ] [FORECASTER] Completed predict_future for SLG
[2026-02-13T20:31:22.278299] [INFO ] [sig       ] SLG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:22.419628] [INFO ] [LOCAL     ] Saved forecast: SLG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SLG.txt
[2026-02-13T20:31:22.419796] [INFO ] [sig       ] [2772/3406] Completed SLG in 0.3s | 2.84 sym/s | Total: 16.3m | ETA: 3.7m
[2026-02-13T20:31:22.419836] [INFO ] [sig       ] [2773/3406] Forecasting SLGN...
[2026-02-13T20:31:22.419866] [INFO ] [sig       ] Generating forecast for: SLGN
[2026-02-13T20:31:22.419896] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2026-02-13T20:31:22.432038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2026-02-13T20:31:22.432435] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2026-02-13T20:31:22.433273] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2026-02-13T20:31:22.433335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:22.433372] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:22.433399] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:22.433454] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:22.490049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:22.490951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:22.491073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:22.491107] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:22.606327] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:22.606490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:22.606529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:22.606559] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:22.610097] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: UP (p=58.06%)
[2026-02-13T20:31:22.610396] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2026-02-13T20:31:22.610526] [INFO ] [sig       ] SLGN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:22.761664] [INFO ] [LOCAL     ] Saved forecast: SLGN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SLGN.txt
[2026-02-13T20:31:22.761840] [INFO ] [sig       ] [2773/3406] Completed SLGN in 0.3s | 2.84 sym/s | Total: 16.3m | ETA: 3.7m
[2026-02-13T20:31:22.761890] [INFO ] [sig       ] [2774/3406] Forecasting SLM...
[2026-02-13T20:31:22.761921] [INFO ] [sig       ] Generating forecast for: SLM
[2026-02-13T20:31:22.761951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2026-02-13T20:31:22.775446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLM'.
[2026-02-13T20:31:22.775874] [INFO ] [FORECASTER] Starting predict_future for SLM
[2026-02-13T20:31:22.776692] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2026-02-13T20:31:22.776744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:22.776776] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:22.776802] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:22.776860] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:22.833771] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:22.834722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:22.834807] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:22.834839] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:22.952657] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:22.952820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:22.952859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:22.952888] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:22.956304] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=82.33%)
[2026-02-13T20:31:22.956615] [INFO ] [FORECASTER] Completed predict_future for SLM
[2026-02-13T20:31:22.956750] [INFO ] [sig       ] SLM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:23.098715] [INFO ] [LOCAL     ] Saved forecast: SLM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SLM.txt
[2026-02-13T20:31:23.099080] [INFO ] [sig       ] [2774/3406] Completed SLM in 0.3s | 2.84 sym/s | Total: 16.3m | ETA: 3.7m
[2026-02-13T20:31:23.099122] [INFO ] [sig       ] [2775/3406] Forecasting SLN...
[2026-02-13T20:31:23.099151] [INFO ] [sig       ] Generating forecast for: SLN
[2026-02-13T20:31:23.099180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2026-02-13T20:31:23.110954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2026-02-13T20:31:23.111345] [INFO ] [FORECASTER] Starting predict_future for SLN
[2026-02-13T20:31:23.112171] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2026-02-13T20:31:23.112223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:23.112254] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:23.112280] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:23.112335] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:23.170803] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:23.171711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:23.171795] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:23.171827] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:23.293545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:23.293728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:23.293769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:23.293798] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:23.297309] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: UP (p=53.48%)
[2026-02-13T20:31:23.297654] [INFO ] [FORECASTER] Completed predict_future for SLN
[2026-02-13T20:31:23.297806] [INFO ] [sig       ] SLN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:23.452081] [INFO ] [LOCAL     ] Saved forecast: SLN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SLN.txt
[2026-02-13T20:31:23.452255] [INFO ] [sig       ] [2775/3406] Completed SLN in 0.4s | 2.84 sym/s | Total: 16.3m | ETA: 3.7m
[2026-02-13T20:31:23.452296] [INFO ] [sig       ] [2776/3406] Forecasting SLNO...
[2026-02-13T20:31:23.452328] [INFO ] [sig       ] Generating forecast for: SLNO
[2026-02-13T20:31:23.452359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2026-02-13T20:31:23.465973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2026-02-13T20:31:23.466563] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2026-02-13T20:31:23.467669] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2026-02-13T20:31:23.467726] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:23.467761] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:23.467788] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:23.467847] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:23.526836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:23.528105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:23.528212] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:23.528247] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:23.657169] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:23.657350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:23.657392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:23.657421] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:23.661450] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: DOWN (p=36.64%)
[2026-02-13T20:31:23.661858] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2026-02-13T20:31:23.662025] [INFO ] [sig       ] SLNO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:23.802673] [INFO ] [LOCAL     ] Saved forecast: SLNO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SLNO.txt
[2026-02-13T20:31:23.802838] [INFO ] [sig       ] [2776/3406] Completed SLNO in 0.4s | 2.84 sym/s | Total: 16.3m | ETA: 3.7m
[2026-02-13T20:31:23.802878] [INFO ] [sig       ] [2777/3406] Forecasting SLP...
[2026-02-13T20:31:23.802908] [INFO ] [sig       ] Generating forecast for: SLP
[2026-02-13T20:31:23.802939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2026-02-13T20:31:23.813948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLP'.
[2026-02-13T20:31:23.814249] [INFO ] [FORECASTER] Starting predict_future for SLP
[2026-02-13T20:31:23.815044] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2026-02-13T20:31:23.815095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:23.815127] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:23.815154] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:23.815211] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:23.872443] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:23.873141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:23.873220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:23.873253] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:23.993004] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:23.993166] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:23.993205] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:23.993256] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:23.996875] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: UP (p=79.27%)
[2026-02-13T20:31:23.997161] [INFO ] [FORECASTER] Completed predict_future for SLP
[2026-02-13T20:31:23.997289] [INFO ] [sig       ] SLP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:24.139801] [INFO ] [LOCAL     ] Saved forecast: SLP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SLP.txt
[2026-02-13T20:31:24.139957] [INFO ] [sig       ] [2777/3406] Completed SLP in 0.3s | 2.84 sym/s | Total: 16.3m | ETA: 3.7m
[2026-02-13T20:31:24.139996] [INFO ] [sig       ] [2778/3406] Forecasting SLQD...
[2026-02-13T20:31:24.140027] [INFO ] [sig       ] Generating forecast for: SLQD
[2026-02-13T20:31:24.140058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2026-02-13T20:31:24.151347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2026-02-13T20:31:24.151763] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2026-02-13T20:31:24.152559] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2026-02-13T20:31:24.152635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:24.152667] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:24.152693] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:24.152748] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:24.211544] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:24.212609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:24.212715] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:24.212755] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:24.334231] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:24.334398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:24.334438] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:24.334466] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:24.338512] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: UP (p=99.46%)
[2026-02-13T20:31:24.338889] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2026-02-13T20:31:24.339028] [INFO ] [sig       ] SLQD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:24.483660] [INFO ] [LOCAL     ] Saved forecast: SLQD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SLQD.txt
[2026-02-13T20:31:24.483851] [INFO ] [sig       ] [2778/3406] Completed SLQD in 0.3s | 2.84 sym/s | Total: 16.3m | ETA: 3.7m
[2026-02-13T20:31:24.483903] [INFO ] [sig       ] [2779/3406] Forecasting SLRC...
[2026-02-13T20:31:24.483934] [INFO ] [sig       ] Generating forecast for: SLRC
[2026-02-13T20:31:24.483964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2026-02-13T20:31:24.495663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2026-02-13T20:31:24.496041] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2026-02-13T20:31:24.496915] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2026-02-13T20:31:24.496969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:24.497003] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:24.497030] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:24.497088] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:24.559716] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:24.560620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:24.560720] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:24.560755] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:24.678747] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:24.678918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:24.678956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:24.678985] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:24.682480] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: DOWN (p=18.32%)
[2026-02-13T20:31:24.682847] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2026-02-13T20:31:24.682986] [INFO ] [sig       ] SLRC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:24.823478] [INFO ] [LOCAL     ] Saved forecast: SLRC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SLRC.txt
[2026-02-13T20:31:24.823633] [INFO ] [sig       ] [2779/3406] Completed SLRC in 0.3s | 2.84 sym/s | Total: 16.3m | ETA: 3.7m
[2026-02-13T20:31:24.823675] [INFO ] [sig       ] [2780/3406] Forecasting SLS...
[2026-02-13T20:31:24.823704] [INFO ] [sig       ] Generating forecast for: SLS
[2026-02-13T20:31:24.823734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2026-02-13T20:31:24.835078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2026-02-13T20:31:24.835416] [INFO ] [FORECASTER] Starting predict_future for SLS
[2026-02-13T20:31:24.836213] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2026-02-13T20:31:24.836264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:24.836325] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:24.836353] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:24.836410] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:24.894193] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:24.895039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:24.895120] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:24.895152] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:25.011323] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:25.011481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:25.011523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:25.011555] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:25.015196] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: UP (p=79.03%)
[2026-02-13T20:31:25.015481] [INFO ] [FORECASTER] Completed predict_future for SLS
[2026-02-13T20:31:25.015669] [INFO ] [sig       ] SLS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:25.157014] [INFO ] [LOCAL     ] Saved forecast: SLS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SLS.txt
[2026-02-13T20:31:25.157178] [INFO ] [sig       ] [2780/3406] Completed SLS in 0.3s | 2.84 sym/s | Total: 16.3m | ETA: 3.7m
[2026-02-13T20:31:25.157221] [INFO ] [sig       ] [2781/3406] Forecasting SLVM...
[2026-02-13T20:31:25.157251] [INFO ] [sig       ] Generating forecast for: SLVM
[2026-02-13T20:31:25.157281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2026-02-13T20:31:25.169494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVM'.
[2026-02-13T20:31:25.169911] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2026-02-13T20:31:25.170738] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2026-02-13T20:31:25.170790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:25.170823] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:25.170867] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:25.170925] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:25.231248] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:25.232170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:25.232258] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:25.232290] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:25.358590] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:25.358753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:25.358794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:25.358823] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:25.362302] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=37.46%)
[2026-02-13T20:31:25.362622] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2026-02-13T20:31:25.362757] [INFO ] [sig       ] SLVM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:25.504525] [INFO ] [LOCAL     ] Saved forecast: SLVM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SLVM.txt
[2026-02-13T20:31:25.504697] [INFO ] [sig       ] [2781/3406] Completed SLVM in 0.3s | 2.84 sym/s | Total: 16.3m | ETA: 3.7m
[2026-02-13T20:31:25.504747] [INFO ] [sig       ] [2782/3406] Forecasting SLVO...
[2026-02-13T20:31:25.504783] [INFO ] [sig       ] Generating forecast for: SLVO
[2026-02-13T20:31:25.504817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2026-02-13T20:31:25.515826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2026-02-13T20:31:25.516163] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2026-02-13T20:31:25.516966] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2026-02-13T20:31:25.517019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:25.517051] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:25.517078] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:25.517135] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:25.573767] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:25.574450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:25.574529] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:25.574561] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:25.694612] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:25.694781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:25.694820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:25.694848] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:25.698267] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=75.96%)
[2026-02-13T20:31:25.698544] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2026-02-13T20:31:25.698715] [INFO ] [sig       ] SLVO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:25.838870] [INFO ] [LOCAL     ] Saved forecast: SLVO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SLVO.txt
[2026-02-13T20:31:25.839005] [INFO ] [sig       ] [2782/3406] Completed SLVO in 0.3s | 2.84 sym/s | Total: 16.4m | ETA: 3.7m
[2026-02-13T20:31:25.839046] [INFO ] [sig       ] [2783/3406] Forecasting SLXN...
[2026-02-13T20:31:25.839075] [INFO ] [sig       ] Generating forecast for: SLXN
[2026-02-13T20:31:25.839106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2026-02-13T20:31:25.849990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2026-02-13T20:31:25.850384] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2026-02-13T20:31:25.851185] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2026-02-13T20:31:25.851237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:25.851269] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:25.851294] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:25.851351] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:25.909807] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:25.910652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:25.910737] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:25.910772] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:26.030929] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:26.031096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:26.031138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:26.031206] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:26.034900] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: DOWN (p=33.51%)
[2026-02-13T20:31:26.035195] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2026-02-13T20:31:26.035344] [INFO ] [sig       ] SLXN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:26.181066] [INFO ] [LOCAL     ] Saved forecast: SLXN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SLXN.txt
[2026-02-13T20:31:26.181235] [INFO ] [sig       ] [2783/3406] Completed SLXN in 0.3s | 2.84 sym/s | Total: 16.4m | ETA: 3.7m
[2026-02-13T20:31:26.181278] [INFO ] [sig       ] [2784/3406] Forecasting SM...
[2026-02-13T20:31:26.181308] [INFO ] [sig       ] Generating forecast for: SM
[2026-02-13T20:31:26.181341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2026-02-13T20:31:26.192623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2026-02-13T20:31:26.192979] [INFO ] [FORECASTER] Starting predict_future for SM
[2026-02-13T20:31:26.193794] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2026-02-13T20:31:26.193848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:26.193882] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:26.193910] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:26.193968] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:26.253365] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:26.254199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:26.254284] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:26.254317] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:26.382423] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:26.382599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:26.382640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:26.382668] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:26.386196] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: UP (p=73.30%)
[2026-02-13T20:31:26.386476] [INFO ] [FORECASTER] Completed predict_future for SM
[2026-02-13T20:31:26.386622] [INFO ] [sig       ] SM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:26.529398] [INFO ] [LOCAL     ] Saved forecast: SM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SM.txt
[2026-02-13T20:31:26.529564] [INFO ] [sig       ] [2784/3406] Completed SM in 0.3s | 2.84 sym/s | Total: 16.4m | ETA: 3.7m
[2026-02-13T20:31:26.529625] [INFO ] [sig       ] [2785/3406] Forecasting SMBC...
[2026-02-13T20:31:26.529657] [INFO ] [sig       ] Generating forecast for: SMBC
[2026-02-13T20:31:26.529697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2026-02-13T20:31:26.540520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2026-02-13T20:31:26.540936] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2026-02-13T20:31:26.541745] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2026-02-13T20:31:26.541797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:26.541828] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:26.541854] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:26.541912] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:26.602107] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:26.602969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:26.603052] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:26.603085] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:26.724614] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:26.724795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:26.724834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:26.724863] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:26.728296] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=33.62%)
[2026-02-13T20:31:26.728609] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2026-02-13T20:31:26.728745] [INFO ] [sig       ] SMBC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:26.867876] [INFO ] [LOCAL     ] Saved forecast: SMBC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SMBC.txt
[2026-02-13T20:31:26.868018] [INFO ] [sig       ] [2785/3406] Completed SMBC in 0.3s | 2.84 sym/s | Total: 16.4m | ETA: 3.7m
[2026-02-13T20:31:26.868057] [INFO ] [sig       ] [2786/3406] Forecasting SMBK...
[2026-02-13T20:31:26.868087] [INFO ] [sig       ] Generating forecast for: SMBK
[2026-02-13T20:31:26.868118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2026-02-13T20:31:26.879098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2026-02-13T20:31:26.879457] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2026-02-13T20:31:26.880260] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2026-02-13T20:31:26.880314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:26.880345] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:26.880371] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:26.880427] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:26.940369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:26.941140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:26.941221] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:26.941254] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:27.059869] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:27.060025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:27.060065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:27.060093] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:27.063510] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=2.18%)
[2026-02-13T20:31:27.063810] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2026-02-13T20:31:27.063937] [INFO ] [sig       ] SMBK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:27.205549] [INFO ] [LOCAL     ] Saved forecast: SMBK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SMBK.txt
[2026-02-13T20:31:27.205735] [INFO ] [sig       ] [2786/3406] Completed SMBK in 0.3s | 2.84 sym/s | Total: 16.4m | ETA: 3.6m
[2026-02-13T20:31:27.205786] [INFO ] [sig       ] [2787/3406] Forecasting SMCI...
[2026-02-13T20:31:27.205818] [INFO ] [sig       ] Generating forecast for: SMCI
[2026-02-13T20:31:27.205848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2026-02-13T20:31:27.217533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCI'.
[2026-02-13T20:31:27.217958] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2026-02-13T20:31:27.218861] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2026-02-13T20:31:27.218917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:27.218950] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:27.218979] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:27.219037] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:27.277654] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:27.278544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:27.278649] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:27.278691] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:27.405614] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:27.405801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:27.405846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:27.405875] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:27.409440] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: DOWN (p=46.91%)
[2026-02-13T20:31:27.409749] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2026-02-13T20:31:27.409879] [INFO ] [sig       ] SMCI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:27.548713] [INFO ] [LOCAL     ] Saved forecast: SMCI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SMCI.txt
[2026-02-13T20:31:27.548852] [INFO ] [sig       ] [2787/3406] Completed SMCI in 0.3s | 2.84 sym/s | Total: 16.4m | ETA: 3.6m
[2026-02-13T20:31:27.548892] [INFO ] [sig       ] [2788/3406] Forecasting SMCX...
[2026-02-13T20:31:27.548921] [INFO ] [sig       ] Generating forecast for: SMCX
[2026-02-13T20:31:27.548951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2026-02-13T20:31:27.560210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2026-02-13T20:31:27.560555] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2026-02-13T20:31:27.561358] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2026-02-13T20:31:27.561411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:27.561442] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:27.561469] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:27.561527] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:27.619082] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:27.619974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:27.620065] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:27.620100] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:27.752834] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:27.753031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:27.753073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:27.753121] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:27.756666] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=94.00%)
[2026-02-13T20:31:27.756949] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2026-02-13T20:31:27.757079] [INFO ] [sig       ] SMCX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:27.900923] [INFO ] [LOCAL     ] Saved forecast: SMCX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SMCX.txt
[2026-02-13T20:31:27.901078] [INFO ] [sig       ] [2788/3406] Completed SMCX in 0.4s | 2.84 sym/s | Total: 16.4m | ETA: 3.6m
[2026-02-13T20:31:27.901120] [INFO ] [sig       ] [2789/3406] Forecasting SMFG...
[2026-02-13T20:31:27.901149] [INFO ] [sig       ] Generating forecast for: SMFG
[2026-02-13T20:31:27.901178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2026-02-13T20:31:27.912769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2026-02-13T20:31:27.913103] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2026-02-13T20:31:27.913929] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2026-02-13T20:31:27.913980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:27.914012] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:27.914038] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:27.914094] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:27.973051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:27.974055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:27.974141] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:27.974174] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:28.099977] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:28.100144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:28.100185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:28.100214] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:28.103798] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=97.62%)
[2026-02-13T20:31:28.104082] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2026-02-13T20:31:28.104210] [INFO ] [sig       ] SMFG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:28.250812] [INFO ] [LOCAL     ] Saved forecast: SMFG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SMFG.txt
[2026-02-13T20:31:28.250962] [INFO ] [sig       ] [2789/3406] Completed SMFG in 0.3s | 2.84 sym/s | Total: 16.4m | ETA: 3.6m
[2026-02-13T20:31:28.251003] [INFO ] [sig       ] [2790/3406] Forecasting SMH...
[2026-02-13T20:31:28.251032] [INFO ] [sig       ] Generating forecast for: SMH
[2026-02-13T20:31:28.251062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2026-02-13T20:31:28.262908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2026-02-13T20:31:28.263239] [INFO ] [FORECASTER] Starting predict_future for SMH
[2026-02-13T20:31:28.264057] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2026-02-13T20:31:28.264111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:28.264143] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:28.264173] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:28.264234] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:28.323245] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:28.324088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:28.324207] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:28.324243] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:28.447847] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:28.448027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:28.448067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:28.448096] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:28.451524] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2026-02-13T20:31:28.451833] [INFO ] [FORECASTER] Completed predict_future for SMH
[2026-02-13T20:31:28.451963] [INFO ] [sig       ] SMH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:28.595138] [INFO ] [LOCAL     ] Saved forecast: SMH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SMH.txt
[2026-02-13T20:31:28.595293] [INFO ] [sig       ] [2790/3406] Completed SMH in 0.3s | 2.84 sym/s | Total: 16.4m | ETA: 3.6m
[2026-02-13T20:31:28.595349] [INFO ] [sig       ] [2791/3406] Forecasting SMHI...
[2026-02-13T20:31:28.595406] [INFO ] [sig       ] Generating forecast for: SMHI
[2026-02-13T20:31:28.595453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2026-02-13T20:31:28.606453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHI'.
[2026-02-13T20:31:28.606837] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2026-02-13T20:31:28.607673] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2026-02-13T20:31:28.607738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:28.607781] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:28.607848] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:28.607941] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:28.666831] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:28.667523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:28.667636] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:28.667677] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:28.788662] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:28.788853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:28.788900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:28.788931] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:28.792438] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2026-02-13T20:31:28.792749] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2026-02-13T20:31:28.792888] [INFO ] [sig       ] SMHI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:28.934740] [INFO ] [LOCAL     ] Saved forecast: SMHI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SMHI.txt
[2026-02-13T20:31:28.934900] [INFO ] [sig       ] [2791/3406] Completed SMHI in 0.3s | 2.84 sym/s | Total: 16.4m | ETA: 3.6m
[2026-02-13T20:31:28.934939] [INFO ] [sig       ] [2792/3406] Forecasting SMHX...
[2026-02-13T20:31:28.934969] [INFO ] [sig       ] Generating forecast for: SMHX
[2026-02-13T20:31:28.934999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2026-02-13T20:31:28.946310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2026-02-13T20:31:28.946662] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2026-02-13T20:31:28.947442] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2026-02-13T20:31:28.947493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:28.947524] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:28.947550] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:28.947691] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:29.006040] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:29.006875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:29.006962] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:29.006996] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:29.126132] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:29.126295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:29.126335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:29.126363] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:29.129893] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: UP (p=70.02%)
[2026-02-13T20:31:29.130177] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2026-02-13T20:31:29.130306] [INFO ] [sig       ] SMHX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:29.276958] [INFO ] [LOCAL     ] Saved forecast: SMHX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SMHX.txt
[2026-02-13T20:31:29.277101] [INFO ] [sig       ] [2792/3406] Completed SMHX in 0.3s | 2.84 sym/s | Total: 16.4m | ETA: 3.6m
[2026-02-13T20:31:29.277141] [INFO ] [sig       ] [2793/3406] Forecasting SMID...
[2026-02-13T20:31:29.277170] [INFO ] [sig       ] Generating forecast for: SMID
[2026-02-13T20:31:29.277199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2026-02-13T20:31:29.288113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2026-02-13T20:31:29.288452] [INFO ] [FORECASTER] Starting predict_future for SMID
[2026-02-13T20:31:29.289351] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2026-02-13T20:31:29.289414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:29.289447] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:29.289476] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:29.289543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:29.351602] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:29.352413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:29.352504] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:29.352540] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:29.459023] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:29.459182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:29.459222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:29.459250] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:29.462788] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=23.52%)
[2026-02-13T20:31:29.463090] [INFO ] [FORECASTER] Completed predict_future for SMID
[2026-02-13T20:31:29.463215] [INFO ] [sig       ] SMID: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:29.620281] [INFO ] [LOCAL     ] Saved forecast: SMID	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SMID.txt
[2026-02-13T20:31:29.620468] [INFO ] [sig       ] [2793/3406] Completed SMID in 0.3s | 2.84 sym/s | Total: 16.4m | ETA: 3.6m
[2026-02-13T20:31:29.620536] [INFO ] [sig       ] [2794/3406] Forecasting SMPL...
[2026-02-13T20:31:29.620600] [INFO ] [sig       ] Generating forecast for: SMPL
[2026-02-13T20:31:29.620649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2026-02-13T20:31:29.632263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2026-02-13T20:31:29.632639] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2026-02-13T20:31:29.633439] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2026-02-13T20:31:29.633506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:29.633540] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:29.633585] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:29.633647] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:29.691552] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:29.692292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:29.692375] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:29.692409] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:29.827801] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:29.827966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:29.828008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:29.828047] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:29.832031] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: DOWN (p=9.41%)
[2026-02-13T20:31:29.832333] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2026-02-13T20:31:29.832475] [INFO ] [sig       ] SMPL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:29.985129] [INFO ] [LOCAL     ] Saved forecast: SMPL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SMPL.txt
[2026-02-13T20:31:29.985275] [INFO ] [sig       ] [2794/3406] Completed SMPL in 0.4s | 2.84 sym/s | Total: 16.4m | ETA: 3.6m
[2026-02-13T20:31:29.985316] [INFO ] [sig       ] [2795/3406] Forecasting SMTC...
[2026-02-13T20:31:29.985346] [INFO ] [sig       ] Generating forecast for: SMTC
[2026-02-13T20:31:29.985376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2026-02-13T20:31:29.997082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2026-02-13T20:31:29.997457] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2026-02-13T20:31:29.998333] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2026-02-13T20:31:29.998386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:29.998419] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:29.998446] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:29.998504] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:30.059825] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:30.060700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:30.060788] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:30.060822] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:30.186939] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:30.187103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:30.187148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:30.187178] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:30.190822] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: DOWN (p=35.51%)
[2026-02-13T20:31:30.191119] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2026-02-13T20:31:30.191256] [INFO ] [sig       ] SMTC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:30.329871] [INFO ] [LOCAL     ] Saved forecast: SMTC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SMTC.txt
[2026-02-13T20:31:30.330005] [INFO ] [sig       ] [2795/3406] Completed SMTC in 0.3s | 2.84 sym/s | Total: 16.4m | ETA: 3.6m
[2026-02-13T20:31:30.330046] [INFO ] [sig       ] [2796/3406] Forecasting SMTI...
[2026-02-13T20:31:30.330074] [INFO ] [sig       ] Generating forecast for: SMTI
[2026-02-13T20:31:30.330111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2026-02-13T20:31:30.341818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTI'.
[2026-02-13T20:31:30.342183] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2026-02-13T20:31:30.343031] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2026-02-13T20:31:30.343083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:30.343116] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:30.343143] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:30.343199] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:30.402117] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:30.402911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:30.402994] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:30.403027] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:30.524790] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:30.524966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:30.525006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:30.525035] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:30.528564] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: DOWN (p=48.09%)
[2026-02-13T20:31:30.528913] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2026-02-13T20:31:30.529048] [INFO ] [sig       ] SMTI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:30.672158] [INFO ] [LOCAL     ] Saved forecast: SMTI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SMTI.txt
[2026-02-13T20:31:30.672316] [INFO ] [sig       ] [2796/3406] Completed SMTI in 0.3s | 2.84 sym/s | Total: 16.4m | ETA: 3.6m
[2026-02-13T20:31:30.672355] [INFO ] [sig       ] [2797/3406] Forecasting SMWB...
[2026-02-13T20:31:30.672385] [INFO ] [sig       ] Generating forecast for: SMWB
[2026-02-13T20:31:30.672414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2026-02-13T20:31:30.683735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2026-02-13T20:31:30.684084] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2026-02-13T20:31:30.684897] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2026-02-13T20:31:30.684948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:30.685008] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:30.685035] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:30.685091] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:30.743740] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:30.744474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:30.744558] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:30.744616] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:30.867078] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:30.867242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:30.867281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:30.867311] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:30.871482] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: UP (p=50.89%)
[2026-02-13T20:31:30.871783] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2026-02-13T20:31:30.871911] [INFO ] [sig       ] SMWB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:31.015867] [INFO ] [LOCAL     ] Saved forecast: SMWB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SMWB.txt
[2026-02-13T20:31:31.016020] [INFO ] [sig       ] [2797/3406] Completed SMWB in 0.3s | 2.84 sym/s | Total: 16.4m | ETA: 3.6m
[2026-02-13T20:31:31.016062] [INFO ] [sig       ] [2798/3406] Forecasting SMX...
[2026-02-13T20:31:31.016092] [INFO ] [sig       ] Generating forecast for: SMX
[2026-02-13T20:31:31.016121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2026-02-13T20:31:31.028322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2026-02-13T20:31:31.028694] [INFO ] [FORECASTER] Starting predict_future for SMX
[2026-02-13T20:31:31.029481] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2026-02-13T20:31:31.029533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:31.029565] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:31.029614] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:31.029671] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:31.097989] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:31.099276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:31.099362] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:31.099395] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:31.207468] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:31.207664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:31.207706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:31.207734] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:31.211180] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2026-02-13T20:31:31.211470] [INFO ] [FORECASTER] Completed predict_future for SMX
[2026-02-13T20:31:31.211621] [INFO ] [sig       ] SMX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:31.354497] [INFO ] [LOCAL     ] Saved forecast: SMX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SMX.txt
[2026-02-13T20:31:31.354687] [INFO ] [sig       ] [2798/3406] Completed SMX in 0.3s | 2.84 sym/s | Total: 16.4m | ETA: 3.6m
[2026-02-13T20:31:31.354729] [INFO ] [sig       ] [2799/3406] Forecasting SN...
[2026-02-13T20:31:31.354759] [INFO ] [sig       ] Generating forecast for: SN
[2026-02-13T20:31:31.354788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2026-02-13T20:31:31.366980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2026-02-13T20:31:31.367350] [INFO ] [FORECASTER] Starting predict_future for SN
[2026-02-13T20:31:31.368218] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2026-02-13T20:31:31.368271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:31.368304] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:31.368331] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:31.368388] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:31.427121] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:31.428045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:31.428130] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:31.428162] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:31.557716] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:31.557891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:31.557930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:31.557958] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:31.561470] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=21.32%)
[2026-02-13T20:31:31.561850] [INFO ] [FORECASTER] Completed predict_future for SN
[2026-02-13T20:31:31.561999] [INFO ] [sig       ] SN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:31.707542] [INFO ] [LOCAL     ] Saved forecast: SN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SN.txt
[2026-02-13T20:31:31.707884] [INFO ] [sig       ] [2799/3406] Completed SN in 0.4s | 2.84 sym/s | Total: 16.4m | ETA: 3.6m
[2026-02-13T20:31:31.707936] [INFO ] [sig       ] [2800/3406] Forecasting SNA...
[2026-02-13T20:31:31.707967] [INFO ] [sig       ] Generating forecast for: SNA
[2026-02-13T20:31:31.707998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2026-02-13T20:31:31.723881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2026-02-13T20:31:31.724324] [INFO ] [FORECASTER] Starting predict_future for SNA
[2026-02-13T20:31:31.725236] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2026-02-13T20:31:31.725287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:31.725318] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:31.725344] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:31.725398] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:31.782139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:31.783171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:31.783259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:31.783293] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:31.902654] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:31.902823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:31.902864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:31.902894] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:31.906467] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=41.03%)
[2026-02-13T20:31:31.906788] [INFO ] [FORECASTER] Completed predict_future for SNA
[2026-02-13T20:31:31.906925] [INFO ] [sig       ] SNA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:32.049110] [INFO ] [LOCAL     ] Saved forecast: SNA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SNA.txt
[2026-02-13T20:31:32.049262] [INFO ] [sig       ] [2800/3406] Completed SNA in 0.3s | 2.84 sym/s | Total: 16.5m | ETA: 3.6m
[2026-02-13T20:31:32.049303] [INFO ] [sig       ] [2801/3406] Forecasting SNAP...
[2026-02-13T20:31:32.049336] [INFO ] [sig       ] Generating forecast for: SNAP
[2026-02-13T20:31:32.049376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2026-02-13T20:31:32.060666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2026-02-13T20:31:32.061018] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2026-02-13T20:31:32.061838] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2026-02-13T20:31:32.061891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:32.061923] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:32.061951] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:32.062008] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:32.121535] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:32.122447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:32.122532] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:32.122566] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:32.247850] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:32.248053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:32.248097] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:32.248127] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:32.251885] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=59.78%)
[2026-02-13T20:31:32.252185] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2026-02-13T20:31:32.252322] [INFO ] [sig       ] SNAP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:32.395308] [INFO ] [LOCAL     ] Saved forecast: SNAP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SNAP.txt
[2026-02-13T20:31:32.395464] [INFO ] [sig       ] [2801/3406] Completed SNAP in 0.3s | 2.84 sym/s | Total: 16.5m | ETA: 3.6m
[2026-02-13T20:31:32.395502] [INFO ] [sig       ] [2802/3406] Forecasting SNCY...
[2026-02-13T20:31:32.395534] [INFO ] [sig       ] Generating forecast for: SNCY
[2026-02-13T20:31:32.395563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2026-02-13T20:31:32.407237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNCY'.
[2026-02-13T20:31:32.407699] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2026-02-13T20:31:32.408513] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2026-02-13T20:31:32.408566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:32.408617] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:32.408644] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:32.408702] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:32.466759] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:32.467684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:32.467772] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:32.467806] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:32.599267] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:32.599444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:32.599484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:32.599512] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:32.603019] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: UP (p=79.38%)
[2026-02-13T20:31:32.603300] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2026-02-13T20:31:32.603426] [INFO ] [sig       ] SNCY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:32.748291] [INFO ] [LOCAL     ] Saved forecast: SNCY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SNCY.txt
[2026-02-13T20:31:32.748463] [INFO ] [sig       ] [2802/3406] Completed SNCY in 0.4s | 2.84 sym/s | Total: 16.5m | ETA: 3.5m
[2026-02-13T20:31:32.748513] [INFO ] [sig       ] [2803/3406] Forecasting SND...
[2026-02-13T20:31:32.748546] [INFO ] [sig       ] Generating forecast for: SND
[2026-02-13T20:31:32.748609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2026-02-13T20:31:32.760929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2026-02-13T20:31:32.761256] [INFO ] [FORECASTER] Starting predict_future for SND
[2026-02-13T20:31:32.762084] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2026-02-13T20:31:32.762138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:32.762170] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:32.762197] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:32.762254] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:32.822777] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:32.823909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:32.824173] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:32.824208] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:32.941089] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:32.941250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:32.941290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:32.941318] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:32.944772] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=55.44%)
[2026-02-13T20:31:32.945050] [INFO ] [FORECASTER] Completed predict_future for SND
[2026-02-13T20:31:32.945177] [INFO ] [sig       ] SND: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:33.084488] [INFO ] [LOCAL     ] Saved forecast: SND	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SND.txt
[2026-02-13T20:31:33.084653] [INFO ] [sig       ] [2803/3406] Completed SND in 0.3s | 2.84 sym/s | Total: 16.5m | ETA: 3.5m
[2026-02-13T20:31:33.084697] [INFO ] [sig       ] [2804/3406] Forecasting SNDL...
[2026-02-13T20:31:33.084726] [INFO ] [sig       ] Generating forecast for: SNDL
[2026-02-13T20:31:33.084754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2026-02-13T20:31:33.096750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2026-02-13T20:31:33.097335] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2026-02-13T20:31:33.098374] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2026-02-13T20:31:33.098427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:33.098459] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:33.098484] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:33.098540] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:33.159210] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:33.160107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:33.160192] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:33.160228] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:33.284817] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:33.284992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:33.285035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:33.285065] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:33.289314] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: DOWN (p=48.76%)
[2026-02-13T20:31:33.289645] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2026-02-13T20:31:33.289781] [INFO ] [sig       ] SNDL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:33.439332] [INFO ] [LOCAL     ] Saved forecast: SNDL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SNDL.txt
[2026-02-13T20:31:33.439707] [INFO ] [sig       ] [2804/3406] Completed SNDL in 0.4s | 2.84 sym/s | Total: 16.5m | ETA: 3.5m
[2026-02-13T20:31:33.439777] [INFO ] [sig       ] [2805/3406] Forecasting SNDX...
[2026-02-13T20:31:33.439807] [INFO ] [sig       ] Generating forecast for: SNDX
[2026-02-13T20:31:33.439838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2026-02-13T20:31:33.451630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2026-02-13T20:31:33.452005] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2026-02-13T20:31:33.452860] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2026-02-13T20:31:33.452927] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:33.452984] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:33.453029] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:33.453277] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:33.518409] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:33.519342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:33.519439] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:33.519476] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:33.650426] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:33.650613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:33.650655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:33.650684] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:33.654935] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: UP (p=73.70%)
[2026-02-13T20:31:33.655234] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2026-02-13T20:31:33.655369] [INFO ] [sig       ] SNDX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:33.795552] [INFO ] [LOCAL     ] Saved forecast: SNDX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SNDX.txt
[2026-02-13T20:31:33.795715] [INFO ] [sig       ] [2805/3406] Completed SNDX in 0.4s | 2.84 sym/s | Total: 16.5m | ETA: 3.5m
[2026-02-13T20:31:33.795757] [INFO ] [sig       ] [2806/3406] Forecasting SNES...
[2026-02-13T20:31:33.795787] [INFO ] [sig       ] Generating forecast for: SNES
[2026-02-13T20:31:33.795817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2026-02-13T20:31:33.807010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2026-02-13T20:31:33.807377] [INFO ] [FORECASTER] Starting predict_future for SNES
[2026-02-13T20:31:33.808239] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2026-02-13T20:31:33.808304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:33.808341] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:33.808378] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:33.808453] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:33.866536] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:33.867243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:33.867325] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:33.867358] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:33.985504] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:33.985675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:33.985715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:33.985743] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:33.989193] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: UP (p=62.77%)
[2026-02-13T20:31:33.989482] [INFO ] [FORECASTER] Completed predict_future for SNES
[2026-02-13T20:31:33.989633] [INFO ] [sig       ] SNES: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:34.133179] [INFO ] [LOCAL     ] Saved forecast: SNES	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SNES.txt
[2026-02-13T20:31:34.133322] [INFO ] [sig       ] [2806/3406] Completed SNES in 0.3s | 2.84 sym/s | Total: 16.5m | ETA: 3.5m
[2026-02-13T20:31:34.133362] [INFO ] [sig       ] [2807/3406] Forecasting SNEX...
[2026-02-13T20:31:34.133392] [INFO ] [sig       ] Generating forecast for: SNEX
[2026-02-13T20:31:34.133421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2026-02-13T20:31:34.144800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNEX'.
[2026-02-13T20:31:34.145314] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2026-02-13T20:31:34.146290] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2026-02-13T20:31:34.146342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:34.146374] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:34.146401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:34.146458] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:34.206327] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:34.207174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:34.207288] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:34.207321] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:34.335743] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:34.335902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:34.335943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:34.335972] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:34.340496] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2026-02-13T20:31:34.340850] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2026-02-13T20:31:34.341006] [INFO ] [sig       ] SNEX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:34.482240] [INFO ] [LOCAL     ] Saved forecast: SNEX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SNEX.txt
[2026-02-13T20:31:34.482381] [INFO ] [sig       ] [2807/3406] Completed SNEX in 0.3s | 2.84 sym/s | Total: 16.5m | ETA: 3.5m
[2026-02-13T20:31:34.482423] [INFO ] [sig       ] [2808/3406] Forecasting SNFCA...
[2026-02-13T20:31:34.482453] [INFO ] [sig       ] Generating forecast for: SNFCA
[2026-02-13T20:31:34.482482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2026-02-13T20:31:34.493646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2026-02-13T20:31:34.494001] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2026-02-13T20:31:34.494839] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2026-02-13T20:31:34.494893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:34.494926] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:34.494953] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:34.495010] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:34.552316] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:34.553173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:34.553259] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:34.553292] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:34.673415] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:34.673592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:34.673634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:34.673662] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:34.677924] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: UP (p=70.31%)
[2026-02-13T20:31:34.678379] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2026-02-13T20:31:34.678507] [INFO ] [sig       ] SNFCA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:34.821758] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SNFCA.txt
[2026-02-13T20:31:34.821927] [INFO ] [sig       ] [2808/3406] Completed SNFCA in 0.3s | 2.84 sym/s | Total: 16.5m | ETA: 3.5m
[2026-02-13T20:31:34.821979] [INFO ] [sig       ] [2809/3406] Forecasting SNGX...
[2026-02-13T20:31:34.822011] [INFO ] [sig       ] Generating forecast for: SNGX
[2026-02-13T20:31:34.822041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2026-02-13T20:31:34.833827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2026-02-13T20:31:34.834171] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2026-02-13T20:31:34.835039] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2026-02-13T20:31:34.835092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:34.835123] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:34.835150] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:34.835206] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:34.893101] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:34.893822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:34.893904] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:34.893937] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:35.016306] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:35.016473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:35.016514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:35.016544] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:35.020115] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: UP (p=96.30%)
[2026-02-13T20:31:35.020402] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2026-02-13T20:31:35.020534] [INFO ] [sig       ] SNGX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:35.164326] [INFO ] [LOCAL     ] Saved forecast: SNGX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SNGX.txt
[2026-02-13T20:31:35.164488] [INFO ] [sig       ] [2809/3406] Completed SNGX in 0.3s | 2.84 sym/s | Total: 16.5m | ETA: 3.5m
[2026-02-13T20:31:35.164544] [INFO ] [sig       ] [2810/3406] Forecasting SNN...
[2026-02-13T20:31:35.164598] [INFO ] [sig       ] Generating forecast for: SNN
[2026-02-13T20:31:35.164631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2026-02-13T20:31:35.176106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2026-02-13T20:31:35.176526] [INFO ] [FORECASTER] Starting predict_future for SNN
[2026-02-13T20:31:35.177342] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2026-02-13T20:31:35.177394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:35.177426] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:35.177452] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:35.177508] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:35.234788] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:35.235715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:35.235810] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:35.235843] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:35.357007] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:35.357173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:35.357212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:35.357241] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:35.361539] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: DOWN (p=21.10%)
[2026-02-13T20:31:35.361870] [INFO ] [FORECASTER] Completed predict_future for SNN
[2026-02-13T20:31:35.362032] [INFO ] [sig       ] SNN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:35.504875] [INFO ] [LOCAL     ] Saved forecast: SNN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SNN.txt
[2026-02-13T20:31:35.505271] [INFO ] [sig       ] [2810/3406] Completed SNN in 0.3s | 2.84 sym/s | Total: 16.5m | ETA: 3.5m
[2026-02-13T20:31:35.505312] [INFO ] [sig       ] [2811/3406] Forecasting SNOA...
[2026-02-13T20:31:35.505343] [INFO ] [sig       ] Generating forecast for: SNOA
[2026-02-13T20:31:35.505371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2026-02-13T20:31:35.517282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2026-02-13T20:31:35.517660] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2026-02-13T20:31:35.518436] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2026-02-13T20:31:35.518487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:35.518519] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:35.518546] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:35.518623] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:35.577502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:35.578148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:35.578224] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:35.578256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:35.697359] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:35.697516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:35.697555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:35.697616] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:35.701684] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: UP (p=92.95%)
[2026-02-13T20:31:35.701969] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2026-02-13T20:31:35.702282] [INFO ] [sig       ] SNOA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:35.847872] [INFO ] [LOCAL     ] Saved forecast: SNOA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SNOA.txt
[2026-02-13T20:31:35.848029] [INFO ] [sig       ] [2811/3406] Completed SNOA in 0.3s | 2.84 sym/s | Total: 16.5m | ETA: 3.5m
[2026-02-13T20:31:35.848071] [INFO ] [sig       ] [2812/3406] Forecasting SNPS...
[2026-02-13T20:31:35.848101] [INFO ] [sig       ] Generating forecast for: SNPS
[2026-02-13T20:31:35.848130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2026-02-13T20:31:35.860185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2026-02-13T20:31:35.860555] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2026-02-13T20:31:35.861550] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2026-02-13T20:31:35.861627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:35.861660] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:35.861687] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:35.861743] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:35.919820] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:35.920976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:35.921254] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:35.921287] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:36.059897] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:36.060067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:36.060127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:36.060157] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:36.064457] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=67.84%)
[2026-02-13T20:31:36.064758] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2026-02-13T20:31:36.064890] [INFO ] [sig       ] SNPS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:36.210138] [INFO ] [LOCAL     ] Saved forecast: SNPS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SNPS.txt
[2026-02-13T20:31:36.210284] [INFO ] [sig       ] [2812/3406] Completed SNPS in 0.4s | 2.84 sym/s | Total: 16.5m | ETA: 3.5m
[2026-02-13T20:31:36.210326] [INFO ] [sig       ] [2813/3406] Forecasting SNX...
[2026-02-13T20:31:36.210357] [INFO ] [sig       ] Generating forecast for: SNX
[2026-02-13T20:31:36.210387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2026-02-13T20:31:36.222559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2026-02-13T20:31:36.222956] [INFO ] [FORECASTER] Starting predict_future for SNX
[2026-02-13T20:31:36.223967] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2026-02-13T20:31:36.224020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:36.224053] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:36.224080] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:36.224137] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:36.288852] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:36.289732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:36.289814] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:36.289849] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:36.415279] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:36.415435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:36.415474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:36.415504] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:36.419168] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=1.97%)
[2026-02-13T20:31:36.419449] [INFO ] [FORECASTER] Completed predict_future for SNX
[2026-02-13T20:31:36.419592] [INFO ] [sig       ] SNX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:36.564819] [INFO ] [LOCAL     ] Saved forecast: SNX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SNX.txt
[2026-02-13T20:31:36.564970] [INFO ] [sig       ] [2813/3406] Completed SNX in 0.4s | 2.84 sym/s | Total: 16.5m | ETA: 3.5m
[2026-02-13T20:31:36.565017] [INFO ] [sig       ] [2814/3406] Forecasting SNY...
[2026-02-13T20:31:36.565048] [INFO ] [sig       ] Generating forecast for: SNY
[2026-02-13T20:31:36.565078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2026-02-13T20:31:36.576467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNY'.
[2026-02-13T20:31:36.576835] [INFO ] [FORECASTER] Starting predict_future for SNY
[2026-02-13T20:31:36.577705] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2026-02-13T20:31:36.577757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:36.577836] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:36.577866] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:36.577926] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:36.636478] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:36.637167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:36.637260] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:36.637293] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:36.753921] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:36.754085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:36.754125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:36.754154] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:36.757568] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: UP (p=61.57%)
[2026-02-13T20:31:36.757902] [INFO ] [FORECASTER] Completed predict_future for SNY
[2026-02-13T20:31:36.758032] [INFO ] [sig       ] SNY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:36.897609] [INFO ] [LOCAL     ] Saved forecast: SNY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SNY.txt
[2026-02-13T20:31:36.897761] [INFO ] [sig       ] [2814/3406] Completed SNY in 0.3s | 2.84 sym/s | Total: 16.5m | ETA: 3.5m
[2026-02-13T20:31:36.897805] [INFO ] [sig       ] [2815/3406] Forecasting SO...
[2026-02-13T20:31:36.897835] [INFO ] [sig       ] Generating forecast for: SO
[2026-02-13T20:31:36.897867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2026-02-13T20:31:36.909746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2026-02-13T20:31:36.910095] [INFO ] [FORECASTER] Starting predict_future for SO
[2026-02-13T20:31:36.910893] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2026-02-13T20:31:36.910949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:36.910979] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:36.911005] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:36.911061] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:36.969306] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:36.970125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:36.970220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:36.970265] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:37.093425] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:37.093607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:37.093649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:37.093677] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:37.097263] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: DOWN (p=1.43%)
[2026-02-13T20:31:37.097546] [INFO ] [FORECASTER] Completed predict_future for SO
[2026-02-13T20:31:37.097720] [INFO ] [sig       ] SO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:37.243273] [INFO ] [LOCAL     ] Saved forecast: SO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SO.txt
[2026-02-13T20:31:37.243461] [INFO ] [sig       ] [2815/3406] Completed SO in 0.3s | 2.84 sym/s | Total: 16.5m | ETA: 3.5m
[2026-02-13T20:31:37.243512] [INFO ] [sig       ] [2816/3406] Forecasting SOCL...
[2026-02-13T20:31:37.243543] [INFO ] [sig       ] Generating forecast for: SOCL
[2026-02-13T20:31:37.243594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2026-02-13T20:31:37.256127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2026-02-13T20:31:37.256633] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2026-02-13T20:31:37.257789] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2026-02-13T20:31:37.257857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:37.257929] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:37.257976] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:37.258063] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:37.325453] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:37.326363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:37.326447] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:37.326481] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:37.439499] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:37.439678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:37.439720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:37.439751] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:37.443423] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: UP (p=88.08%)
[2026-02-13T20:31:37.443753] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2026-02-13T20:31:37.443891] [INFO ] [sig       ] SOCL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:37.588598] [INFO ] [LOCAL     ] Saved forecast: SOCL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SOCL.txt
[2026-02-13T20:31:37.588733] [INFO ] [sig       ] [2816/3406] Completed SOCL in 0.3s | 2.84 sym/s | Total: 16.5m | ETA: 3.5m
[2026-02-13T20:31:37.588774] [INFO ] [sig       ] [2817/3406] Forecasting SOFI...
[2026-02-13T20:31:37.588802] [INFO ] [sig       ] Generating forecast for: SOFI
[2026-02-13T20:31:37.588833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2026-02-13T20:31:37.600602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2026-02-13T20:31:37.600952] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2026-02-13T20:31:37.601740] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2026-02-13T20:31:37.601792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:37.601823] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:37.601849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:37.601905] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:37.660286] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:37.661018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:37.661099] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:37.661132] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:37.794295] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:37.794482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:37.794523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:37.794610] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:37.798503] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: DOWN (p=33.50%)
[2026-02-13T20:31:37.798827] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2026-02-13T20:31:37.798962] [INFO ] [sig       ] SOFI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:37.944088] [INFO ] [LOCAL     ] Saved forecast: SOFI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SOFI.txt
[2026-02-13T20:31:37.944418] [INFO ] [sig       ] [2817/3406] Completed SOFI in 0.4s | 2.84 sym/s | Total: 16.6m | ETA: 3.5m
[2026-02-13T20:31:37.944468] [INFO ] [sig       ] [2818/3406] Forecasting SOGP...
[2026-02-13T20:31:37.944502] [INFO ] [sig       ] Generating forecast for: SOGP
[2026-02-13T20:31:37.944545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2026-02-13T20:31:37.956062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2026-02-13T20:31:37.956429] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2026-02-13T20:31:37.957364] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2026-02-13T20:31:37.957426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:37.957459] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:37.957486] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:37.957543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:38.020549] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:38.021350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:38.021434] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:38.021467] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:38.142028] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:38.142188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:38.142228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:38.142258] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:38.146030] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2026-02-13T20:31:38.146527] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2026-02-13T20:31:38.146700] [INFO ] [sig       ] SOGP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:38.287131] [INFO ] [LOCAL     ] Saved forecast: SOGP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SOGP.txt
[2026-02-13T20:31:38.287275] [INFO ] [sig       ] [2818/3406] Completed SOGP in 0.3s | 2.84 sym/s | Total: 16.6m | ETA: 3.5m
[2026-02-13T20:31:38.287314] [INFO ] [sig       ] [2819/3406] Forecasting SOJC...
[2026-02-13T20:31:38.287345] [INFO ] [sig       ] Generating forecast for: SOJC
[2026-02-13T20:31:38.287376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2026-02-13T20:31:38.301885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2026-02-13T20:31:38.302271] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2026-02-13T20:31:38.303097] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2026-02-13T20:31:38.303152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:38.303185] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:38.303213] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:38.303272] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:38.359542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:38.360415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:38.360498] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:38.360531] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:38.478831] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:38.478989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:38.479027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:38.479056] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:38.482871] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: DOWN (p=17.61%)
[2026-02-13T20:31:38.483304] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2026-02-13T20:31:38.483429] [INFO ] [sig       ] SOJC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:38.623699] [INFO ] [LOCAL     ] Saved forecast: SOJC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SOJC.txt
[2026-02-13T20:31:38.623846] [INFO ] [sig       ] [2819/3406] Completed SOJC in 0.3s | 2.84 sym/s | Total: 16.6m | ETA: 3.4m
[2026-02-13T20:31:38.623885] [INFO ] [sig       ] [2820/3406] Forecasting SOJD...
[2026-02-13T20:31:38.623947] [INFO ] [sig       ] Generating forecast for: SOJD
[2026-02-13T20:31:38.623993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2026-02-13T20:31:38.635473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2026-02-13T20:31:38.635860] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2026-02-13T20:31:38.636663] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2026-02-13T20:31:38.636719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:38.636751] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:38.636778] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:38.636834] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:38.698152] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:38.699102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:38.699187] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:38.699222] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:38.822156] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:38.822276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:38.822316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:38.822344] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:38.825862] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=71.48%)
[2026-02-13T20:31:38.826138] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2026-02-13T20:31:38.826262] [INFO ] [sig       ] SOJD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:38.971660] [INFO ] [LOCAL     ] Saved forecast: SOJD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SOJD.txt
[2026-02-13T20:31:38.971809] [INFO ] [sig       ] [2820/3406] Completed SOJD in 0.3s | 2.84 sym/s | Total: 16.6m | ETA: 3.4m
[2026-02-13T20:31:38.971850] [INFO ] [sig       ] [2821/3406] Forecasting SOJE...
[2026-02-13T20:31:38.971880] [INFO ] [sig       ] Generating forecast for: SOJE
[2026-02-13T20:31:38.971909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2026-02-13T20:31:38.983196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2026-02-13T20:31:38.983554] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2026-02-13T20:31:38.984361] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2026-02-13T20:31:38.984414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:38.984445] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:38.984472] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:38.984529] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:39.047715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:39.048600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:39.048683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:39.048716] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:39.168020] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:39.168178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:39.168218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:39.168259] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:39.172092] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=40.22%)
[2026-02-13T20:31:39.172370] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2026-02-13T20:31:39.172497] [INFO ] [sig       ] SOJE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:39.313126] [INFO ] [LOCAL     ] Saved forecast: SOJE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SOJE.txt
[2026-02-13T20:31:39.313263] [INFO ] [sig       ] [2821/3406] Completed SOJE in 0.3s | 2.84 sym/s | Total: 16.6m | ETA: 3.4m
[2026-02-13T20:31:39.313304] [INFO ] [sig       ] [2822/3406] Forecasting SON...
[2026-02-13T20:31:39.313336] [INFO ] [sig       ] Generating forecast for: SON
[2026-02-13T20:31:39.313365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2026-02-13T20:31:39.324784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2026-02-13T20:31:39.325145] [INFO ] [FORECASTER] Starting predict_future for SON
[2026-02-13T20:31:39.325960] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2026-02-13T20:31:39.326018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:39.326050] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:39.326077] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:39.326134] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:39.386466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:39.387289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:39.387372] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:39.387406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:39.511224] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:39.511397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:39.511446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:39.511477] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:39.515137] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=69.92%)
[2026-02-13T20:31:39.515427] [INFO ] [FORECASTER] Completed predict_future for SON
[2026-02-13T20:31:39.515561] [INFO ] [sig       ] SON: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:39.662374] [INFO ] [LOCAL     ] Saved forecast: SON	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SON.txt
[2026-02-13T20:31:39.662532] [INFO ] [sig       ] [2822/3406] Completed SON in 0.3s | 2.84 sym/s | Total: 16.6m | ETA: 3.4m
[2026-02-13T20:31:39.662594] [INFO ] [sig       ] [2823/3406] Forecasting SONO...
[2026-02-13T20:31:39.662628] [INFO ] [sig       ] Generating forecast for: SONO
[2026-02-13T20:31:39.662661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2026-02-13T20:31:39.674626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2026-02-13T20:31:39.674965] [INFO ] [FORECASTER] Starting predict_future for SONO
[2026-02-13T20:31:39.675769] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2026-02-13T20:31:39.675823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:39.675856] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:39.675884] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:39.675953] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:39.739938] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:39.740814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:39.740895] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:39.740929] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:39.860952] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:39.861107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:39.861146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:39.861192] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:39.864583] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: UP (p=96.87%)
[2026-02-13T20:31:39.864862] [INFO ] [FORECASTER] Completed predict_future for SONO
[2026-02-13T20:31:39.864985] [INFO ] [sig       ] SONO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:40.015035] [INFO ] [LOCAL     ] Saved forecast: SONO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SONO.txt
[2026-02-13T20:31:40.015204] [INFO ] [sig       ] [2823/3406] Completed SONO in 0.4s | 2.84 sym/s | Total: 16.6m | ETA: 3.4m
[2026-02-13T20:31:40.015247] [INFO ] [sig       ] [2824/3406] Forecasting SOPH...
[2026-02-13T20:31:40.015275] [INFO ] [sig       ] Generating forecast for: SOPH
[2026-02-13T20:31:40.015304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2026-02-13T20:31:40.027630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOPH'.
[2026-02-13T20:31:40.027998] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2026-02-13T20:31:40.029063] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2026-02-13T20:31:40.029117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:40.029151] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:40.029179] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:40.029237] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:40.087271] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:40.087984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:40.088112] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:40.088147] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:40.207077] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:40.207228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:40.207269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:40.207299] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:40.210938] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2026-02-13T20:31:40.211233] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2026-02-13T20:31:40.211364] [INFO ] [sig       ] SOPH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:40.349763] [INFO ] [LOCAL     ] Saved forecast: SOPH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SOPH.txt
[2026-02-13T20:31:40.349895] [INFO ] [sig       ] [2824/3406] Completed SOPH in 0.3s | 2.84 sym/s | Total: 16.6m | ETA: 3.4m
[2026-02-13T20:31:40.349935] [INFO ] [sig       ] [2825/3406] Forecasting SOUN...
[2026-02-13T20:31:40.349965] [INFO ] [sig       ] Generating forecast for: SOUN
[2026-02-13T20:31:40.349996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2026-02-13T20:31:40.361746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOUN'.
[2026-02-13T20:31:40.362112] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2026-02-13T20:31:40.362941] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2026-02-13T20:31:40.363020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:40.363063] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:40.363097] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:40.363158] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:40.421330] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:40.422088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:40.422169] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:40.422218] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:40.544161] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:40.544319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:40.544360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:40.544388] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:40.548056] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: DOWN (p=20.17%)
[2026-02-13T20:31:40.548354] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2026-02-13T20:31:40.548485] [INFO ] [sig       ] SOUN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:40.686028] [INFO ] [LOCAL     ] Saved forecast: SOUN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SOUN.txt
[2026-02-13T20:31:40.686159] [INFO ] [sig       ] [2825/3406] Completed SOUN in 0.3s | 2.84 sym/s | Total: 16.6m | ETA: 3.4m
[2026-02-13T20:31:40.686198] [INFO ] [sig       ] [2826/3406] Forecasting SOXQ...
[2026-02-13T20:31:40.686228] [INFO ] [sig       ] Generating forecast for: SOXQ
[2026-02-13T20:31:40.686258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2026-02-13T20:31:40.702347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2026-02-13T20:31:40.702715] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2026-02-13T20:31:40.703521] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2026-02-13T20:31:40.703590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:40.703625] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:40.703651] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:40.703706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:40.762518] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:40.763371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:40.763457] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:40.763491] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:40.895156] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:40.895311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:40.895350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:40.895378] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:40.898896] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: DOWN (p=22.42%)
[2026-02-13T20:31:40.899206] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2026-02-13T20:31:40.899339] [INFO ] [sig       ] SOXQ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:41.040165] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SOXQ.txt
[2026-02-13T20:31:41.040325] [INFO ] [sig       ] [2826/3406] Completed SOXQ in 0.4s | 2.84 sym/s | Total: 16.6m | ETA: 3.4m
[2026-02-13T20:31:41.040365] [INFO ] [sig       ] [2827/3406] Forecasting SOXX...
[2026-02-13T20:31:41.040396] [INFO ] [sig       ] Generating forecast for: SOXX
[2026-02-13T20:31:41.040425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2026-02-13T20:31:41.051776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2026-02-13T20:31:41.052188] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2026-02-13T20:31:41.053009] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2026-02-13T20:31:41.053062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:41.053095] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:41.053136] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:41.053195] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:41.111208] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:41.112108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:41.112196] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:41.112229] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:41.234406] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:41.234563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:41.234622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:41.234653] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:41.238340] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2026-02-13T20:31:41.238687] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2026-02-13T20:31:41.238827] [INFO ] [sig       ] SOXX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:41.380151] [INFO ] [LOCAL     ] Saved forecast: SOXX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SOXX.txt
[2026-02-13T20:31:41.380308] [INFO ] [sig       ] [2827/3406] Completed SOXX in 0.3s | 2.84 sym/s | Total: 16.6m | ETA: 3.4m
[2026-02-13T20:31:41.380347] [INFO ] [sig       ] [2828/3406] Forecasting SPAI...
[2026-02-13T20:31:41.380379] [INFO ] [sig       ] Generating forecast for: SPAI
[2026-02-13T20:31:41.380408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2026-02-13T20:31:41.391475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2026-02-13T20:31:41.391833] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2026-02-13T20:31:41.392637] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2026-02-13T20:31:41.392689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:41.392722] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:41.392748] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:41.392805] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:41.449056] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:41.449734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:41.449812] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:41.449845] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:41.566963] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:41.567120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:41.567158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:41.567187] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:41.570641] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: DOWN (p=5.02%)
[2026-02-13T20:31:41.570917] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2026-02-13T20:31:41.571056] [INFO ] [sig       ] SPAI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:41.709207] [INFO ] [LOCAL     ] Saved forecast: SPAI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SPAI.txt
[2026-02-13T20:31:41.709329] [INFO ] [sig       ] [2828/3406] Completed SPAI in 0.3s | 2.84 sym/s | Total: 16.6m | ETA: 3.4m
[2026-02-13T20:31:41.709369] [INFO ] [sig       ] [2829/3406] Forecasting SPB...
[2026-02-13T20:31:41.709398] [INFO ] [sig       ] Generating forecast for: SPB
[2026-02-13T20:31:41.709428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2026-02-13T20:31:41.720252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2026-02-13T20:31:41.720615] [INFO ] [FORECASTER] Starting predict_future for SPB
[2026-02-13T20:31:41.721419] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2026-02-13T20:31:41.721471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:41.721503] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:41.721530] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:41.721607] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:41.779561] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:41.780275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:41.780355] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:41.780387] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:41.906903] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:41.907047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:41.907096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:41.907125] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:41.910856] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=31.40%)
[2026-02-13T20:31:41.911183] [INFO ] [FORECASTER] Completed predict_future for SPB
[2026-02-13T20:31:41.911335] [INFO ] [sig       ] SPB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:42.054132] [INFO ] [LOCAL     ] Saved forecast: SPB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SPB.txt
[2026-02-13T20:31:42.054267] [INFO ] [sig       ] [2829/3406] Completed SPB in 0.3s | 2.84 sym/s | Total: 16.6m | ETA: 3.4m
[2026-02-13T20:31:42.054308] [INFO ] [sig       ] [2830/3406] Forecasting SPCB...
[2026-02-13T20:31:42.054337] [INFO ] [sig       ] Generating forecast for: SPCB
[2026-02-13T20:31:42.054369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2026-02-13T20:31:42.065711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2026-02-13T20:31:42.066041] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2026-02-13T20:31:42.066908] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2026-02-13T20:31:42.066970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:42.067009] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:42.067040] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:42.067109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:42.125201] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:42.125858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:42.125937] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:42.125969] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:42.244534] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:42.244704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:42.244743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:42.244772] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:42.248181] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2026-02-13T20:31:42.248465] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2026-02-13T20:31:42.248614] [INFO ] [sig       ] SPCB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:42.390697] [INFO ] [LOCAL     ] Saved forecast: SPCB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SPCB.txt
[2026-02-13T20:31:42.390855] [INFO ] [sig       ] [2830/3406] Completed SPCB in 0.3s | 2.84 sym/s | Total: 16.6m | ETA: 3.4m
[2026-02-13T20:31:42.390896] [INFO ] [sig       ] [2831/3406] Forecasting SPCE...
[2026-02-13T20:31:42.390925] [INFO ] [sig       ] Generating forecast for: SPCE
[2026-02-13T20:31:42.390971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2026-02-13T20:31:42.402314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCE'.
[2026-02-13T20:31:42.402666] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2026-02-13T20:31:42.403432] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2026-02-13T20:31:42.403483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:42.403542] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:42.403589] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:42.403650] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:42.462219] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:42.463070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:42.463153] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:42.463187] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:42.582771] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:42.582934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:42.582973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:42.583001] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:42.587169] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: UP (p=89.29%)
[2026-02-13T20:31:42.587463] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2026-02-13T20:31:42.587633] [INFO ] [sig       ] SPCE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:42.730895] [INFO ] [LOCAL     ] Saved forecast: SPCE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SPCE.txt
[2026-02-13T20:31:42.731028] [INFO ] [sig       ] [2831/3406] Completed SPCE in 0.3s | 2.84 sym/s | Total: 16.6m | ETA: 3.4m
[2026-02-13T20:31:42.731071] [INFO ] [sig       ] [2832/3406] Forecasting SPE...
[2026-02-13T20:31:42.731101] [INFO ] [sig       ] Generating forecast for: SPE
[2026-02-13T20:31:42.731131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2026-02-13T20:31:42.742245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2026-02-13T20:31:42.742614] [INFO ] [FORECASTER] Starting predict_future for SPE
[2026-02-13T20:31:42.743424] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2026-02-13T20:31:42.743475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:42.743507] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:42.743533] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:42.743607] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:42.800682] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:42.801597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:42.801685] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:42.801718] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:42.922785] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:42.922947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:42.922986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:42.923016] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:42.926401] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: UP (p=68.46%)
[2026-02-13T20:31:42.926699] [INFO ] [FORECASTER] Completed predict_future for SPE
[2026-02-13T20:31:42.926826] [INFO ] [sig       ] SPE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:43.069178] [INFO ] [LOCAL     ] Saved forecast: SPE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SPE.txt
[2026-02-13T20:31:43.069353] [INFO ] [sig       ] [2832/3406] Completed SPE in 0.3s | 2.84 sym/s | Total: 16.6m | ETA: 3.4m
[2026-02-13T20:31:43.069397] [INFO ] [sig       ] [2833/3406] Forecasting SPFI...
[2026-02-13T20:31:43.069427] [INFO ] [sig       ] Generating forecast for: SPFI
[2026-02-13T20:31:43.069457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2026-02-13T20:31:43.080676] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2026-02-13T20:31:43.081080] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2026-02-13T20:31:43.081920] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2026-02-13T20:31:43.081976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:43.082009] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:43.082038] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:43.082097] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:43.141849] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:43.142805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:43.142893] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:43.142927] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:43.269879] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:43.270054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:43.270094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:43.270124] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:43.274222] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2026-02-13T20:31:43.274727] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2026-02-13T20:31:43.274913] [INFO ] [sig       ] SPFI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:43.486249] [INFO ] [LOCAL     ] Saved forecast: SPFI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SPFI.txt
[2026-02-13T20:31:43.486505] [INFO ] [sig       ] [2833/3406] Completed SPFI in 0.4s | 2.84 sym/s | Total: 16.6m | ETA: 3.4m
[2026-02-13T20:31:43.486561] [INFO ] [sig       ] [2834/3406] Forecasting SPG...
[2026-02-13T20:31:43.486624] [INFO ] [sig       ] Generating forecast for: SPG
[2026-02-13T20:31:43.486682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2026-02-13T20:31:43.504126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2026-02-13T20:31:43.504641] [INFO ] [FORECASTER] Starting predict_future for SPG
[2026-02-13T20:31:43.505635] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2026-02-13T20:31:43.505703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:43.505752] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:43.505790] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:43.505876] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:43.587129] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:43.588504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:43.588693] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:43.588740] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:43.769494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:43.769718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:43.769778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:43.771897] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:43.777495] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: UP (p=53.59%)
[2026-02-13T20:31:43.778052] [INFO ] [FORECASTER] Completed predict_future for SPG
[2026-02-13T20:31:43.778273] [INFO ] [sig       ] SPG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:44.008364] [INFO ] [LOCAL     ] Saved forecast: SPG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SPG.txt
[2026-02-13T20:31:44.008641] [INFO ] [sig       ] [2834/3406] Completed SPG in 0.5s | 2.84 sym/s | Total: 16.7m | ETA: 3.4m
[2026-02-13T20:31:44.008694] [INFO ] [sig       ] [2835/3406] Forecasting SPGI...
[2026-02-13T20:31:44.008728] [INFO ] [sig       ] Generating forecast for: SPGI
[2026-02-13T20:31:44.008764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2026-02-13T20:31:44.028732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2026-02-13T20:31:44.029300] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2026-02-13T20:31:44.030697] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2026-02-13T20:31:44.030781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:44.030834] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:44.030880] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:44.030974] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:44.129028] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:44.130858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:44.131054] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:44.131129] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:44.303388] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:44.303666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:44.303737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:44.303789] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:44.309554] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=35.34%)
[2026-02-13T20:31:44.310137] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2026-02-13T20:31:44.310361] [INFO ] [sig       ] SPGI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:44.513707] [INFO ] [LOCAL     ] Saved forecast: SPGI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SPGI.txt
[2026-02-13T20:31:44.513947] [INFO ] [sig       ] [2835/3406] Completed SPGI in 0.5s | 2.84 sym/s | Total: 16.7m | ETA: 3.4m
[2026-02-13T20:31:44.514018] [INFO ] [sig       ] [2836/3406] Forecasting SPH...
[2026-02-13T20:31:44.514073] [INFO ] [sig       ] Generating forecast for: SPH
[2026-02-13T20:31:44.514133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2026-02-13T20:31:44.532652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPH'.
[2026-02-13T20:31:44.533191] [INFO ] [FORECASTER] Starting predict_future for SPH
[2026-02-13T20:31:44.534491] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2026-02-13T20:31:44.534592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:44.534649] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:44.534698] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:44.534793] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:44.625830] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:44.627117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:44.627299] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:44.627358] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:44.792938] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:44.793128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:44.793179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:44.793216] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:44.797278] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: UP (p=62.92%)
[2026-02-13T20:31:44.797805] [INFO ] [FORECASTER] Completed predict_future for SPH
[2026-02-13T20:31:44.797979] [INFO ] [sig       ] SPH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:44.955873] [INFO ] [LOCAL     ] Saved forecast: SPH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SPH.txt
[2026-02-13T20:31:44.956082] [INFO ] [sig       ] [2836/3406] Completed SPH in 0.4s | 2.84 sym/s | Total: 16.7m | ETA: 3.4m
[2026-02-13T20:31:44.956126] [INFO ] [sig       ] [2837/3406] Forecasting SPOK...
[2026-02-13T20:31:44.956156] [INFO ] [sig       ] Generating forecast for: SPOK
[2026-02-13T20:31:44.956188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2026-02-13T20:31:44.968602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2026-02-13T20:31:44.969007] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2026-02-13T20:31:44.970134] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2026-02-13T20:31:44.970193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:44.970227] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:44.970254] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:44.970311] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:45.032304] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:45.033224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:45.033326] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:45.033367] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:45.156748] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:45.156903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:45.156946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:45.156974] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:45.160587] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: UP (p=50.79%)
[2026-02-13T20:31:45.160875] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2026-02-13T20:31:45.161006] [INFO ] [sig       ] SPOK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:45.302685] [INFO ] [LOCAL     ] Saved forecast: SPOK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SPOK.txt
[2026-02-13T20:31:45.302820] [INFO ] [sig       ] [2837/3406] Completed SPOK in 0.3s | 2.84 sym/s | Total: 16.7m | ETA: 3.3m
[2026-02-13T20:31:45.302860] [INFO ] [sig       ] [2838/3406] Forecasting SPRO...
[2026-02-13T20:31:45.302890] [INFO ] [sig       ] Generating forecast for: SPRO
[2026-02-13T20:31:45.302920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2026-02-13T20:31:45.315788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2026-02-13T20:31:45.316146] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2026-02-13T20:31:45.316960] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2026-02-13T20:31:45.317012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:45.317045] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:45.317072] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:45.317128] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:45.374310] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:45.374971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:45.375049] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:45.375082] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:45.495355] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:45.495513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:45.495553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:45.495612] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:45.499400] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=0.70%)
[2026-02-13T20:31:45.499708] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2026-02-13T20:31:45.499837] [INFO ] [sig       ] SPRO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:45.665261] [INFO ] [LOCAL     ] Saved forecast: SPRO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SPRO.txt
[2026-02-13T20:31:45.665435] [INFO ] [sig       ] [2838/3406] Completed SPRO in 0.4s | 2.84 sym/s | Total: 16.7m | ETA: 3.3m
[2026-02-13T20:31:45.665485] [INFO ] [sig       ] [2839/3406] Forecasting SPRX...
[2026-02-13T20:31:45.665522] [INFO ] [sig       ] Generating forecast for: SPRX
[2026-02-13T20:31:45.665564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2026-02-13T20:31:45.677527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2026-02-13T20:31:45.677963] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2026-02-13T20:31:45.678840] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2026-02-13T20:31:45.678896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:45.678930] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:45.678956] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:45.679015] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:45.738519] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:45.739512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:45.739615] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:45.739652] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:45.863919] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:45.864064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:45.864103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:45.864132] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:45.867629] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: UP (p=58.38%)
[2026-02-13T20:31:45.867916] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2026-02-13T20:31:45.868045] [INFO ] [sig       ] SPRX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:46.009225] [INFO ] [LOCAL     ] Saved forecast: SPRX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SPRX.txt
[2026-02-13T20:31:46.009588] [INFO ] [sig       ] [2839/3406] Completed SPRX in 0.3s | 2.84 sym/s | Total: 16.7m | ETA: 3.3m
[2026-02-13T20:31:46.009633] [INFO ] [sig       ] [2840/3406] Forecasting SPRY...
[2026-02-13T20:31:46.009662] [INFO ] [sig       ] Generating forecast for: SPRY
[2026-02-13T20:31:46.009692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2026-02-13T20:31:46.022208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2026-02-13T20:31:46.022548] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2026-02-13T20:31:46.023417] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2026-02-13T20:31:46.023484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:46.023517] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:46.023545] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:46.023632] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:46.083506] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:46.084318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:46.084549] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:46.084603] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:46.208534] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:46.208721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:46.208762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:46.208791] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:46.212355] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2026-02-13T20:31:46.212675] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2026-02-13T20:31:46.212809] [INFO ] [sig       ] SPRY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:46.356895] [INFO ] [LOCAL     ] Saved forecast: SPRY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SPRY.txt
[2026-02-13T20:31:46.357065] [INFO ] [sig       ] [2840/3406] Completed SPRY in 0.3s | 2.84 sym/s | Total: 16.7m | ETA: 3.3m
[2026-02-13T20:31:46.357105] [INFO ] [sig       ] [2841/3406] Forecasting SPSC...
[2026-02-13T20:31:46.357140] [INFO ] [sig       ] Generating forecast for: SPSC
[2026-02-13T20:31:46.357169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2026-02-13T20:31:46.368983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2026-02-13T20:31:46.369376] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2026-02-13T20:31:46.370411] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2026-02-13T20:31:46.370466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:46.370501] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:46.370529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:46.370609] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:46.429114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:46.429956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:46.430069] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:46.430104] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:46.552596] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:46.552752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:46.552792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:46.552820] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:46.556594] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=23.15%)
[2026-02-13T20:31:46.556879] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2026-02-13T20:31:46.557010] [INFO ] [sig       ] SPSC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:46.706837] [INFO ] [LOCAL     ] Saved forecast: SPSC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SPSC.txt
[2026-02-13T20:31:46.706998] [INFO ] [sig       ] [2841/3406] Completed SPSC in 0.3s | 2.84 sym/s | Total: 16.7m | ETA: 3.3m
[2026-02-13T20:31:46.707040] [INFO ] [sig       ] [2842/3406] Forecasting SPWH...
[2026-02-13T20:31:46.707074] [INFO ] [sig       ] Generating forecast for: SPWH
[2026-02-13T20:31:46.707106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2026-02-13T20:31:46.720724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2026-02-13T20:31:46.721093] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2026-02-13T20:31:46.721972] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2026-02-13T20:31:46.722029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:46.722062] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:46.722095] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:46.722166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:46.788712] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:46.789800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:46.789889] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:46.789924] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:46.921652] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:46.921820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:46.921863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:46.921892] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:46.925520] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: DOWN (p=40.93%)
[2026-02-13T20:31:46.925847] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2026-02-13T20:31:46.925987] [INFO ] [sig       ] SPWH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:47.069845] [INFO ] [LOCAL     ] Saved forecast: SPWH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SPWH.txt
[2026-02-13T20:31:47.070001] [INFO ] [sig       ] [2842/3406] Completed SPWH in 0.4s | 2.84 sym/s | Total: 16.7m | ETA: 3.3m
[2026-02-13T20:31:47.070043] [INFO ] [sig       ] [2843/3406] Forecasting SPXC...
[2026-02-13T20:31:47.070072] [INFO ] [sig       ] Generating forecast for: SPXC
[2026-02-13T20:31:47.070102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2026-02-13T20:31:47.081553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2026-02-13T20:31:47.081982] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2026-02-13T20:31:47.082899] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2026-02-13T20:31:47.082954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:47.082988] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:47.083016] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:47.083075] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:47.143616] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:47.144497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:47.144599] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:47.144636] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:47.266756] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:47.266911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:47.266951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:47.266979] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:47.270857] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=48.08%)
[2026-02-13T20:31:47.271146] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2026-02-13T20:31:47.271279] [INFO ] [sig       ] SPXC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:47.415828] [INFO ] [LOCAL     ] Saved forecast: SPXC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SPXC.txt
[2026-02-13T20:31:47.415990] [INFO ] [sig       ] [2843/3406] Completed SPXC in 0.3s | 2.84 sym/s | Total: 16.7m | ETA: 3.3m
[2026-02-13T20:31:47.416032] [INFO ] [sig       ] [2844/3406] Forecasting SPXX...
[2026-02-13T20:31:47.416062] [INFO ] [sig       ] Generating forecast for: SPXX
[2026-02-13T20:31:47.416094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2026-02-13T20:31:47.427934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXX'.
[2026-02-13T20:31:47.428308] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2026-02-13T20:31:47.429107] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2026-02-13T20:31:47.429159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:47.429191] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:47.429218] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:47.429275] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:47.490603] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:47.491492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:47.491596] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:47.491635] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:47.614995] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:47.615155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:47.615195] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:47.615224] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:47.618929] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: DOWN (p=28.67%)
[2026-02-13T20:31:47.619217] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2026-02-13T20:31:47.619343] [INFO ] [sig       ] SPXX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:47.762317] [INFO ] [LOCAL     ] Saved forecast: SPXX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SPXX.txt
[2026-02-13T20:31:47.762465] [INFO ] [sig       ] [2844/3406] Completed SPXX in 0.3s | 2.84 sym/s | Total: 16.7m | ETA: 3.3m
[2026-02-13T20:31:47.762507] [INFO ] [sig       ] [2845/3406] Forecasting SQM...
[2026-02-13T20:31:47.762535] [INFO ] [sig       ] Generating forecast for: SQM
[2026-02-13T20:31:47.762565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2026-02-13T20:31:47.773695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2026-02-13T20:31:47.774050] [INFO ] [FORECASTER] Starting predict_future for SQM
[2026-02-13T20:31:47.774857] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2026-02-13T20:31:47.774909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:47.774940] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:47.774967] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:47.775024] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:47.832302] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:47.833197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:47.833280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:47.833312] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:47.959230] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:47.959344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:47.959382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:47.959411] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:47.962995] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=82.97%)
[2026-02-13T20:31:47.963349] [INFO ] [FORECASTER] Completed predict_future for SQM
[2026-02-13T20:31:47.963496] [INFO ] [sig       ] SQM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:48.108226] [INFO ] [LOCAL     ] Saved forecast: SQM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SQM.txt
[2026-02-13T20:31:48.108382] [INFO ] [sig       ] [2845/3406] Completed SQM in 0.3s | 2.84 sym/s | Total: 16.7m | ETA: 3.3m
[2026-02-13T20:31:48.108421] [INFO ] [sig       ] [2846/3406] Forecasting SQNS...
[2026-02-13T20:31:48.108451] [INFO ] [sig       ] Generating forecast for: SQNS
[2026-02-13T20:31:48.108483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2026-02-13T20:31:48.120305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2026-02-13T20:31:48.120704] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2026-02-13T20:31:48.121521] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2026-02-13T20:31:48.121601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:48.121636] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:48.121663] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:48.121718] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:48.180051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:48.180920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:48.181002] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:48.181036] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:48.297412] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:48.297606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:48.297648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:48.297676] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:48.301140] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=19.91%)
[2026-02-13T20:31:48.301425] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2026-02-13T20:31:48.301553] [INFO ] [sig       ] SQNS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:48.444675] [INFO ] [LOCAL     ] Saved forecast: SQNS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SQNS.txt
[2026-02-13T20:31:48.444839] [INFO ] [sig       ] [2846/3406] Completed SQNS in 0.3s | 2.84 sym/s | Total: 16.7m | ETA: 3.3m
[2026-02-13T20:31:48.444880] [INFO ] [sig       ] [2847/3406] Forecasting SQQQ...
[2026-02-13T20:31:48.444909] [INFO ] [sig       ] Generating forecast for: SQQQ
[2026-02-13T20:31:48.444939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2026-02-13T20:31:48.457638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2026-02-13T20:31:48.458062] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2026-02-13T20:31:48.459111] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2026-02-13T20:31:48.459164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:48.459196] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:48.459222] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:48.459278] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:48.517044] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:48.518015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:48.518108] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:48.518141] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:48.640101] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:48.640282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:48.640323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:48.640350] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:48.643827] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: DOWN (p=7.56%)
[2026-02-13T20:31:48.644121] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2026-02-13T20:31:48.644256] [INFO ] [sig       ] SQQQ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:48.783154] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SQQQ.txt
[2026-02-13T20:31:48.783307] [INFO ] [sig       ] [2847/3406] Completed SQQQ in 0.3s | 2.84 sym/s | Total: 16.7m | ETA: 3.3m
[2026-02-13T20:31:48.783349] [INFO ] [sig       ] [2848/3406] Forecasting SRAD...
[2026-02-13T20:31:48.783379] [INFO ] [sig       ] Generating forecast for: SRAD
[2026-02-13T20:31:48.783410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2026-02-13T20:31:48.794790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRAD'.
[2026-02-13T20:31:48.795159] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2026-02-13T20:31:48.795977] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2026-02-13T20:31:48.796056] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:48.796090] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:48.796117] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:48.796177] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:48.854113] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:48.855038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:48.855127] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:48.855161] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:48.980239] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:48.980401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:48.980442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:48.980470] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:48.984068] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: DOWN (p=25.89%)
[2026-02-13T20:31:48.984367] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2026-02-13T20:31:48.984497] [INFO ] [sig       ] SRAD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:49.124999] [INFO ] [LOCAL     ] Saved forecast: SRAD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SRAD.txt
[2026-02-13T20:31:49.125139] [INFO ] [sig       ] [2848/3406] Completed SRAD in 0.3s | 2.84 sym/s | Total: 16.7m | ETA: 3.3m
[2026-02-13T20:31:49.125180] [INFO ] [sig       ] [2849/3406] Forecasting SRBK...
[2026-02-13T20:31:49.125212] [INFO ] [sig       ] Generating forecast for: SRBK
[2026-02-13T20:31:49.125244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2026-02-13T20:31:49.136591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2026-02-13T20:31:49.137021] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2026-02-13T20:31:49.137921] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2026-02-13T20:31:49.137976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:49.138009] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:49.138035] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:49.138091] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:49.196038] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:49.196832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:49.196915] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:49.196949] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:49.315897] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:49.316063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:49.316103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:49.316137] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:49.319736] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=75.26%)
[2026-02-13T20:31:49.320060] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2026-02-13T20:31:49.320205] [INFO ] [sig       ] SRBK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:49.467205] [INFO ] [LOCAL     ] Saved forecast: SRBK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SRBK.txt
[2026-02-13T20:31:49.467384] [INFO ] [sig       ] [2849/3406] Completed SRBK in 0.3s | 2.84 sym/s | Total: 16.7m | ETA: 3.3m
[2026-02-13T20:31:49.467425] [INFO ] [sig       ] [2850/3406] Forecasting SRCE...
[2026-02-13T20:31:49.467453] [INFO ] [sig       ] Generating forecast for: SRCE
[2026-02-13T20:31:49.467483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2026-02-13T20:31:49.478749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2026-02-13T20:31:49.479152] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2026-02-13T20:31:49.479967] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2026-02-13T20:31:49.480020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:49.480052] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:49.480078] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:49.480134] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:49.540655] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:49.541568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:49.541676] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:49.541711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:49.665212] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:49.665377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:49.665418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:49.665447] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:49.668989] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: UP (p=86.25%)
[2026-02-13T20:31:49.669274] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2026-02-13T20:31:49.669401] [INFO ] [sig       ] SRCE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:49.810886] [INFO ] [LOCAL     ] Saved forecast: SRCE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SRCE.txt
[2026-02-13T20:31:49.811043] [INFO ] [sig       ] [2850/3406] Completed SRCE in 0.3s | 2.84 sym/s | Total: 16.8m | ETA: 3.3m
[2026-02-13T20:31:49.811082] [INFO ] [sig       ] [2851/3406] Forecasting SRE...
[2026-02-13T20:31:49.811115] [INFO ] [sig       ] Generating forecast for: SRE
[2026-02-13T20:31:49.811147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2026-02-13T20:31:49.822719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2026-02-13T20:31:49.823110] [INFO ] [FORECASTER] Starting predict_future for SRE
[2026-02-13T20:31:49.823906] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2026-02-13T20:31:49.823959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:49.824006] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:49.824034] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:49.824091] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:49.883803] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:49.884705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:49.884790] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:49.884825] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:50.008254] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:50.008416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:50.008696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:50.008730] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:50.012238] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2026-02-13T20:31:50.012528] [INFO ] [FORECASTER] Completed predict_future for SRE
[2026-02-13T20:31:50.012680] [INFO ] [sig       ] SRE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:50.158597] [INFO ] [LOCAL     ] Saved forecast: SRE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SRE.txt
[2026-02-13T20:31:50.158744] [INFO ] [sig       ] [2851/3406] Completed SRE in 0.3s | 2.84 sym/s | Total: 16.8m | ETA: 3.3m
[2026-02-13T20:31:50.158785] [INFO ] [sig       ] [2852/3406] Forecasting SREA...
[2026-02-13T20:31:50.158816] [INFO ] [sig       ] Generating forecast for: SREA
[2026-02-13T20:31:50.158848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2026-02-13T20:31:50.170144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SREA'.
[2026-02-13T20:31:50.170492] [INFO ] [FORECASTER] Starting predict_future for SREA
[2026-02-13T20:31:50.171330] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2026-02-13T20:31:50.171383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:50.171414] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:50.171442] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:50.171500] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:50.229198] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:50.230022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:50.230114] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:50.230149] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:50.351668] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:50.351837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:50.351879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:50.351909] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:50.356137] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: UP (p=87.15%)
[2026-02-13T20:31:50.356553] [INFO ] [FORECASTER] Completed predict_future for SREA
[2026-02-13T20:31:50.356733] [INFO ] [sig       ] SREA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:50.527623] [INFO ] [LOCAL     ] Saved forecast: SREA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SREA.txt
[2026-02-13T20:31:50.527812] [INFO ] [sig       ] [2852/3406] Completed SREA in 0.4s | 2.84 sym/s | Total: 16.8m | ETA: 3.3m
[2026-02-13T20:31:50.527855] [INFO ] [sig       ] [2853/3406] Forecasting SRFM...
[2026-02-13T20:31:50.527887] [INFO ] [sig       ] Generating forecast for: SRFM
[2026-02-13T20:31:50.527919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2026-02-13T20:31:50.539365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRFM'.
[2026-02-13T20:31:50.539820] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2026-02-13T20:31:50.540693] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2026-02-13T20:31:50.540748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:50.540781] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:50.540809] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:50.540866] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:50.600566] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:50.601537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:50.601661] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:50.601705] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:50.724880] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:50.725030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:50.725069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:50.725097] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:50.728833] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: UP (p=86.38%)
[2026-02-13T20:31:50.729157] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2026-02-13T20:31:50.729336] [INFO ] [sig       ] SRFM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:50.879553] [INFO ] [LOCAL     ] Saved forecast: SRFM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SRFM.txt
[2026-02-13T20:31:50.879719] [INFO ] [sig       ] [2853/3406] Completed SRFM in 0.4s | 2.84 sym/s | Total: 16.8m | ETA: 3.3m
[2026-02-13T20:31:50.879759] [INFO ] [sig       ] [2854/3406] Forecasting SRG...
[2026-02-13T20:31:50.879789] [INFO ] [sig       ] Generating forecast for: SRG
[2026-02-13T20:31:50.879819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2026-02-13T20:31:50.896447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2026-02-13T20:31:50.896888] [INFO ] [FORECASTER] Starting predict_future for SRG
[2026-02-13T20:31:50.897809] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2026-02-13T20:31:50.897862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:50.897895] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:50.897922] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:50.897980] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:50.961014] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:50.961935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:50.962020] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:50.962054] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:51.088900] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:51.089054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:51.089093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:51.089121] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:51.093092] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2026-02-13T20:31:51.093371] [INFO ] [FORECASTER] Completed predict_future for SRG
[2026-02-13T20:31:51.093724] [INFO ] [sig       ] SRG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:51.239500] [INFO ] [LOCAL     ] Saved forecast: SRG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SRG.txt
[2026-02-13T20:31:51.239676] [INFO ] [sig       ] [2854/3406] Completed SRG in 0.4s | 2.84 sym/s | Total: 16.8m | ETA: 3.2m
[2026-02-13T20:31:51.239727] [INFO ] [sig       ] [2855/3406] Forecasting SRI...
[2026-02-13T20:31:51.239757] [INFO ] [sig       ] Generating forecast for: SRI
[2026-02-13T20:31:51.239816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2026-02-13T20:31:51.250840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2026-02-13T20:31:51.251203] [INFO ] [FORECASTER] Starting predict_future for SRI
[2026-02-13T20:31:51.252038] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2026-02-13T20:31:51.252090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:51.252122] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:51.252147] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:51.252208] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:51.313079] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:51.313876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:51.313957] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:51.313990] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:51.445316] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:51.445480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:51.445519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:51.445549] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:51.449053] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=70.40%)
[2026-02-13T20:31:51.449380] [INFO ] [FORECASTER] Completed predict_future for SRI
[2026-02-13T20:31:51.449511] [INFO ] [sig       ] SRI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:51.592748] [INFO ] [LOCAL     ] Saved forecast: SRI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SRI.txt
[2026-02-13T20:31:51.592913] [INFO ] [sig       ] [2855/3406] Completed SRI in 0.4s | 2.84 sym/s | Total: 16.8m | ETA: 3.2m
[2026-02-13T20:31:51.592952] [INFO ] [sig       ] [2856/3406] Forecasting SRRK...
[2026-02-13T20:31:51.592983] [INFO ] [sig       ] Generating forecast for: SRRK
[2026-02-13T20:31:51.593012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2026-02-13T20:31:51.604883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2026-02-13T20:31:51.605253] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2026-02-13T20:31:51.606057] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2026-02-13T20:31:51.606109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:51.606140] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:51.606166] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:51.606222] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:51.663293] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:51.664210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:51.664299] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:51.664332] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:51.789753] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:51.789932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:51.789973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:51.790002] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:51.793604] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: UP (p=91.69%)
[2026-02-13T20:31:51.793896] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2026-02-13T20:31:51.794039] [INFO ] [sig       ] SRRK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:51.937315] [INFO ] [LOCAL     ] Saved forecast: SRRK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SRRK.txt
[2026-02-13T20:31:51.937479] [INFO ] [sig       ] [2856/3406] Completed SRRK in 0.3s | 2.84 sym/s | Total: 16.8m | ETA: 3.2m
[2026-02-13T20:31:51.937521] [INFO ] [sig       ] [2857/3406] Forecasting SRTS...
[2026-02-13T20:31:51.937551] [INFO ] [sig       ] Generating forecast for: SRTS
[2026-02-13T20:31:51.937617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2026-02-13T20:31:51.949853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRTS'.
[2026-02-13T20:31:51.950251] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2026-02-13T20:31:51.951288] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2026-02-13T20:31:51.951342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:51.951567] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:51.951616] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:51.951676] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:52.011318] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:52.012162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:52.012293] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:52.012346] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:52.138884] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:52.139042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:52.139082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:52.139112] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:52.142564] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: UP (p=82.43%)
[2026-02-13T20:31:52.142869] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2026-02-13T20:31:52.143002] [INFO ] [sig       ] SRTS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:52.292499] [INFO ] [LOCAL     ] Saved forecast: SRTS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SRTS.txt
[2026-02-13T20:31:52.292680] [INFO ] [sig       ] [2857/3406] Completed SRTS in 0.4s | 2.84 sym/s | Total: 16.8m | ETA: 3.2m
[2026-02-13T20:31:52.292725] [INFO ] [sig       ] [2858/3406] Forecasting SSB...
[2026-02-13T20:31:52.292755] [INFO ] [sig       ] Generating forecast for: SSB
[2026-02-13T20:31:52.292784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2026-02-13T20:31:52.305992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2026-02-13T20:31:52.306395] [INFO ] [FORECASTER] Starting predict_future for SSB
[2026-02-13T20:31:52.307229] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2026-02-13T20:31:52.307289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:52.307321] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:52.307347] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:52.307418] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:52.366946] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:52.368003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:52.368102] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:52.368136] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:52.494246] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:52.494437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:52.494484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:52.494532] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:52.498410] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=34.24%)
[2026-02-13T20:31:52.498735] [INFO ] [FORECASTER] Completed predict_future for SSB
[2026-02-13T20:31:52.498874] [INFO ] [sig       ] SSB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:52.638350] [INFO ] [LOCAL     ] Saved forecast: SSB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SSB.txt
[2026-02-13T20:31:52.638504] [INFO ] [sig       ] [2858/3406] Completed SSB in 0.3s | 2.84 sym/s | Total: 16.8m | ETA: 3.2m
[2026-02-13T20:31:52.638545] [INFO ] [sig       ] [2859/3406] Forecasting SSD...
[2026-02-13T20:31:52.638594] [INFO ] [sig       ] Generating forecast for: SSD
[2026-02-13T20:31:52.638628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2026-02-13T20:31:52.650639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2026-02-13T20:31:52.651012] [INFO ] [FORECASTER] Starting predict_future for SSD
[2026-02-13T20:31:52.651928] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2026-02-13T20:31:52.651982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:52.652014] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:52.652041] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:52.652102] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:52.717100] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:52.718096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:52.718185] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:52.718220] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:52.840133] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:52.840294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:52.840334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:52.840364] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:52.843866] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=49.67%)
[2026-02-13T20:31:52.844164] [INFO ] [FORECASTER] Completed predict_future for SSD
[2026-02-13T20:31:52.844305] [INFO ] [sig       ] SSD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:52.987647] [INFO ] [LOCAL     ] Saved forecast: SSD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SSD.txt
[2026-02-13T20:31:52.987821] [INFO ] [sig       ] [2859/3406] Completed SSD in 0.3s | 2.84 sym/s | Total: 16.8m | ETA: 3.2m
[2026-02-13T20:31:52.987864] [INFO ] [sig       ] [2860/3406] Forecasting SSL...
[2026-02-13T20:31:52.987893] [INFO ] [sig       ] Generating forecast for: SSL
[2026-02-13T20:31:52.987926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2026-02-13T20:31:52.999862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2026-02-13T20:31:53.000249] [INFO ] [FORECASTER] Starting predict_future for SSL
[2026-02-13T20:31:53.001044] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2026-02-13T20:31:53.001096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:53.001127] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:53.001154] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:53.001209] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:53.059956] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:53.060855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:53.060959] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:53.060992] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:53.188116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:53.188273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:53.188313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:53.188342] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:53.191838] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=11.23%)
[2026-02-13T20:31:53.192124] [INFO ] [FORECASTER] Completed predict_future for SSL
[2026-02-13T20:31:53.192253] [INFO ] [sig       ] SSL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:53.343022] [INFO ] [LOCAL     ] Saved forecast: SSL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SSL.txt
[2026-02-13T20:31:53.343179] [INFO ] [sig       ] [2860/3406] Completed SSL in 0.4s | 2.84 sym/s | Total: 16.8m | ETA: 3.2m
[2026-02-13T20:31:53.343222] [INFO ] [sig       ] [2861/3406] Forecasting SSNC...
[2026-02-13T20:31:53.343251] [INFO ] [sig       ] Generating forecast for: SSNC
[2026-02-13T20:31:53.343285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2026-02-13T20:31:53.354562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2026-02-13T20:31:53.354905] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2026-02-13T20:31:53.355753] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2026-02-13T20:31:53.355805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:53.355837] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:53.355863] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:53.355919] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:53.413802] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:53.414499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:53.414598] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:53.414635] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:53.534197] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:53.534356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:53.534397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:53.534426] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:53.538003] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: DOWN (p=33.94%)
[2026-02-13T20:31:53.538312] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2026-02-13T20:31:53.538489] [INFO ] [sig       ] SSNC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:53.685021] [INFO ] [LOCAL     ] Saved forecast: SSNC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SSNC.txt
[2026-02-13T20:31:53.685185] [INFO ] [sig       ] [2861/3406] Completed SSNC in 0.3s | 2.84 sym/s | Total: 16.8m | ETA: 3.2m
[2026-02-13T20:31:53.685227] [INFO ] [sig       ] [2862/3406] Forecasting SSP...
[2026-02-13T20:31:53.685259] [INFO ] [sig       ] Generating forecast for: SSP
[2026-02-13T20:31:53.685291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2026-02-13T20:31:53.696198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2026-02-13T20:31:53.696543] [INFO ] [FORECASTER] Starting predict_future for SSP
[2026-02-13T20:31:53.697336] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2026-02-13T20:31:53.697389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:53.697422] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:53.697463] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:53.697521] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:53.754207] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:53.754988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:53.755069] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:53.755102] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:53.877390] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:53.877543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:53.877623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:53.877660] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:53.881181] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: UP (p=85.56%)
[2026-02-13T20:31:53.881465] [INFO ] [FORECASTER] Completed predict_future for SSP
[2026-02-13T20:31:53.881615] [INFO ] [sig       ] SSP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:54.020544] [INFO ] [LOCAL     ] Saved forecast: SSP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SSP.txt
[2026-02-13T20:31:54.020717] [INFO ] [sig       ] [2862/3406] Completed SSP in 0.3s | 2.84 sym/s | Total: 16.8m | ETA: 3.2m
[2026-02-13T20:31:54.020756] [INFO ] [sig       ] [2863/3406] Forecasting SSRM...
[2026-02-13T20:31:54.020788] [INFO ] [sig       ] Generating forecast for: SSRM
[2026-02-13T20:31:54.020817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2026-02-13T20:31:54.031291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2026-02-13T20:31:54.031646] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2026-02-13T20:31:54.032420] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2026-02-13T20:31:54.032472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:54.032502] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:54.032529] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:54.032606] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:54.088993] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:54.089722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:54.089802] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:54.089835] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:54.214652] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:54.214850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:54.214896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:54.214925] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:54.218718] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: DOWN (p=3.89%)
[2026-02-13T20:31:54.219018] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2026-02-13T20:31:54.219154] [INFO ] [sig       ] SSRM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:54.362149] [INFO ] [LOCAL     ] Saved forecast: SSRM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SSRM.txt
[2026-02-13T20:31:54.362318] [INFO ] [sig       ] [2863/3406] Completed SSRM in 0.3s | 2.84 sym/s | Total: 16.8m | ETA: 3.2m
[2026-02-13T20:31:54.362363] [INFO ] [sig       ] [2864/3406] Forecasting SSSS...
[2026-02-13T20:31:54.362395] [INFO ] [sig       ] Generating forecast for: SSSS
[2026-02-13T20:31:54.362425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2026-02-13T20:31:54.373947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSSS'.
[2026-02-13T20:31:54.374362] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2026-02-13T20:31:54.375202] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2026-02-13T20:31:54.375253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:54.375284] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:54.375311] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:54.375368] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:54.432952] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:54.433857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:54.433939] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:54.433971] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:54.569870] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:54.570024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:54.570065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:54.570094] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:54.573749] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: UP (p=51.57%)
[2026-02-13T20:31:54.574041] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2026-02-13T20:31:54.574172] [INFO ] [sig       ] SSSS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:54.715971] [INFO ] [LOCAL     ] Saved forecast: SSSS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SSSS.txt
[2026-02-13T20:31:54.716103] [INFO ] [sig       ] [2864/3406] Completed SSSS in 0.4s | 2.84 sym/s | Total: 16.8m | ETA: 3.2m
[2026-02-13T20:31:54.716142] [INFO ] [sig       ] [2865/3406] Forecasting SSTI...
[2026-02-13T20:31:54.716172] [INFO ] [sig       ] Generating forecast for: SSTI
[2026-02-13T20:31:54.716202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2026-02-13T20:31:54.727064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2026-02-13T20:31:54.727393] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2026-02-13T20:31:54.728249] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2026-02-13T20:31:54.728302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:54.728333] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:54.728360] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:54.728417] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:54.786753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:54.787410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:54.787704] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:54.787739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:54.912699] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:54.912887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:54.912928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:54.912956] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:54.916548] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2026-02-13T20:31:54.916849] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2026-02-13T20:31:54.916976] [INFO ] [sig       ] SSTI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:55.055798] [INFO ] [LOCAL     ] Saved forecast: SSTI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SSTI.txt
[2026-02-13T20:31:55.055933] [INFO ] [sig       ] [2865/3406] Completed SSTI in 0.3s | 2.84 sym/s | Total: 16.8m | ETA: 3.2m
[2026-02-13T20:31:55.055973] [INFO ] [sig       ] [2866/3406] Forecasting SSTK...
[2026-02-13T20:31:55.056003] [INFO ] [sig       ] Generating forecast for: SSTK
[2026-02-13T20:31:55.056038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2026-02-13T20:31:55.066863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2026-02-13T20:31:55.067180] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2026-02-13T20:31:55.067992] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2026-02-13T20:31:55.068044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:55.068076] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:55.068101] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:55.068156] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:55.124114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:55.124814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:55.124894] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:55.124926] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:55.245585] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:55.245728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:55.245765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:55.245793] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:55.249857] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: UP (p=99.30%)
[2026-02-13T20:31:55.250218] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2026-02-13T20:31:55.250388] [INFO ] [sig       ] SSTK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:55.400548] [INFO ] [LOCAL     ] Saved forecast: SSTK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SSTK.txt
[2026-02-13T20:31:55.400720] [INFO ] [sig       ] [2866/3406] Completed SSTK in 0.3s | 2.84 sym/s | Total: 16.8m | ETA: 3.2m
[2026-02-13T20:31:55.400762] [INFO ] [sig       ] [2867/3406] Forecasting SSYS...
[2026-02-13T20:31:55.400791] [INFO ] [sig       ] Generating forecast for: SSYS
[2026-02-13T20:31:55.400821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2026-02-13T20:31:55.414049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSYS'.
[2026-02-13T20:31:55.414418] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2026-02-13T20:31:55.415215] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2026-02-13T20:31:55.415266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:55.415298] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:55.415323] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:55.415379] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:55.470977] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:55.471849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:55.471939] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:55.471981] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:55.588471] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:55.588652] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:55.588693] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:55.588721] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:55.592297] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: DOWN (p=44.10%)
[2026-02-13T20:31:55.592695] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2026-02-13T20:31:55.592837] [INFO ] [sig       ] SSYS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:55.740934] [INFO ] [LOCAL     ] Saved forecast: SSYS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SSYS.txt
[2026-02-13T20:31:55.741111] [INFO ] [sig       ] [2867/3406] Completed SSYS in 0.3s | 2.84 sym/s | Total: 16.9m | ETA: 3.2m
[2026-02-13T20:31:55.741156] [INFO ] [sig       ] [2868/3406] Forecasting STAA...
[2026-02-13T20:31:55.741186] [INFO ] [sig       ] Generating forecast for: STAA
[2026-02-13T20:31:55.741215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2026-02-13T20:31:55.754478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAA'.
[2026-02-13T20:31:55.754931] [INFO ] [FORECASTER] Starting predict_future for STAA
[2026-02-13T20:31:55.755857] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2026-02-13T20:31:55.755911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:55.755942] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:55.755969] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:55.756026] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:55.816155] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:55.817069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:55.817154] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:55.817187] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:55.939979] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:55.940186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:55.940242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:55.940282] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:55.943826] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: DOWN (p=13.66%)
[2026-02-13T20:31:55.944109] [INFO ] [FORECASTER] Completed predict_future for STAA
[2026-02-13T20:31:55.944236] [INFO ] [sig       ] STAA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:56.089017] [INFO ] [LOCAL     ] Saved forecast: STAA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/STAA.txt
[2026-02-13T20:31:56.089154] [INFO ] [sig       ] [2868/3406] Completed STAA in 0.3s | 2.84 sym/s | Total: 16.9m | ETA: 3.2m
[2026-02-13T20:31:56.089193] [INFO ] [sig       ] [2869/3406] Forecasting STAG...
[2026-02-13T20:31:56.089223] [INFO ] [sig       ] Generating forecast for: STAG
[2026-02-13T20:31:56.089253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2026-02-13T20:31:56.101246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2026-02-13T20:31:56.101632] [INFO ] [FORECASTER] Starting predict_future for STAG
[2026-02-13T20:31:56.102484] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2026-02-13T20:31:56.102539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:56.102595] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:56.102635] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:56.102695] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:56.159994] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:56.160785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:56.160869] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:56.160903] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:56.283714] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:56.283872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:56.283913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:56.283958] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:56.287869] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: DOWN (p=38.38%)
[2026-02-13T20:31:56.288153] [INFO ] [FORECASTER] Completed predict_future for STAG
[2026-02-13T20:31:56.288284] [INFO ] [sig       ] STAG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:56.438217] [INFO ] [LOCAL     ] Saved forecast: STAG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/STAG.txt
[2026-02-13T20:31:56.438374] [INFO ] [sig       ] [2869/3406] Completed STAG in 0.3s | 2.84 sym/s | Total: 16.9m | ETA: 3.2m
[2026-02-13T20:31:56.438421] [INFO ] [sig       ] [2870/3406] Forecasting STBA...
[2026-02-13T20:31:56.438460] [INFO ] [sig       ] Generating forecast for: STBA
[2026-02-13T20:31:56.438496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2026-02-13T20:31:56.452394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STBA'.
[2026-02-13T20:31:56.452761] [INFO ] [FORECASTER] Starting predict_future for STBA
[2026-02-13T20:31:56.453566] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2026-02-13T20:31:56.453820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:56.453853] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:56.453880] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:56.453940] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:56.517311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:56.518159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:56.518243] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:56.518276] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:56.636258] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:56.636405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:56.636448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:56.636477] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:56.639950] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=89.89%)
[2026-02-13T20:31:56.640227] [INFO ] [FORECASTER] Completed predict_future for STBA
[2026-02-13T20:31:56.640354] [INFO ] [sig       ] STBA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:56.793252] [INFO ] [LOCAL     ] Saved forecast: STBA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STBA.txt
[2026-02-13T20:31:56.793408] [INFO ] [sig       ] [2870/3406] Completed STBA in 0.4s | 2.84 sym/s | Total: 16.9m | ETA: 3.2m
[2026-02-13T20:31:56.793449] [INFO ] [sig       ] [2871/3406] Forecasting STC...
[2026-02-13T20:31:56.793478] [INFO ] [sig       ] Generating forecast for: STC
[2026-02-13T20:31:56.793508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2026-02-13T20:31:56.805880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2026-02-13T20:31:56.806224] [INFO ] [FORECASTER] Starting predict_future for STC
[2026-02-13T20:31:56.807037] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2026-02-13T20:31:56.807088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:56.807120] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:56.807146] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:56.807201] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:56.867998] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:56.868880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:56.868961] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:56.869010] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:56.991154] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:56.991308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:56.991346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:56.991377] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:56.995144] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=91.02%)
[2026-02-13T20:31:56.995417] [INFO ] [FORECASTER] Completed predict_future for STC
[2026-02-13T20:31:56.995547] [INFO ] [sig       ] STC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:57.143026] [INFO ] [LOCAL     ] Saved forecast: STC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STC.txt
[2026-02-13T20:31:57.143161] [INFO ] [sig       ] [2871/3406] Completed STC in 0.3s | 2.84 sym/s | Total: 16.9m | ETA: 3.1m
[2026-02-13T20:31:57.143232] [INFO ] [sig       ] [2872/3406] Forecasting STE...
[2026-02-13T20:31:57.143263] [INFO ] [sig       ] Generating forecast for: STE
[2026-02-13T20:31:57.143293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2026-02-13T20:31:57.154241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STE'.
[2026-02-13T20:31:57.154588] [INFO ] [FORECASTER] Starting predict_future for STE
[2026-02-13T20:31:57.155358] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2026-02-13T20:31:57.155413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:57.155445] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:57.155472] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:57.155529] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:57.215753] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:57.216638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:57.216718] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:57.216750] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:57.342444] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:57.342655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:57.342703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:57.342734] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:57.346519] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=83.19%)
[2026-02-13T20:31:57.346827] [INFO ] [FORECASTER] Completed predict_future for STE
[2026-02-13T20:31:57.346959] [INFO ] [sig       ] STE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:57.495944] [INFO ] [LOCAL     ] Saved forecast: STE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STE.txt
[2026-02-13T20:31:57.496108] [INFO ] [sig       ] [2872/3406] Completed STE in 0.4s | 2.84 sym/s | Total: 16.9m | ETA: 3.1m
[2026-02-13T20:31:57.496162] [INFO ] [sig       ] [2873/3406] Forecasting STEL...
[2026-02-13T20:31:57.496195] [INFO ] [sig       ] Generating forecast for: STEL
[2026-02-13T20:31:57.496226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2026-02-13T20:31:57.507641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2026-02-13T20:31:57.508039] [INFO ] [FORECASTER] Starting predict_future for STEL
[2026-02-13T20:31:57.508914] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2026-02-13T20:31:57.508968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:57.509000] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:57.509026] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:57.509098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:57.570339] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:57.571194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:57.571279] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:57.571314] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:57.698462] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:57.698640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:57.698682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:57.698712] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:57.702747] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2026-02-13T20:31:57.703059] [INFO ] [FORECASTER] Completed predict_future for STEL
[2026-02-13T20:31:57.703216] [INFO ] [sig       ] STEL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:57.857074] [INFO ] [LOCAL     ] Saved forecast: STEL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STEL.txt
[2026-02-13T20:31:57.857223] [INFO ] [sig       ] [2873/3406] Completed STEL in 0.4s | 2.84 sym/s | Total: 16.9m | ETA: 3.1m
[2026-02-13T20:31:57.857264] [INFO ] [sig       ] [2874/3406] Forecasting STEM...
[2026-02-13T20:31:57.857293] [INFO ] [sig       ] Generating forecast for: STEM
[2026-02-13T20:31:57.857322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2026-02-13T20:31:57.868361] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2026-02-13T20:31:57.868681] [INFO ] [FORECASTER] Starting predict_future for STEM
[2026-02-13T20:31:57.869458] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2026-02-13T20:31:57.869509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:57.869541] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:57.869595] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:57.869657] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:57.929280] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:57.929918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:57.929995] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:57.930028] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:58.047923] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:58.048069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:58.048108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:58.048136] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:58.051566] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=76.56%)
[2026-02-13T20:31:58.051863] [INFO ] [FORECASTER] Completed predict_future for STEM
[2026-02-13T20:31:58.052010] [INFO ] [sig       ] STEM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:58.197725] [INFO ] [LOCAL     ] Saved forecast: STEM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STEM.txt
[2026-02-13T20:31:58.197875] [INFO ] [sig       ] [2874/3406] Completed STEM in 0.3s | 2.84 sym/s | Total: 16.9m | ETA: 3.1m
[2026-02-13T20:31:58.197915] [INFO ] [sig       ] [2875/3406] Forecasting STEP...
[2026-02-13T20:31:58.197947] [INFO ] [sig       ] Generating forecast for: STEP
[2026-02-13T20:31:58.197976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2026-02-13T20:31:58.209877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2026-02-13T20:31:58.210285] [INFO ] [FORECASTER] Starting predict_future for STEP
[2026-02-13T20:31:58.211142] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2026-02-13T20:31:58.211212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:58.211247] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:58.211321] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:58.211384] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:58.272892] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:58.273813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:58.273899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:58.273935] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:58.398859] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:58.399031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:58.399074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:58.399104] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:58.402894] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: UP (p=95.71%)
[2026-02-13T20:31:58.403203] [INFO ] [FORECASTER] Completed predict_future for STEP
[2026-02-13T20:31:58.403337] [INFO ] [sig       ] STEP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:58.546348] [INFO ] [LOCAL     ] Saved forecast: STEP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STEP.txt
[2026-02-13T20:31:58.546492] [INFO ] [sig       ] [2875/3406] Completed STEP in 0.3s | 2.84 sym/s | Total: 16.9m | ETA: 3.1m
[2026-02-13T20:31:58.546533] [INFO ] [sig       ] [2876/3406] Forecasting STHO...
[2026-02-13T20:31:58.546563] [INFO ] [sig       ] Generating forecast for: STHO
[2026-02-13T20:31:58.546614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2026-02-13T20:31:58.557836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2026-02-13T20:31:58.558217] [INFO ] [FORECASTER] Starting predict_future for STHO
[2026-02-13T20:31:58.559104] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2026-02-13T20:31:58.559159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:58.559192] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:58.559219] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:58.559277] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:58.622466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:58.623357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:58.623443] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:58.623478] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:58.744169] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:58.744332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:58.744374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:58.744404] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:58.748181] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: DOWN (p=5.71%)
[2026-02-13T20:31:58.748554] [INFO ] [FORECASTER] Completed predict_future for STHO
[2026-02-13T20:31:58.748721] [INFO ] [sig       ] STHO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:58.900037] [INFO ] [LOCAL     ] Saved forecast: STHO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/STHO.txt
[2026-02-13T20:31:58.900207] [INFO ] [sig       ] [2876/3406] Completed STHO in 0.4s | 2.84 sym/s | Total: 16.9m | ETA: 3.1m
[2026-02-13T20:31:58.900252] [INFO ] [sig       ] [2877/3406] Forecasting STI...
[2026-02-13T20:31:58.900283] [INFO ] [sig       ] Generating forecast for: STI
[2026-02-13T20:31:58.900313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2026-02-13T20:31:58.912007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STI'.
[2026-02-13T20:31:58.912425] [INFO ] [FORECASTER] Starting predict_future for STI
[2026-02-13T20:31:58.913283] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2026-02-13T20:31:58.913338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:58.913371] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:58.913401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:58.913461] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:58.974370] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:58.975278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:58.975362] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:58.975396] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:59.097999] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:59.098157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:59.098199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:59.098240] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:59.101865] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2026-02-13T20:31:59.102156] [INFO ] [FORECASTER] Completed predict_future for STI
[2026-02-13T20:31:59.102287] [INFO ] [sig       ] STI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:31:59.251209] [INFO ] [LOCAL     ] Saved forecast: STI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/STI.txt
[2026-02-13T20:31:59.251375] [INFO ] [sig       ] [2877/3406] Completed STI in 0.4s | 2.84 sym/s | Total: 16.9m | ETA: 3.1m
[2026-02-13T20:31:59.251421] [INFO ] [sig       ] [2878/3406] Forecasting STIM...
[2026-02-13T20:31:59.251454] [INFO ] [sig       ] Generating forecast for: STIM
[2026-02-13T20:31:59.251484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2026-02-13T20:31:59.262847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STIM'.
[2026-02-13T20:31:59.263244] [INFO ] [FORECASTER] Starting predict_future for STIM
[2026-02-13T20:31:59.264093] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2026-02-13T20:31:59.264147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:59.264180] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:59.264207] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:59.264264] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:59.323164] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:59.324157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:59.324243] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:59.324278] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:59.454184] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:59.454345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:59.454394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:59.454429] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:59.459097] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=91.56%)
[2026-02-13T20:31:59.459410] [INFO ] [FORECASTER] Completed predict_future for STIM
[2026-02-13T20:31:59.459566] [INFO ] [sig       ] STIM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:59.602170] [INFO ] [LOCAL     ] Saved forecast: STIM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STIM.txt
[2026-02-13T20:31:59.602317] [INFO ] [sig       ] [2878/3406] Completed STIM in 0.4s | 2.84 sym/s | Total: 16.9m | ETA: 3.1m
[2026-02-13T20:31:59.602359] [INFO ] [sig       ] [2879/3406] Forecasting STK...
[2026-02-13T20:31:59.602388] [INFO ] [sig       ] Generating forecast for: STK
[2026-02-13T20:31:59.602418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2026-02-13T20:31:59.613459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2026-02-13T20:31:59.613859] [INFO ] [FORECASTER] Starting predict_future for STK
[2026-02-13T20:31:59.614697] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2026-02-13T20:31:59.614750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:59.614784] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:59.614813] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:59.614870] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:31:59.675971] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:31:59.676906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:31:59.676994] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:31:59.677027] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:31:59.799587] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:31:59.799744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:31:59.799784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:31:59.799816] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:31:59.803480] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=50.50%)
[2026-02-13T20:31:59.803866] [INFO ] [FORECASTER] Completed predict_future for STK
[2026-02-13T20:31:59.804042] [INFO ] [sig       ] STK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:31:59.954529] [INFO ] [LOCAL     ] Saved forecast: STK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STK.txt
[2026-02-13T20:31:59.954702] [INFO ] [sig       ] [2879/3406] Completed STK in 0.4s | 2.84 sym/s | Total: 16.9m | ETA: 3.1m
[2026-02-13T20:31:59.954745] [INFO ] [sig       ] [2880/3406] Forecasting STKH...
[2026-02-13T20:31:59.954776] [INFO ] [sig       ] Generating forecast for: STKH
[2026-02-13T20:31:59.954806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2026-02-13T20:31:59.966219] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2026-02-13T20:31:59.966604] [INFO ] [FORECASTER] Starting predict_future for STKH
[2026-02-13T20:31:59.967402] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2026-02-13T20:31:59.967456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:31:59.967489] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:31:59.967516] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:31:59.967616] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:00.026757] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:00.027657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:00.027748] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:00.027783] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:00.140891] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:00.141047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:00.141086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:00.141115] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:00.144525] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: DOWN (p=5.89%)
[2026-02-13T20:32:00.144863] [INFO ] [FORECASTER] Completed predict_future for STKH
[2026-02-13T20:32:00.144995] [INFO ] [sig       ] STKH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:00.291318] [INFO ] [LOCAL     ] Saved forecast: STKH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/STKH.txt
[2026-02-13T20:32:00.291472] [INFO ] [sig       ] [2880/3406] Completed STKH in 0.3s | 2.84 sym/s | Total: 16.9m | ETA: 3.1m
[2026-02-13T20:32:00.291513] [INFO ] [sig       ] [2881/3406] Forecasting STKL...
[2026-02-13T20:32:00.291542] [INFO ] [sig       ] Generating forecast for: STKL
[2026-02-13T20:32:00.291590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2026-02-13T20:32:00.303263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2026-02-13T20:32:00.303737] [INFO ] [FORECASTER] Starting predict_future for STKL
[2026-02-13T20:32:00.304602] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2026-02-13T20:32:00.304660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:00.304693] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:00.304720] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:00.304777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:00.373711] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:00.374570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:00.374692] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:00.374737] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:00.498653] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:00.498812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:00.498854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:00.498883] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:00.502438] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2026-02-13T20:32:00.502763] [INFO ] [FORECASTER] Completed predict_future for STKL
[2026-02-13T20:32:00.502894] [INFO ] [sig       ] STKL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:00.707884] [INFO ] [LOCAL     ] Saved forecast: STKL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/STKL.txt
[2026-02-13T20:32:00.708026] [INFO ] [sig       ] [2881/3406] Completed STKL in 0.4s | 2.84 sym/s | Total: 16.9m | ETA: 3.1m
[2026-02-13T20:32:00.708069] [INFO ] [sig       ] [2882/3406] Forecasting STKS...
[2026-02-13T20:32:00.708098] [INFO ] [sig       ] Generating forecast for: STKS
[2026-02-13T20:32:00.708128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2026-02-13T20:32:00.719030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2026-02-13T20:32:00.719408] [INFO ] [FORECASTER] Starting predict_future for STKS
[2026-02-13T20:32:00.720266] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2026-02-13T20:32:00.720320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:00.720353] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:00.720381] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:00.720449] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:00.778709] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:00.779494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:00.779597] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:00.779634] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:00.906852] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:00.907038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:00.907080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:00.907110] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:00.910680] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2026-02-13T20:32:00.910963] [INFO ] [FORECASTER] Completed predict_future for STKS
[2026-02-13T20:32:00.911093] [INFO ] [sig       ] STKS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:01.053412] [INFO ] [LOCAL     ] Saved forecast: STKS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/STKS.txt
[2026-02-13T20:32:01.053589] [INFO ] [sig       ] [2882/3406] Completed STKS in 0.3s | 2.84 sym/s | Total: 16.9m | ETA: 3.1m
[2026-02-13T20:32:01.053648] [INFO ] [sig       ] [2883/3406] Forecasting STLA...
[2026-02-13T20:32:01.053689] [INFO ] [sig       ] Generating forecast for: STLA
[2026-02-13T20:32:01.053718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2026-02-13T20:32:01.066556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2026-02-13T20:32:01.067158] [INFO ] [FORECASTER] Starting predict_future for STLA
[2026-02-13T20:32:01.068004] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2026-02-13T20:32:01.068058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:01.068089] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:01.068115] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:01.068171] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:01.126363] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:01.127267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:01.127360] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:01.127392] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:01.256025] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:01.256188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:01.256229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:01.256258] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:01.260121] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=98.96%)
[2026-02-13T20:32:01.260409] [INFO ] [FORECASTER] Completed predict_future for STLA
[2026-02-13T20:32:01.260565] [INFO ] [sig       ] STLA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:01.412586] [INFO ] [LOCAL     ] Saved forecast: STLA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STLA.txt
[2026-02-13T20:32:01.412775] [INFO ] [sig       ] [2883/3406] Completed STLA in 0.4s | 2.84 sym/s | Total: 16.9m | ETA: 3.1m
[2026-02-13T20:32:01.412841] [INFO ] [sig       ] [2884/3406] Forecasting STLD...
[2026-02-13T20:32:01.412875] [INFO ] [sig       ] Generating forecast for: STLD
[2026-02-13T20:32:01.412908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2026-02-13T20:32:01.424748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLD'.
[2026-02-13T20:32:01.425203] [INFO ] [FORECASTER] Starting predict_future for STLD
[2026-02-13T20:32:01.426104] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2026-02-13T20:32:01.426158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:01.426193] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:01.426220] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:01.426277] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:01.488221] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:01.489160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:01.489249] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:01.489283] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:01.612494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:01.612683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:01.612726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:01.612757] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:01.616501] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=43.42%)
[2026-02-13T20:32:01.616840] [INFO ] [FORECASTER] Completed predict_future for STLD
[2026-02-13T20:32:01.616984] [INFO ] [sig       ] STLD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:01.763020] [INFO ] [LOCAL     ] Saved forecast: STLD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/STLD.txt
[2026-02-13T20:32:01.764667] [INFO ] [sig       ] [2884/3406] Completed STLD in 0.4s | 2.84 sym/s | Total: 17.0m | ETA: 3.1m
[2026-02-13T20:32:01.764718] [INFO ] [sig       ] [2885/3406] Forecasting STM...
[2026-02-13T20:32:01.764748] [INFO ] [sig       ] Generating forecast for: STM
[2026-02-13T20:32:01.764778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2026-02-13T20:32:01.776763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2026-02-13T20:32:01.777189] [INFO ] [FORECASTER] Starting predict_future for STM
[2026-02-13T20:32:01.778126] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2026-02-13T20:32:01.778183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:01.778215] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:01.778243] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:01.778300] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:01.839176] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:01.840217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:01.840395] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:01.840433] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:01.969543] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:01.969723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:01.969765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:01.969794] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:01.973415] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=31.67%)
[2026-02-13T20:32:01.973738] [INFO ] [FORECASTER] Completed predict_future for STM
[2026-02-13T20:32:01.973872] [INFO ] [sig       ] STM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:02.115609] [INFO ] [LOCAL     ] Saved forecast: STM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/STM.txt
[2026-02-13T20:32:02.115760] [INFO ] [sig       ] [2885/3406] Completed STM in 0.4s | 2.84 sym/s | Total: 17.0m | ETA: 3.1m
[2026-02-13T20:32:02.115803] [INFO ] [sig       ] [2886/3406] Forecasting STN...
[2026-02-13T20:32:02.115835] [INFO ] [sig       ] Generating forecast for: STN
[2026-02-13T20:32:02.115867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2026-02-13T20:32:02.126807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2026-02-13T20:32:02.127182] [INFO ] [FORECASTER] Starting predict_future for STN
[2026-02-13T20:32:02.128047] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2026-02-13T20:32:02.128101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:02.128150] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:02.128180] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:02.128238] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:02.186033] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:02.186923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:02.187007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:02.187040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:02.313236] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:02.313411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:02.313471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:02.313503] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:02.317393] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: DOWN (p=15.57%)
[2026-02-13T20:32:02.317775] [INFO ] [FORECASTER] Completed predict_future for STN
[2026-02-13T20:32:02.317923] [INFO ] [sig       ] STN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:02.469037] [INFO ] [LOCAL     ] Saved forecast: STN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/STN.txt
[2026-02-13T20:32:02.469191] [INFO ] [sig       ] [2886/3406] Completed STN in 0.4s | 2.84 sym/s | Total: 17.0m | ETA: 3.1m
[2026-02-13T20:32:02.469231] [INFO ] [sig       ] [2887/3406] Forecasting STNE...
[2026-02-13T20:32:02.469261] [INFO ] [sig       ] Generating forecast for: STNE
[2026-02-13T20:32:02.469291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2026-02-13T20:32:02.481927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2026-02-13T20:32:02.482309] [INFO ] [FORECASTER] Starting predict_future for STNE
[2026-02-13T20:32:02.483329] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2026-02-13T20:32:02.483383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:02.483415] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:02.483441] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:02.483504] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:02.548105] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:02.548999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:02.549087] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:02.549122] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:02.684448] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:02.684637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:02.684679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:02.684707] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:02.688482] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=69.30%)
[2026-02-13T20:32:02.688812] [INFO ] [FORECASTER] Completed predict_future for STNE
[2026-02-13T20:32:02.688959] [INFO ] [sig       ] STNE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:02.831003] [INFO ] [LOCAL     ] Saved forecast: STNE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STNE.txt
[2026-02-13T20:32:02.831139] [INFO ] [sig       ] [2887/3406] Completed STNE in 0.4s | 2.84 sym/s | Total: 17.0m | ETA: 3.1m
[2026-02-13T20:32:02.831179] [INFO ] [sig       ] [2888/3406] Forecasting STOK...
[2026-02-13T20:32:02.831209] [INFO ] [sig       ] Generating forecast for: STOK
[2026-02-13T20:32:02.831238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2026-02-13T20:32:02.842519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2026-02-13T20:32:02.843093] [INFO ] [FORECASTER] Starting predict_future for STOK
[2026-02-13T20:32:02.844089] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2026-02-13T20:32:02.844143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:02.844174] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:02.844199] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:02.844255] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:02.901917] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:02.902614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:02.902695] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:02.902729] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:03.032052] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:03.032207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:03.032246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:03.032275] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:03.035785] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: UP (p=78.04%)
[2026-02-13T20:32:03.036068] [INFO ] [FORECASTER] Completed predict_future for STOK
[2026-02-13T20:32:03.036196] [INFO ] [sig       ] STOK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:03.178471] [INFO ] [LOCAL     ] Saved forecast: STOK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STOK.txt
[2026-02-13T20:32:03.178675] [INFO ] [sig       ] [2888/3406] Completed STOK in 0.3s | 2.84 sym/s | Total: 17.0m | ETA: 3.0m
[2026-02-13T20:32:03.178718] [INFO ] [sig       ] [2889/3406] Forecasting STRA...
[2026-02-13T20:32:03.178749] [INFO ] [sig       ] Generating forecast for: STRA
[2026-02-13T20:32:03.178780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2026-02-13T20:32:03.189092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2026-02-13T20:32:03.189429] [INFO ] [FORECASTER] Starting predict_future for STRA
[2026-02-13T20:32:03.190223] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2026-02-13T20:32:03.190275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:03.190306] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:03.190333] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:03.190389] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:03.246555] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:03.247239] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:03.247318] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:03.247350] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:03.369107] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:03.369268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:03.369306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:03.369335] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:03.372977] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: UP (p=81.47%)
[2026-02-13T20:32:03.373259] [INFO ] [FORECASTER] Completed predict_future for STRA
[2026-02-13T20:32:03.373385] [INFO ] [sig       ] STRA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:03.519273] [INFO ] [LOCAL     ] Saved forecast: STRA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STRA.txt
[2026-02-13T20:32:03.519436] [INFO ] [sig       ] [2889/3406] Completed STRA in 0.3s | 2.84 sym/s | Total: 17.0m | ETA: 3.0m
[2026-02-13T20:32:03.519503] [INFO ] [sig       ] [2890/3406] Forecasting STRL...
[2026-02-13T20:32:03.519547] [INFO ] [sig       ] Generating forecast for: STRL
[2026-02-13T20:32:03.519599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2026-02-13T20:32:03.531324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2026-02-13T20:32:03.531738] [INFO ] [FORECASTER] Starting predict_future for STRL
[2026-02-13T20:32:03.532545] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2026-02-13T20:32:03.532618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:03.532652] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:03.532678] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:03.532734] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:03.596687] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:03.598088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:03.598320] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:03.598365] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:03.732254] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:03.732425] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:03.732465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:03.732494] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:03.736792] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=83.67%)
[2026-02-13T20:32:03.737298] [INFO ] [FORECASTER] Completed predict_future for STRL
[2026-02-13T20:32:03.737447] [INFO ] [sig       ] STRL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:03.886818] [INFO ] [LOCAL     ] Saved forecast: STRL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STRL.txt
[2026-02-13T20:32:03.886996] [INFO ] [sig       ] [2890/3406] Completed STRL in 0.4s | 2.84 sym/s | Total: 17.0m | ETA: 3.0m
[2026-02-13T20:32:03.887052] [INFO ] [sig       ] [2891/3406] Forecasting STRS...
[2026-02-13T20:32:03.887086] [INFO ] [sig       ] Generating forecast for: STRS
[2026-02-13T20:32:03.887125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2026-02-13T20:32:03.898388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2026-02-13T20:32:03.898807] [INFO ] [FORECASTER] Starting predict_future for STRS
[2026-02-13T20:32:03.899640] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2026-02-13T20:32:03.899693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:03.899726] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:03.899752] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:03.899828] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:03.960181] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:03.961110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:03.961210] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:03.961244] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:04.062810] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:04.062946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:04.062985] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:04.063014] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:04.066455] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=25.62%)
[2026-02-13T20:32:04.066779] [INFO ] [FORECASTER] Completed predict_future for STRS
[2026-02-13T20:32:04.067093] [INFO ] [sig       ] STRS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:04.209961] [INFO ] [LOCAL     ] Saved forecast: STRS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/STRS.txt
[2026-02-13T20:32:04.210104] [INFO ] [sig       ] [2891/3406] Completed STRS in 0.3s | 2.84 sym/s | Total: 17.0m | ETA: 3.0m
[2026-02-13T20:32:04.210152] [INFO ] [sig       ] [2892/3406] Forecasting STSS...
[2026-02-13T20:32:04.210182] [INFO ] [sig       ] Generating forecast for: STSS
[2026-02-13T20:32:04.210211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2026-02-13T20:32:04.221246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STSS'.
[2026-02-13T20:32:04.221714] [INFO ] [FORECASTER] Starting predict_future for STSS
[2026-02-13T20:32:04.222682] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2026-02-13T20:32:04.222735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:04.222802] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:04.222831] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:04.222888] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:04.284895] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:04.285844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:04.285924] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:04.285957] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:04.410887] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:04.411044] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:04.411085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:04.411114] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:04.414648] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: UP (p=78.09%)
[2026-02-13T20:32:04.414931] [INFO ] [FORECASTER] Completed predict_future for STSS
[2026-02-13T20:32:04.415065] [INFO ] [sig       ] STSS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:04.561981] [INFO ] [LOCAL     ] Saved forecast: STSS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STSS.txt
[2026-02-13T20:32:04.562131] [INFO ] [sig       ] [2892/3406] Completed STSS in 0.4s | 2.84 sym/s | Total: 17.0m | ETA: 3.0m
[2026-02-13T20:32:04.562188] [INFO ] [sig       ] [2893/3406] Forecasting STTK...
[2026-02-13T20:32:04.562220] [INFO ] [sig       ] Generating forecast for: STTK
[2026-02-13T20:32:04.562250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2026-02-13T20:32:04.575265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STTK'.
[2026-02-13T20:32:04.575635] [INFO ] [FORECASTER] Starting predict_future for STTK
[2026-02-13T20:32:04.576665] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2026-02-13T20:32:04.576730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:04.576771] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:04.576806] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:04.576865] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:04.635471] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:04.636259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:04.636345] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:04.636379] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:04.755213] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:04.755372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:04.755433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:04.755465] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:04.759101] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: DOWN (p=45.29%)
[2026-02-13T20:32:04.759381] [INFO ] [FORECASTER] Completed predict_future for STTK
[2026-02-13T20:32:04.759510] [INFO ] [sig       ] STTK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:04.904466] [INFO ] [LOCAL     ] Saved forecast: STTK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/STTK.txt
[2026-02-13T20:32:04.904635] [INFO ] [sig       ] [2893/3406] Completed STTK in 0.3s | 2.84 sym/s | Total: 17.0m | ETA: 3.0m
[2026-02-13T20:32:04.904679] [INFO ] [sig       ] [2894/3406] Forecasting STVN...
[2026-02-13T20:32:04.904709] [INFO ] [sig       ] Generating forecast for: STVN
[2026-02-13T20:32:04.904738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2026-02-13T20:32:04.915959] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STVN'.
[2026-02-13T20:32:04.916285] [INFO ] [FORECASTER] Starting predict_future for STVN
[2026-02-13T20:32:04.917073] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2026-02-13T20:32:04.917126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:04.917158] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:04.917185] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:04.917242] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:04.974459] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:04.975270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:04.975351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:04.975383] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:05.093909] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:05.094064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:05.094104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:05.094133] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:05.097630] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=80.72%)
[2026-02-13T20:32:05.097910] [INFO ] [FORECASTER] Completed predict_future for STVN
[2026-02-13T20:32:05.098047] [INFO ] [sig       ] STVN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:05.245008] [INFO ] [LOCAL     ] Saved forecast: STVN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STVN.txt
[2026-02-13T20:32:05.245213] [INFO ] [sig       ] [2894/3406] Completed STVN in 0.3s | 2.84 sym/s | Total: 17.0m | ETA: 3.0m
[2026-02-13T20:32:05.245266] [INFO ] [sig       ] [2895/3406] Forecasting STWD...
[2026-02-13T20:32:05.245298] [INFO ] [sig       ] Generating forecast for: STWD
[2026-02-13T20:32:05.245329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2026-02-13T20:32:05.262733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2026-02-13T20:32:05.263144] [INFO ] [FORECASTER] Starting predict_future for STWD
[2026-02-13T20:32:05.263967] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2026-02-13T20:32:05.264020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:05.264052] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:05.264078] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:05.264142] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:05.322272] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:05.323149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:05.323299] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:05.323335] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:05.446730] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:05.446892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:05.446932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:05.447016] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:05.450537] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: UP (p=99.74%)
[2026-02-13T20:32:05.450864] [INFO ] [FORECASTER] Completed predict_future for STWD
[2026-02-13T20:32:05.450991] [INFO ] [sig       ] STWD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:05.593229] [INFO ] [LOCAL     ] Saved forecast: STWD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STWD.txt
[2026-02-13T20:32:05.593382] [INFO ] [sig       ] [2895/3406] Completed STWD in 0.3s | 2.84 sym/s | Total: 17.0m | ETA: 3.0m
[2026-02-13T20:32:05.593424] [INFO ] [sig       ] [2896/3406] Forecasting STX...
[2026-02-13T20:32:05.593454] [INFO ] [sig       ] Generating forecast for: STX
[2026-02-13T20:32:05.593484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2026-02-13T20:32:05.605060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2026-02-13T20:32:05.605422] [INFO ] [FORECASTER] Starting predict_future for STX
[2026-02-13T20:32:05.606455] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2026-02-13T20:32:05.606508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:05.606544] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:05.606601] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:05.606674] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:05.665188] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:05.666094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:05.666181] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:05.666215] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:05.792018] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:05.792195] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:05.792236] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:05.792266] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:05.795983] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: DOWN (p=36.38%)
[2026-02-13T20:32:05.796298] [INFO ] [FORECASTER] Completed predict_future for STX
[2026-02-13T20:32:05.796435] [INFO ] [sig       ] STX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:05.942605] [INFO ] [LOCAL     ] Saved forecast: STX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/STX.txt
[2026-02-13T20:32:05.942762] [INFO ] [sig       ] [2896/3406] Completed STX in 0.3s | 2.84 sym/s | Total: 17.0m | ETA: 3.0m
[2026-02-13T20:32:05.942804] [INFO ] [sig       ] [2897/3406] Forecasting STXE...
[2026-02-13T20:32:05.942837] [INFO ] [sig       ] Generating forecast for: STXE
[2026-02-13T20:32:05.942868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2026-02-13T20:32:05.954913] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2026-02-13T20:32:05.955313] [INFO ] [FORECASTER] Starting predict_future for STXE
[2026-02-13T20:32:05.956161] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2026-02-13T20:32:05.956216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:05.956264] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:05.956292] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:05.956350] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:06.025020] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:06.025994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:06.026089] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:06.026123] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:06.149960] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:06.150150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:06.150206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:06.150240] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:06.154381] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2026-02-13T20:32:06.154740] [INFO ] [FORECASTER] Completed predict_future for STXE
[2026-02-13T20:32:06.154884] [INFO ] [sig       ] STXE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:06.300462] [INFO ] [LOCAL     ] Saved forecast: STXE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STXE.txt
[2026-02-13T20:32:06.300640] [INFO ] [sig       ] [2897/3406] Completed STXE in 0.4s | 2.84 sym/s | Total: 17.0m | ETA: 3.0m
[2026-02-13T20:32:06.300682] [INFO ] [sig       ] [2898/3406] Forecasting STXG...
[2026-02-13T20:32:06.300713] [INFO ] [sig       ] Generating forecast for: STXG
[2026-02-13T20:32:06.300744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2026-02-13T20:32:06.312184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2026-02-13T20:32:06.312636] [INFO ] [FORECASTER] Starting predict_future for STXG
[2026-02-13T20:32:06.313719] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2026-02-13T20:32:06.313773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:06.314000] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:06.314026] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:06.314083] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:06.374406] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:06.375327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:06.375416] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:06.375451] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:06.493523] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:06.493707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:06.493951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:06.493990] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:06.497646] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=91.58%)
[2026-02-13T20:32:06.497977] [INFO ] [FORECASTER] Completed predict_future for STXG
[2026-02-13T20:32:06.498118] [INFO ] [sig       ] STXG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:06.648214] [INFO ] [LOCAL     ] Saved forecast: STXG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/STXG.txt
[2026-02-13T20:32:06.648376] [INFO ] [sig       ] [2898/3406] Completed STXG in 0.3s | 2.84 sym/s | Total: 17.0m | ETA: 3.0m
[2026-02-13T20:32:06.648416] [INFO ] [sig       ] [2899/3406] Forecasting SUI...
[2026-02-13T20:32:06.648446] [INFO ] [sig       ] Generating forecast for: SUI
[2026-02-13T20:32:06.648475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2026-02-13T20:32:06.661111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2026-02-13T20:32:06.661525] [INFO ] [FORECASTER] Starting predict_future for SUI
[2026-02-13T20:32:06.662666] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2026-02-13T20:32:06.662721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:06.662755] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:06.662782] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:06.662839] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:06.727127] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:06.728167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:06.728280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:06.728314] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:06.863484] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:06.863709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:06.863964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:06.864007] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:06.870075] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: DOWN (p=34.18%)
[2026-02-13T20:32:06.870471] [INFO ] [FORECASTER] Completed predict_future for SUI
[2026-02-13T20:32:06.870646] [INFO ] [sig       ] SUI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:07.028840] [INFO ] [LOCAL     ] Saved forecast: SUI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SUI.txt
[2026-02-13T20:32:07.029007] [INFO ] [sig       ] [2899/3406] Completed SUI in 0.4s | 2.84 sym/s | Total: 17.0m | ETA: 3.0m
[2026-02-13T20:32:07.029050] [INFO ] [sig       ] [2900/3406] Forecasting SUN...
[2026-02-13T20:32:07.029082] [INFO ] [sig       ] Generating forecast for: SUN
[2026-02-13T20:32:07.029113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2026-02-13T20:32:07.041644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUN'.
[2026-02-13T20:32:07.042087] [INFO ] [FORECASTER] Starting predict_future for SUN
[2026-02-13T20:32:07.043010] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2026-02-13T20:32:07.043067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:07.043100] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:07.043128] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:07.043186] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:07.106971] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:07.107969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:07.108067] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:07.108104] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:07.236700] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:07.236871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:07.236917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:07.236949] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:07.240785] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: UP (p=75.94%)
[2026-02-13T20:32:07.241123] [INFO ] [FORECASTER] Completed predict_future for SUN
[2026-02-13T20:32:07.241272] [INFO ] [sig       ] SUN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:07.388881] [INFO ] [LOCAL     ] Saved forecast: SUN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SUN.txt
[2026-02-13T20:32:07.389030] [INFO ] [sig       ] [2900/3406] Completed SUN in 0.4s | 2.84 sym/s | Total: 17.0m | ETA: 3.0m
[2026-02-13T20:32:07.389068] [INFO ] [sig       ] [2901/3406] Forecasting SUNS...
[2026-02-13T20:32:07.389103] [INFO ] [sig       ] Generating forecast for: SUNS
[2026-02-13T20:32:07.389135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2026-02-13T20:32:07.401404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUNS'.
[2026-02-13T20:32:07.401831] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2026-02-13T20:32:07.403081] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2026-02-13T20:32:07.403134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:07.403166] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:07.403192] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:07.403248] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:07.469857] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:07.470734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:07.470822] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:07.470857] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:07.600516] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:07.600688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:07.600728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:07.600756] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:07.604139] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=37.46%)
[2026-02-13T20:32:07.604423] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2026-02-13T20:32:07.604551] [INFO ] [sig       ] SUNS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:07.749739] [INFO ] [LOCAL     ] Saved forecast: SUNS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SUNS.txt
[2026-02-13T20:32:07.749892] [INFO ] [sig       ] [2901/3406] Completed SUNS in 0.4s | 2.84 sym/s | Total: 17.1m | ETA: 3.0m
[2026-02-13T20:32:07.749934] [INFO ] [sig       ] [2902/3406] Forecasting SUPN...
[2026-02-13T20:32:07.749963] [INFO ] [sig       ] Generating forecast for: SUPN
[2026-02-13T20:32:07.749993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2026-02-13T20:32:07.760592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2026-02-13T20:32:07.760945] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2026-02-13T20:32:07.761792] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2026-02-13T20:32:07.761844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:07.761878] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:07.761906] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:07.761964] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:07.823243] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:07.824111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:07.824231] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:07.824267] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:07.950260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:07.950459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:07.950530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:07.950595] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:07.954522] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=88.84%)
[2026-02-13T20:32:07.954870] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2026-02-13T20:32:07.955014] [INFO ] [sig       ] SUPN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:08.100246] [INFO ] [LOCAL     ] Saved forecast: SUPN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SUPN.txt
[2026-02-13T20:32:08.100411] [INFO ] [sig       ] [2902/3406] Completed SUPN in 0.4s | 2.84 sym/s | Total: 17.1m | ETA: 3.0m
[2026-02-13T20:32:08.100452] [INFO ] [sig       ] [2903/3406] Forecasting SUSB...
[2026-02-13T20:32:08.100483] [INFO ] [sig       ] Generating forecast for: SUSB
[2026-02-13T20:32:08.100516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2026-02-13T20:32:08.111816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2026-02-13T20:32:08.112212] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2026-02-13T20:32:08.113099] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2026-02-13T20:32:08.113154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:08.113187] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:08.113215] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:08.113272] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:08.176384] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:08.177302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:08.177394] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:08.177430] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:08.301641] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:08.301795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:08.301838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:08.301868] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:08.305389] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=56.27%)
[2026-02-13T20:32:08.305696] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2026-02-13T20:32:08.305829] [INFO ] [sig       ] SUSB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:08.450449] [INFO ] [LOCAL     ] Saved forecast: SUSB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SUSB.txt
[2026-02-13T20:32:08.450620] [INFO ] [sig       ] [2903/3406] Completed SUSB in 0.4s | 2.84 sym/s | Total: 17.1m | ETA: 3.0m
[2026-02-13T20:32:08.450674] [INFO ] [sig       ] [2904/3406] Forecasting SUSC...
[2026-02-13T20:32:08.450709] [INFO ] [sig       ] Generating forecast for: SUSC
[2026-02-13T20:32:08.450740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2026-02-13T20:32:08.464507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2026-02-13T20:32:08.464981] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2026-02-13T20:32:08.465853] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2026-02-13T20:32:08.465908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:08.465943] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:08.465970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:08.466028] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:08.524209] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:08.525220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:08.525315] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:08.525351] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:08.649608] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:08.649776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:08.649819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:08.649868] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:08.653472] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: DOWN (p=6.74%)
[2026-02-13T20:32:08.653811] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2026-02-13T20:32:08.653950] [INFO ] [sig       ] SUSC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:08.795338] [INFO ] [LOCAL     ] Saved forecast: SUSC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SUSC.txt
[2026-02-13T20:32:08.795496] [INFO ] [sig       ] [2904/3406] Completed SUSC in 0.3s | 2.84 sym/s | Total: 17.1m | ETA: 3.0m
[2026-02-13T20:32:08.795539] [INFO ] [sig       ] [2905/3406] Forecasting SUSL...
[2026-02-13T20:32:08.795588] [INFO ] [sig       ] Generating forecast for: SUSL
[2026-02-13T20:32:08.795622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2026-02-13T20:32:08.807183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2026-02-13T20:32:08.807633] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2026-02-13T20:32:08.808483] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2026-02-13T20:32:08.808537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:08.808598] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:08.808632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:08.808690] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:08.869049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:08.870192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:08.870282] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:08.870316] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:08.990245] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:08.990405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:08.990448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:08.990480] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:08.994076] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: UP (p=90.73%)
[2026-02-13T20:32:08.994384] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2026-02-13T20:32:08.994521] [INFO ] [sig       ] SUSL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:09.139161] [INFO ] [LOCAL     ] Saved forecast: SUSL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SUSL.txt
[2026-02-13T20:32:09.139337] [INFO ] [sig       ] [2905/3406] Completed SUSL in 0.3s | 2.84 sym/s | Total: 17.1m | ETA: 2.9m
[2026-02-13T20:32:09.139381] [INFO ] [sig       ] [2906/3406] Forecasting SUUN...
[2026-02-13T20:32:09.139411] [INFO ] [sig       ] Generating forecast for: SUUN
[2026-02-13T20:32:09.139441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2026-02-13T20:32:09.150431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2026-02-13T20:32:09.150849] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2026-02-13T20:32:09.151916] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2026-02-13T20:32:09.151971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:09.152006] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:09.152033] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:09.152091] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:09.212941] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:09.213781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:09.213866] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:09.213918] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:09.342632] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:09.342789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:09.342830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:09.342860] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:09.346357] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: DOWN (p=42.04%)
[2026-02-13T20:32:09.346663] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2026-02-13T20:32:09.346795] [INFO ] [sig       ] SUUN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:09.486832] [INFO ] [LOCAL     ] Saved forecast: SUUN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SUUN.txt
[2026-02-13T20:32:09.487005] [INFO ] [sig       ] [2906/3406] Completed SUUN in 0.3s | 2.84 sym/s | Total: 17.1m | ETA: 2.9m
[2026-02-13T20:32:09.487051] [INFO ] [sig       ] [2907/3406] Forecasting SUZ...
[2026-02-13T20:32:09.487081] [INFO ] [sig       ] Generating forecast for: SUZ
[2026-02-13T20:32:09.487112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2026-02-13T20:32:09.498555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2026-02-13T20:32:09.498936] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2026-02-13T20:32:09.499777] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2026-02-13T20:32:09.499845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:09.499887] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:09.499924] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:09.500002] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:09.572065] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:09.573288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:09.573402] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:09.573460] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:09.700319] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:09.700480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:09.700518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:09.700546] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:09.704123] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: UP (p=72.07%)
[2026-02-13T20:32:09.704441] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2026-02-13T20:32:09.704599] [INFO ] [sig       ] SUZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:09.844640] [INFO ] [LOCAL     ] Saved forecast: SUZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SUZ.txt
[2026-02-13T20:32:09.844797] [INFO ] [sig       ] [2907/3406] Completed SUZ in 0.4s | 2.84 sym/s | Total: 17.1m | ETA: 2.9m
[2026-02-13T20:32:09.844835] [INFO ] [sig       ] [2908/3406] Forecasting SVC...
[2026-02-13T20:32:09.844864] [INFO ] [sig       ] Generating forecast for: SVC
[2026-02-13T20:32:09.844897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2026-02-13T20:32:09.856345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2026-02-13T20:32:09.856738] [INFO ] [FORECASTER] Starting predict_future for SVC
[2026-02-13T20:32:09.857509] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2026-02-13T20:32:09.857561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:09.857653] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:09.857702] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:09.857761] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:09.917260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:09.918193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:09.918280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:09.918314] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:10.042254] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:10.042414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:10.042455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:10.042485] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:10.046075] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=92.43%)
[2026-02-13T20:32:10.046371] [INFO ] [FORECASTER] Completed predict_future for SVC
[2026-02-13T20:32:10.046504] [INFO ] [sig       ] SVC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:10.188518] [INFO ] [LOCAL     ] Saved forecast: SVC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SVC.txt
[2026-02-13T20:32:10.188709] [INFO ] [sig       ] [2908/3406] Completed SVC in 0.3s | 2.84 sym/s | Total: 17.1m | ETA: 2.9m
[2026-02-13T20:32:10.188759] [INFO ] [sig       ] [2909/3406] Forecasting SVCO...
[2026-02-13T20:32:10.188795] [INFO ] [sig       ] Generating forecast for: SVCO
[2026-02-13T20:32:10.188828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2026-02-13T20:32:10.199721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2026-02-13T20:32:10.200302] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2026-02-13T20:32:10.201330] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2026-02-13T20:32:10.201384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:10.201446] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:10.201476] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:10.201534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:10.264431] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:10.265394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:10.265482] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:10.265514] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:10.385917] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:10.386077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:10.386116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:10.386144] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:10.389748] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: UP (p=61.45%)
[2026-02-13T20:32:10.390048] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2026-02-13T20:32:10.390178] [INFO ] [sig       ] SVCO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:10.530594] [INFO ] [LOCAL     ] Saved forecast: SVCO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SVCO.txt
[2026-02-13T20:32:10.530761] [INFO ] [sig       ] [2909/3406] Completed SVCO in 0.3s | 2.84 sym/s | Total: 17.1m | ETA: 2.9m
[2026-02-13T20:32:10.530804] [INFO ] [sig       ] [2910/3406] Forecasting SVRA...
[2026-02-13T20:32:10.530833] [INFO ] [sig       ] Generating forecast for: SVRA
[2026-02-13T20:32:10.530863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2026-02-13T20:32:10.542029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2026-02-13T20:32:10.542395] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2026-02-13T20:32:10.543209] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2026-02-13T20:32:10.543261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:10.543293] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:10.543320] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:10.543376] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:10.601910] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:10.602711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:10.602792] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:10.602825] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:10.724197] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:10.724361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:10.724401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:10.724430] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:10.727976] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: UP (p=72.66%)
[2026-02-13T20:32:10.728275] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2026-02-13T20:32:10.728417] [INFO ] [sig       ] SVRA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:10.872431] [INFO ] [LOCAL     ] Saved forecast: SVRA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SVRA.txt
[2026-02-13T20:32:10.872611] [INFO ] [sig       ] [2910/3406] Completed SVRA in 0.3s | 2.84 sym/s | Total: 17.1m | ETA: 2.9m
[2026-02-13T20:32:10.872656] [INFO ] [sig       ] [2911/3406] Forecasting SWBI...
[2026-02-13T20:32:10.872686] [INFO ] [sig       ] Generating forecast for: SWBI
[2026-02-13T20:32:10.872716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2026-02-13T20:32:10.884557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2026-02-13T20:32:10.884937] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2026-02-13T20:32:10.885746] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2026-02-13T20:32:10.885808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:10.885847] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:10.885881] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:10.885937] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:10.947509] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:10.948429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:10.948517] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:10.948550] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:11.072140] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:11.072299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:11.072339] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:11.072368] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:11.075986] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: DOWN (p=10.04%)
[2026-02-13T20:32:11.076289] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2026-02-13T20:32:11.076423] [INFO ] [sig       ] SWBI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:11.218592] [INFO ] [LOCAL     ] Saved forecast: SWBI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SWBI.txt
[2026-02-13T20:32:11.218740] [INFO ] [sig       ] [2911/3406] Completed SWBI in 0.3s | 2.84 sym/s | Total: 17.1m | ETA: 2.9m
[2026-02-13T20:32:11.218780] [INFO ] [sig       ] [2912/3406] Forecasting SWIM...
[2026-02-13T20:32:11.218810] [INFO ] [sig       ] Generating forecast for: SWIM
[2026-02-13T20:32:11.218857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2026-02-13T20:32:11.229809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2026-02-13T20:32:11.230184] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2026-02-13T20:32:11.231031] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2026-02-13T20:32:11.231083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:11.231114] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:11.231140] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:11.231196] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:11.289492] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:11.290457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:11.290561] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:11.290618] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:11.420363] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:11.420552] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:11.420641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:11.420755] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:11.425868] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2026-02-13T20:32:11.426266] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2026-02-13T20:32:11.426459] [INFO ] [sig       ] SWIM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:11.574214] [INFO ] [LOCAL     ] Saved forecast: SWIM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SWIM.txt
[2026-02-13T20:32:11.574378] [INFO ] [sig       ] [2912/3406] Completed SWIM in 0.4s | 2.84 sym/s | Total: 17.1m | ETA: 2.9m
[2026-02-13T20:32:11.574418] [INFO ] [sig       ] [2913/3406] Forecasting SWK...
[2026-02-13T20:32:11.574451] [INFO ] [sig       ] Generating forecast for: SWK
[2026-02-13T20:32:11.574482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2026-02-13T20:32:11.588848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2026-02-13T20:32:11.589361] [INFO ] [FORECASTER] Starting predict_future for SWK
[2026-02-13T20:32:11.590427] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2026-02-13T20:32:11.590492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:11.590530] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:11.590564] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:11.590667] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:11.668404] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:11.669385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:11.669476] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:11.669509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:11.793196] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:11.793364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:11.793405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:11.793434] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:11.797389] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=84.81%)
[2026-02-13T20:32:11.797831] [INFO ] [FORECASTER] Completed predict_future for SWK
[2026-02-13T20:32:11.797990] [INFO ] [sig       ] SWK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:11.951228] [INFO ] [LOCAL     ] Saved forecast: SWK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SWK.txt
[2026-02-13T20:32:11.951418] [INFO ] [sig       ] [2913/3406] Completed SWK in 0.4s | 2.84 sym/s | Total: 17.1m | ETA: 2.9m
[2026-02-13T20:32:11.951482] [INFO ] [sig       ] [2914/3406] Forecasting SWKS...
[2026-02-13T20:32:11.951518] [INFO ] [sig       ] Generating forecast for: SWKS
[2026-02-13T20:32:11.951549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2026-02-13T20:32:11.963272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2026-02-13T20:32:11.963763] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2026-02-13T20:32:11.964730] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2026-02-13T20:32:11.964807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:11.964847] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:11.964876] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:11.964938] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:12.025524] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:12.026722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:12.026829] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:12.026862] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:12.157642] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:12.157760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:12.157801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:12.157831] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:12.161652] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: UP (p=97.10%)
[2026-02-13T20:32:12.161957] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2026-02-13T20:32:12.162094] [INFO ] [sig       ] SWKS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:12.314898] [INFO ] [LOCAL     ] Saved forecast: SWKS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SWKS.txt
[2026-02-13T20:32:12.315060] [INFO ] [sig       ] [2914/3406] Completed SWKS in 0.4s | 2.84 sym/s | Total: 17.1m | ETA: 2.9m
[2026-02-13T20:32:12.315100] [INFO ] [sig       ] [2915/3406] Forecasting SWX...
[2026-02-13T20:32:12.315132] [INFO ] [sig       ] Generating forecast for: SWX
[2026-02-13T20:32:12.315163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2026-02-13T20:32:12.328677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2026-02-13T20:32:12.329192] [INFO ] [FORECASTER] Starting predict_future for SWX
[2026-02-13T20:32:12.330158] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2026-02-13T20:32:12.330218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:12.330254] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:12.330285] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:12.330355] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:12.391524] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:12.392487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:12.392600] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:12.392638] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:12.516873] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:12.517027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:12.517066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:12.517094] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:12.520635] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=32.60%)
[2026-02-13T20:32:12.520947] [INFO ] [FORECASTER] Completed predict_future for SWX
[2026-02-13T20:32:12.521077] [INFO ] [sig       ] SWX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:12.660842] [INFO ] [LOCAL     ] Saved forecast: SWX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SWX.txt
[2026-02-13T20:32:12.660961] [INFO ] [sig       ] [2915/3406] Completed SWX in 0.3s | 2.84 sym/s | Total: 17.1m | ETA: 2.9m
[2026-02-13T20:32:12.661000] [INFO ] [sig       ] [2916/3406] Forecasting SXC...
[2026-02-13T20:32:12.661028] [INFO ] [sig       ] Generating forecast for: SXC
[2026-02-13T20:32:12.661058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2026-02-13T20:32:12.672669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXC'.
[2026-02-13T20:32:12.673023] [INFO ] [FORECASTER] Starting predict_future for SXC
[2026-02-13T20:32:12.673857] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2026-02-13T20:32:12.674063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:12.674097] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:12.674126] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:12.674184] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:12.732280] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:12.732906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:12.732984] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:12.733015] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:12.855070] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:12.855227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:12.855267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:12.855295] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:12.858722] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=92.50%)
[2026-02-13T20:32:12.859031] [INFO ] [FORECASTER] Completed predict_future for SXC
[2026-02-13T20:32:12.859156] [INFO ] [sig       ] SXC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:12.996703] [INFO ] [LOCAL     ] Saved forecast: SXC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SXC.txt
[2026-02-13T20:32:12.996846] [INFO ] [sig       ] [2916/3406] Completed SXC in 0.3s | 2.84 sym/s | Total: 17.1m | ETA: 2.9m
[2026-02-13T20:32:12.996886] [INFO ] [sig       ] [2917/3406] Forecasting SXI...
[2026-02-13T20:32:12.996916] [INFO ] [sig       ] Generating forecast for: SXI
[2026-02-13T20:32:12.996949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2026-02-13T20:32:13.008639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2026-02-13T20:32:13.009015] [INFO ] [FORECASTER] Starting predict_future for SXI
[2026-02-13T20:32:13.009909] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2026-02-13T20:32:13.009964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:13.009996] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:13.010024] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:13.010082] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:13.067308] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:13.068103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:13.068187] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:13.068219] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:13.192736] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:13.192897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:13.192940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:13.192970] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:13.196467] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: DOWN (p=29.92%)
[2026-02-13T20:32:13.196776] [INFO ] [FORECASTER] Completed predict_future for SXI
[2026-02-13T20:32:13.196911] [INFO ] [sig       ] SXI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:13.335463] [INFO ] [LOCAL     ] Saved forecast: SXI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SXI.txt
[2026-02-13T20:32:13.335637] [INFO ] [sig       ] [2917/3406] Completed SXI in 0.3s | 2.84 sym/s | Total: 17.1m | ETA: 2.9m
[2026-02-13T20:32:13.335680] [INFO ] [sig       ] [2918/3406] Forecasting SY...
[2026-02-13T20:32:13.335716] [INFO ] [sig       ] Generating forecast for: SY
[2026-02-13T20:32:13.335753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2026-02-13T20:32:13.346463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SY'.
[2026-02-13T20:32:13.346881] [INFO ] [FORECASTER] Starting predict_future for SY
[2026-02-13T20:32:13.347792] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2026-02-13T20:32:13.347846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:13.347879] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:13.347907] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:13.347964] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:13.405785] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:13.406566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:13.406673] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:13.406711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:13.528188] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:13.528357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:13.528400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:13.528430] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:13.531953] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: DOWN (p=22.59%)
[2026-02-13T20:32:13.532238] [INFO ] [FORECASTER] Completed predict_future for SY
[2026-02-13T20:32:13.532374] [INFO ] [sig       ] SY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:13.677261] [INFO ] [LOCAL     ] Saved forecast: SY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SY.txt
[2026-02-13T20:32:13.677417] [INFO ] [sig       ] [2918/3406] Completed SY in 0.3s | 2.84 sym/s | Total: 17.1m | ETA: 2.9m
[2026-02-13T20:32:13.677458] [INFO ] [sig       ] [2919/3406] Forecasting SYF...
[2026-02-13T20:32:13.677489] [INFO ] [sig       ] Generating forecast for: SYF
[2026-02-13T20:32:13.677520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2026-02-13T20:32:13.689028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2026-02-13T20:32:13.689416] [INFO ] [FORECASTER] Starting predict_future for SYF
[2026-02-13T20:32:13.690367] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2026-02-13T20:32:13.690422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:13.690454] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:13.690481] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:13.690537] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:13.751699] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:13.752568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:13.752680] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:13.752757] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:13.882085] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:13.882244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:13.882286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:13.882316] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:13.885851] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2026-02-13T20:32:13.886135] [INFO ] [FORECASTER] Completed predict_future for SYF
[2026-02-13T20:32:13.886270] [INFO ] [sig       ] SYF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:14.033529] [INFO ] [LOCAL     ] Saved forecast: SYF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SYF.txt
[2026-02-13T20:32:14.033714] [INFO ] [sig       ] [2919/3406] Completed SYF in 0.4s | 2.84 sym/s | Total: 17.2m | ETA: 2.9m
[2026-02-13T20:32:14.033764] [INFO ] [sig       ] [2920/3406] Forecasting SYK...
[2026-02-13T20:32:14.033802] [INFO ] [sig       ] Generating forecast for: SYK
[2026-02-13T20:32:14.033839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2026-02-13T20:32:14.046511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2026-02-13T20:32:14.046947] [INFO ] [FORECASTER] Starting predict_future for SYK
[2026-02-13T20:32:14.048045] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2026-02-13T20:32:14.048099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:14.048132] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:14.048158] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:14.048213] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:14.111239] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:14.112209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:14.112316] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:14.112351] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:14.234753] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:14.234912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:14.234952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:14.234981] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:14.238383] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: DOWN (p=32.78%)
[2026-02-13T20:32:14.238681] [INFO ] [FORECASTER] Completed predict_future for SYK
[2026-02-13T20:32:14.238811] [INFO ] [sig       ] SYK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:14.377464] [INFO ] [LOCAL     ] Saved forecast: SYK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SYK.txt
[2026-02-13T20:32:14.377639] [INFO ] [sig       ] [2920/3406] Completed SYK in 0.3s | 2.84 sym/s | Total: 17.2m | ETA: 2.9m
[2026-02-13T20:32:14.377682] [INFO ] [sig       ] [2921/3406] Forecasting SYM...
[2026-02-13T20:32:14.377712] [INFO ] [sig       ] Generating forecast for: SYM
[2026-02-13T20:32:14.377741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2026-02-13T20:32:14.388728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2026-02-13T20:32:14.389095] [INFO ] [FORECASTER] Starting predict_future for SYM
[2026-02-13T20:32:14.389930] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2026-02-13T20:32:14.389982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:14.390029] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:14.390057] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:14.390112] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:14.446421] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:14.447203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:14.447286] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:14.447319] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:14.569559] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:14.569717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:14.569757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:14.569791] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:14.573283] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: DOWN (p=19.79%)
[2026-02-13T20:32:14.573563] [INFO ] [FORECASTER] Completed predict_future for SYM
[2026-02-13T20:32:14.573711] [INFO ] [sig       ] SYM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:14.712967] [INFO ] [LOCAL     ] Saved forecast: SYM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SYM.txt
[2026-02-13T20:32:14.713109] [INFO ] [sig       ] [2921/3406] Completed SYM in 0.3s | 2.84 sym/s | Total: 17.2m | ETA: 2.9m
[2026-02-13T20:32:14.713150] [INFO ] [sig       ] [2922/3406] Forecasting SYNA...
[2026-02-13T20:32:14.713180] [INFO ] [sig       ] Generating forecast for: SYNA
[2026-02-13T20:32:14.713211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2026-02-13T20:32:14.724903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2026-02-13T20:32:14.725445] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2026-02-13T20:32:14.726246] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2026-02-13T20:32:14.726299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:14.726330] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:14.726359] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:14.726416] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:14.786458] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:14.787309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:14.787389] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:14.787422] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:14.911172] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:14.911327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:14.911366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:14.911394] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:14.915189] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: UP (p=91.47%)
[2026-02-13T20:32:14.915485] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2026-02-13T20:32:14.915638] [INFO ] [sig       ] SYNA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:15.064050] [INFO ] [LOCAL     ] Saved forecast: SYNA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/SYNA.txt
[2026-02-13T20:32:15.064230] [INFO ] [sig       ] [2922/3406] Completed SYNA in 0.4s | 2.84 sym/s | Total: 17.2m | ETA: 2.8m
[2026-02-13T20:32:15.064272] [INFO ] [sig       ] [2923/3406] Forecasting SYRE...
[2026-02-13T20:32:15.064301] [INFO ] [sig       ] Generating forecast for: SYRE
[2026-02-13T20:32:15.064330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2026-02-13T20:32:15.075255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2026-02-13T20:32:15.075644] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2026-02-13T20:32:15.076507] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2026-02-13T20:32:15.076562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:15.076619] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:15.076648] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:15.076706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:15.136254] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:15.137037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:15.137121] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:15.137154] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:15.262339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:15.262492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:15.262532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:15.262559] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:15.266267] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2026-02-13T20:32:15.266561] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2026-02-13T20:32:15.266754] [INFO ] [sig       ] SYRE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:15.409922] [INFO ] [LOCAL     ] Saved forecast: SYRE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SYRE.txt
[2026-02-13T20:32:15.410063] [INFO ] [sig       ] [2923/3406] Completed SYRE in 0.3s | 2.84 sym/s | Total: 17.2m | ETA: 2.8m
[2026-02-13T20:32:15.410102] [INFO ] [sig       ] [2924/3406] Forecasting SYY...
[2026-02-13T20:32:15.410131] [INFO ] [sig       ] Generating forecast for: SYY
[2026-02-13T20:32:15.410162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2026-02-13T20:32:15.421006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2026-02-13T20:32:15.421367] [INFO ] [FORECASTER] Starting predict_future for SYY
[2026-02-13T20:32:15.422225] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2026-02-13T20:32:15.422277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:15.422309] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:15.422336] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:15.422392] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:15.480542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:15.481302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:15.481383] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:15.481416] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:15.619522] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:15.619702] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:15.619744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:15.619773] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:15.623311] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=24.52%)
[2026-02-13T20:32:15.623624] [INFO ] [FORECASTER] Completed predict_future for SYY
[2026-02-13T20:32:15.623755] [INFO ] [sig       ] SYY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:15.769497] [INFO ] [LOCAL     ] Saved forecast: SYY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/SYY.txt
[2026-02-13T20:32:15.769688] [INFO ] [sig       ] [2924/3406] Completed SYY in 0.4s | 2.84 sym/s | Total: 17.2m | ETA: 2.8m
[2026-02-13T20:32:15.769746] [INFO ] [sig       ] [2925/3406] Forecasting TAC...
[2026-02-13T20:32:15.769784] [INFO ] [sig       ] Generating forecast for: TAC
[2026-02-13T20:32:15.769821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2026-02-13T20:32:15.782937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2026-02-13T20:32:15.783567] [INFO ] [FORECASTER] Starting predict_future for TAC
[2026-02-13T20:32:15.784635] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2026-02-13T20:32:15.784690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:15.784724] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:15.784752] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:15.784825] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:15.845432] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:15.846300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:15.846387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:15.846421] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:15.966520] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:15.966693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:15.966734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:15.966763] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:15.971011] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: UP (p=72.92%)
[2026-02-13T20:32:15.971302] [INFO ] [FORECASTER] Completed predict_future for TAC
[2026-02-13T20:32:15.971433] [INFO ] [sig       ] TAC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:16.114011] [INFO ] [LOCAL     ] Saved forecast: TAC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TAC.txt
[2026-02-13T20:32:16.114151] [INFO ] [sig       ] [2925/3406] Completed TAC in 0.3s | 2.84 sym/s | Total: 17.2m | ETA: 2.8m
[2026-02-13T20:32:16.114191] [INFO ] [sig       ] [2926/3406] Forecasting TAK...
[2026-02-13T20:32:16.114221] [INFO ] [sig       ] Generating forecast for: TAK
[2026-02-13T20:32:16.114252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2026-02-13T20:32:16.125941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2026-02-13T20:32:16.126282] [INFO ] [FORECASTER] Starting predict_future for TAK
[2026-02-13T20:32:16.127093] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2026-02-13T20:32:16.127147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:16.127207] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:16.127236] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:16.127293] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:16.183827] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:16.184656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:16.184740] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:16.184773] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:16.300603] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:16.300767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:16.300807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:16.300836] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:16.304334] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=93.35%)
[2026-02-13T20:32:16.304631] [INFO ] [FORECASTER] Completed predict_future for TAK
[2026-02-13T20:32:16.304797] [INFO ] [sig       ] TAK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:16.449541] [INFO ] [LOCAL     ] Saved forecast: TAK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TAK.txt
[2026-02-13T20:32:16.449695] [INFO ] [sig       ] [2926/3406] Completed TAK in 0.3s | 2.84 sym/s | Total: 17.2m | ETA: 2.8m
[2026-02-13T20:32:16.449736] [INFO ] [sig       ] [2927/3406] Forecasting TAL...
[2026-02-13T20:32:16.449767] [INFO ] [sig       ] Generating forecast for: TAL
[2026-02-13T20:32:16.449804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2026-02-13T20:32:16.461165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2026-02-13T20:32:16.461496] [INFO ] [FORECASTER] Starting predict_future for TAL
[2026-02-13T20:32:16.462305] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2026-02-13T20:32:16.462357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:16.462388] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:16.462415] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:16.462471] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:16.521047] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:16.522164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:16.522271] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:16.522319] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:16.647670] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:16.647829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:16.647871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:16.647901] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:16.651882] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: UP (p=80.89%)
[2026-02-13T20:32:16.652194] [INFO ] [FORECASTER] Completed predict_future for TAL
[2026-02-13T20:32:16.652328] [INFO ] [sig       ] TAL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:16.792305] [INFO ] [LOCAL     ] Saved forecast: TAL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TAL.txt
[2026-02-13T20:32:16.792444] [INFO ] [sig       ] [2927/3406] Completed TAL in 0.3s | 2.84 sym/s | Total: 17.2m | ETA: 2.8m
[2026-02-13T20:32:16.792483] [INFO ] [sig       ] [2928/3406] Forecasting TALK...
[2026-02-13T20:32:16.792513] [INFO ] [sig       ] Generating forecast for: TALK
[2026-02-13T20:32:16.792542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2026-02-13T20:32:16.804284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2026-02-13T20:32:16.804637] [INFO ] [FORECASTER] Starting predict_future for TALK
[2026-02-13T20:32:16.805438] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2026-02-13T20:32:16.805490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:16.805522] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:16.805549] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:16.805630] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:16.862888] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:16.863717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:16.863798] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:16.863831] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:16.980174] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:16.980344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:16.980384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:16.980444] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:16.983925] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=43.30%)
[2026-02-13T20:32:16.984204] [INFO ] [FORECASTER] Completed predict_future for TALK
[2026-02-13T20:32:16.984330] [INFO ] [sig       ] TALK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:17.123812] [INFO ] [LOCAL     ] Saved forecast: TALK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TALK.txt
[2026-02-13T20:32:17.123956] [INFO ] [sig       ] [2928/3406] Completed TALK in 0.3s | 2.84 sym/s | Total: 17.2m | ETA: 2.8m
[2026-02-13T20:32:17.123996] [INFO ] [sig       ] [2929/3406] Forecasting TALO...
[2026-02-13T20:32:17.124025] [INFO ] [sig       ] Generating forecast for: TALO
[2026-02-13T20:32:17.124055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2026-02-13T20:32:17.135399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2026-02-13T20:32:17.135773] [INFO ] [FORECASTER] Starting predict_future for TALO
[2026-02-13T20:32:17.136568] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2026-02-13T20:32:17.136639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:17.136671] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:17.136698] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:17.136755] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:17.193398] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:17.194265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:17.194348] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:17.194380] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:17.320366] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:17.320534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:17.320592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:17.320663] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:17.324441] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: UP (p=74.94%)
[2026-02-13T20:32:17.324800] [INFO ] [FORECASTER] Completed predict_future for TALO
[2026-02-13T20:32:17.324941] [INFO ] [sig       ] TALO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:17.485866] [INFO ] [LOCAL     ] Saved forecast: TALO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TALO.txt
[2026-02-13T20:32:17.486056] [INFO ] [sig       ] [2929/3406] Completed TALO in 0.4s | 2.84 sym/s | Total: 17.2m | ETA: 2.8m
[2026-02-13T20:32:17.486101] [INFO ] [sig       ] [2930/3406] Forecasting TAOP...
[2026-02-13T20:32:17.486133] [INFO ] [sig       ] Generating forecast for: TAOP
[2026-02-13T20:32:17.486163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2026-02-13T20:32:17.498006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2026-02-13T20:32:17.498468] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2026-02-13T20:32:17.499404] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2026-02-13T20:32:17.499463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:17.499495] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:17.499521] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:17.499600] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:17.560911] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:17.561901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:17.562030] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:17.562079] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:17.682797] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:17.682982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:17.683025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:17.683053] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:17.686807] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=24.24%)
[2026-02-13T20:32:17.687196] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2026-02-13T20:32:17.687352] [INFO ] [sig       ] TAOP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:17.829493] [INFO ] [LOCAL     ] Saved forecast: TAOP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TAOP.txt
[2026-02-13T20:32:17.829671] [INFO ] [sig       ] [2930/3406] Completed TAOP in 0.3s | 2.84 sym/s | Total: 17.2m | ETA: 2.8m
[2026-02-13T20:32:17.829715] [INFO ] [sig       ] [2931/3406] Forecasting TAP...
[2026-02-13T20:32:17.829745] [INFO ] [sig       ] Generating forecast for: TAP
[2026-02-13T20:32:17.829775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2026-02-13T20:32:17.841087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2026-02-13T20:32:17.841490] [INFO ] [FORECASTER] Starting predict_future for TAP
[2026-02-13T20:32:17.842289] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2026-02-13T20:32:17.842341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:17.842373] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:17.842400] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:17.842456] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:17.901428] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:17.902595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:17.902692] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:17.902727] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:18.025585] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:18.025754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:18.025804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:18.025850] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:18.029515] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: UP (p=78.78%)
[2026-02-13T20:32:18.029832] [INFO ] [FORECASTER] Completed predict_future for TAP
[2026-02-13T20:32:18.029968] [INFO ] [sig       ] TAP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:18.172964] [INFO ] [LOCAL     ] Saved forecast: TAP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TAP.txt
[2026-02-13T20:32:18.173129] [INFO ] [sig       ] [2931/3406] Completed TAP in 0.3s | 2.84 sym/s | Total: 17.2m | ETA: 2.8m
[2026-02-13T20:32:18.173170] [INFO ] [sig       ] [2932/3406] Forecasting TARA...
[2026-02-13T20:32:18.173199] [INFO ] [sig       ] Generating forecast for: TARA
[2026-02-13T20:32:18.173231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2026-02-13T20:32:18.185816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARA'.
[2026-02-13T20:32:18.186402] [INFO ] [FORECASTER] Starting predict_future for TARA
[2026-02-13T20:32:18.187227] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2026-02-13T20:32:18.187280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:18.187312] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:18.187355] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:18.187414] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:18.247350] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:18.248360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:18.248451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:18.248484] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:18.369327] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:18.369502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:18.369542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:18.369594] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:18.373054] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: DOWN (p=6.53%)
[2026-02-13T20:32:18.373342] [INFO ] [FORECASTER] Completed predict_future for TARA
[2026-02-13T20:32:18.373472] [INFO ] [sig       ] TARA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:18.514975] [INFO ] [LOCAL     ] Saved forecast: TARA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TARA.txt
[2026-02-13T20:32:18.515162] [INFO ] [sig       ] [2932/3406] Completed TARA in 0.3s | 2.84 sym/s | Total: 17.2m | ETA: 2.8m
[2026-02-13T20:32:18.515206] [INFO ] [sig       ] [2933/3406] Forecasting TARK...
[2026-02-13T20:32:18.515235] [INFO ] [sig       ] Generating forecast for: TARK
[2026-02-13T20:32:18.515264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2026-02-13T20:32:18.526854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2026-02-13T20:32:18.527273] [INFO ] [FORECASTER] Starting predict_future for TARK
[2026-02-13T20:32:18.528230] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2026-02-13T20:32:18.528286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:18.528318] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:18.528344] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:18.528400] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:18.586678] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:18.587637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:18.587725] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:18.587759] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:18.711281] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:18.711449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:18.711490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:18.711520] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:18.715004] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: DOWN (p=16.00%)
[2026-02-13T20:32:18.715295] [INFO ] [FORECASTER] Completed predict_future for TARK
[2026-02-13T20:32:18.715427] [INFO ] [sig       ] TARK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:18.855606] [INFO ] [LOCAL     ] Saved forecast: TARK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TARK.txt
[2026-02-13T20:32:18.855770] [INFO ] [sig       ] [2933/3406] Completed TARK in 0.3s | 2.84 sym/s | Total: 17.2m | ETA: 2.8m
[2026-02-13T20:32:18.855810] [INFO ] [sig       ] [2934/3406] Forecasting TARS...
[2026-02-13T20:32:18.855841] [INFO ] [sig       ] Generating forecast for: TARS
[2026-02-13T20:32:18.855874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2026-02-13T20:32:18.868111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2026-02-13T20:32:18.868552] [INFO ] [FORECASTER] Starting predict_future for TARS
[2026-02-13T20:32:18.869414] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2026-02-13T20:32:18.869469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:18.869501] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:18.869527] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:18.869600] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:18.927140] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:18.928131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:18.928222] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:18.928255] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:19.060681] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:19.060845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:19.060886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:19.060915] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:19.064401] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: UP (p=81.45%)
[2026-02-13T20:32:19.064724] [INFO ] [FORECASTER] Completed predict_future for TARS
[2026-02-13T20:32:19.064860] [INFO ] [sig       ] TARS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:19.205499] [INFO ] [LOCAL     ] Saved forecast: TARS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TARS.txt
[2026-02-13T20:32:19.205677] [INFO ] [sig       ] [2934/3406] Completed TARS in 0.3s | 2.84 sym/s | Total: 17.2m | ETA: 2.8m
[2026-02-13T20:32:19.205720] [INFO ] [sig       ] [2935/3406] Forecasting TASK...
[2026-02-13T20:32:19.205750] [INFO ] [sig       ] Generating forecast for: TASK
[2026-02-13T20:32:19.205780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2026-02-13T20:32:19.217401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2026-02-13T20:32:19.217836] [INFO ] [FORECASTER] Starting predict_future for TASK
[2026-02-13T20:32:19.218672] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2026-02-13T20:32:19.218724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:19.218756] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:19.218783] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:19.218839] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:19.278984] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:19.279875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:19.279961] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:19.279994] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:19.402354] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:19.402511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:19.402553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:19.402603] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:19.406134] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: DOWN (p=37.14%)
[2026-02-13T20:32:19.406428] [INFO ] [FORECASTER] Completed predict_future for TASK
[2026-02-13T20:32:19.406561] [INFO ] [sig       ] TASK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:19.550058] [INFO ] [LOCAL     ] Saved forecast: TASK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TASK.txt
[2026-02-13T20:32:19.550220] [INFO ] [sig       ] [2935/3406] Completed TASK in 0.3s | 2.84 sym/s | Total: 17.2m | ETA: 2.8m
[2026-02-13T20:32:19.550262] [INFO ] [sig       ] [2936/3406] Forecasting TAYD...
[2026-02-13T20:32:19.550297] [INFO ] [sig       ] Generating forecast for: TAYD
[2026-02-13T20:32:19.550328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2026-02-13T20:32:19.561190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAYD'.
[2026-02-13T20:32:19.561570] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2026-02-13T20:32:19.562404] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2026-02-13T20:32:19.562458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:19.562489] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:19.562517] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:19.562591] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:19.620051] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:19.620931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:19.621046] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:19.621080] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:19.736487] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:19.736674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:19.736715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:19.736745] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:19.740285] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=15.50%)
[2026-02-13T20:32:19.740565] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2026-02-13T20:32:19.740714] [INFO ] [sig       ] TAYD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:19.882305] [INFO ] [LOCAL     ] Saved forecast: TAYD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TAYD.txt
[2026-02-13T20:32:19.882467] [INFO ] [sig       ] [2936/3406] Completed TAYD in 0.3s | 2.84 sym/s | Total: 17.3m | ETA: 2.8m
[2026-02-13T20:32:19.882510] [INFO ] [sig       ] [2937/3406] Forecasting TBB...
[2026-02-13T20:32:19.882540] [INFO ] [sig       ] Generating forecast for: TBB
[2026-02-13T20:32:19.882591] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2026-02-13T20:32:19.894311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2026-02-13T20:32:19.894711] [INFO ] [FORECASTER] Starting predict_future for TBB
[2026-02-13T20:32:19.895740] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2026-02-13T20:32:19.895791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:19.895823] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:19.895849] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:19.895904] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:19.956824] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:19.957751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:19.957838] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:19.957870] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:20.079249] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:20.079404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:20.079445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:20.079474] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:20.082899] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=66.48%)
[2026-02-13T20:32:20.083174] [INFO ] [FORECASTER] Completed predict_future for TBB
[2026-02-13T20:32:20.083298] [INFO ] [sig       ] TBB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:20.227500] [INFO ] [LOCAL     ] Saved forecast: TBB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TBB.txt
[2026-02-13T20:32:20.227750] [INFO ] [sig       ] [2937/3406] Completed TBB in 0.3s | 2.84 sym/s | Total: 17.3m | ETA: 2.8m
[2026-02-13T20:32:20.227812] [INFO ] [sig       ] [2938/3406] Forecasting TBBK...
[2026-02-13T20:32:20.227858] [INFO ] [sig       ] Generating forecast for: TBBK
[2026-02-13T20:32:20.227902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2026-02-13T20:32:20.239666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2026-02-13T20:32:20.240056] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2026-02-13T20:32:20.240942] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2026-02-13T20:32:20.240997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:20.241030] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:20.241057] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:20.241114] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:20.300114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:20.300965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:20.301050] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:20.301084] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:20.424242] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:20.424409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:20.424449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:20.424477] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:20.428000] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2026-02-13T20:32:20.428300] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2026-02-13T20:32:20.428429] [INFO ] [sig       ] TBBK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:20.571112] [INFO ] [LOCAL     ] Saved forecast: TBBK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TBBK.txt
[2026-02-13T20:32:20.571268] [INFO ] [sig       ] [2938/3406] Completed TBBK in 0.3s | 2.84 sym/s | Total: 17.3m | ETA: 2.8m
[2026-02-13T20:32:20.571316] [INFO ] [sig       ] [2939/3406] Forecasting TBI...
[2026-02-13T20:32:20.571372] [INFO ] [sig       ] Generating forecast for: TBI
[2026-02-13T20:32:20.571406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2026-02-13T20:32:20.583269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBI'.
[2026-02-13T20:32:20.583664] [INFO ] [FORECASTER] Starting predict_future for TBI
[2026-02-13T20:32:20.584470] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2026-02-13T20:32:20.584522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:20.584554] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:20.584605] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:20.584665] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:20.642167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:20.642991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:20.643076] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:20.643109] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:20.763067] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:20.763228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:20.763270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:20.763318] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:20.766792] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=66.99%)
[2026-02-13T20:32:20.767083] [INFO ] [FORECASTER] Completed predict_future for TBI
[2026-02-13T20:32:20.767212] [INFO ] [sig       ] TBI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:20.910140] [INFO ] [LOCAL     ] Saved forecast: TBI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TBI.txt
[2026-02-13T20:32:20.910309] [INFO ] [sig       ] [2939/3406] Completed TBI in 0.3s | 2.84 sym/s | Total: 17.3m | ETA: 2.7m
[2026-02-13T20:32:20.910350] [INFO ] [sig       ] [2940/3406] Forecasting TBIL...
[2026-02-13T20:32:20.910381] [INFO ] [sig       ] Generating forecast for: TBIL
[2026-02-13T20:32:20.910410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2026-02-13T20:32:20.921323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2026-02-13T20:32:20.921714] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2026-02-13T20:32:20.922505] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2026-02-13T20:32:20.922558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:20.922614] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:20.922643] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:20.922700] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:20.979562] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:20.980272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:20.980352] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:20.980385] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:21.047215] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:21.047362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:21.047400] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:21.047429] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:21.050802] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=76.84%)
[2026-02-13T20:32:21.051083] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2026-02-13T20:32:21.051205] [INFO ] [sig       ] TBIL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:21.189118] [INFO ] [LOCAL     ] Saved forecast: TBIL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TBIL.txt
[2026-02-13T20:32:21.189283] [INFO ] [sig       ] [2940/3406] Completed TBIL in 0.3s | 2.84 sym/s | Total: 17.3m | ETA: 2.7m
[2026-02-13T20:32:21.189322] [INFO ] [sig       ] [2941/3406] Forecasting TBLA...
[2026-02-13T20:32:21.189354] [INFO ] [sig       ] Generating forecast for: TBLA
[2026-02-13T20:32:21.189384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2026-02-13T20:32:21.200561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2026-02-13T20:32:21.200934] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2026-02-13T20:32:21.201750] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2026-02-13T20:32:21.201803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:21.201835] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:21.201862] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:21.201918] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:21.260266] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:21.261100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:21.261186] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:21.261219] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:21.383381] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:21.383539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:21.383596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:21.383627] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:21.387058] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: UP (p=90.14%)
[2026-02-13T20:32:21.387339] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2026-02-13T20:32:21.387467] [INFO ] [sig       ] TBLA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:21.530996] [INFO ] [LOCAL     ] Saved forecast: TBLA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TBLA.txt
[2026-02-13T20:32:21.531139] [INFO ] [sig       ] [2941/3406] Completed TBLA in 0.3s | 2.84 sym/s | Total: 17.3m | ETA: 2.7m
[2026-02-13T20:32:21.531179] [INFO ] [sig       ] [2942/3406] Forecasting TBLD...
[2026-02-13T20:32:21.531208] [INFO ] [sig       ] Generating forecast for: TBLD
[2026-02-13T20:32:21.531236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2026-02-13T20:32:21.543511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2026-02-13T20:32:21.543961] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2026-02-13T20:32:21.544805] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2026-02-13T20:32:21.544858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:21.544891] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:21.544918] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:21.544975] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:21.604082] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:21.605106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:21.605193] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:21.605227] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:21.726682] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:21.726838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:21.726878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:21.726911] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:21.730426] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: UP (p=90.49%)
[2026-02-13T20:32:21.730731] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2026-02-13T20:32:21.730860] [INFO ] [sig       ] TBLD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:21.876961] [INFO ] [LOCAL     ] Saved forecast: TBLD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TBLD.txt
[2026-02-13T20:32:21.877133] [INFO ] [sig       ] [2942/3406] Completed TBLD in 0.3s | 2.84 sym/s | Total: 17.3m | ETA: 2.7m
[2026-02-13T20:32:21.877182] [INFO ] [sig       ] [2943/3406] Forecasting TBPH...
[2026-02-13T20:32:21.877213] [INFO ] [sig       ] Generating forecast for: TBPH
[2026-02-13T20:32:21.877244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2026-02-13T20:32:21.888519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2026-02-13T20:32:21.888888] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2026-02-13T20:32:21.889745] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2026-02-13T20:32:21.889800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:21.889862] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:21.889893] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:21.889964] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:21.950588] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:21.951420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:21.951517] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:21.951559] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:22.072331] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:22.072488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:22.072527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:22.072555] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:22.075977] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: DOWN (p=34.76%)
[2026-02-13T20:32:22.076256] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2026-02-13T20:32:22.076383] [INFO ] [sig       ] TBPH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:22.221463] [INFO ] [LOCAL     ] Saved forecast: TBPH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TBPH.txt
[2026-02-13T20:32:22.221615] [INFO ] [sig       ] [2943/3406] Completed TBPH in 0.3s | 2.84 sym/s | Total: 17.3m | ETA: 2.7m
[2026-02-13T20:32:22.221658] [INFO ] [sig       ] [2944/3406] Forecasting TBRG...
[2026-02-13T20:32:22.221688] [INFO ] [sig       ] Generating forecast for: TBRG
[2026-02-13T20:32:22.221719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2026-02-13T20:32:22.233291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBRG'.
[2026-02-13T20:32:22.233657] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2026-02-13T20:32:22.234503] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2026-02-13T20:32:22.234558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:22.234618] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:22.234648] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:22.234707] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:22.294343] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:22.295044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:22.295127] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:22.295161] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:22.417483] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:22.417682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:22.417733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:22.417774] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:22.421366] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: UP (p=92.78%)
[2026-02-13T20:32:22.421680] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2026-02-13T20:32:22.421814] [INFO ] [sig       ] TBRG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:22.568043] [INFO ] [LOCAL     ] Saved forecast: TBRG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TBRG.txt
[2026-02-13T20:32:22.568183] [INFO ] [sig       ] [2944/3406] Completed TBRG in 0.3s | 2.84 sym/s | Total: 17.3m | ETA: 2.7m
[2026-02-13T20:32:22.568237] [INFO ] [sig       ] [2945/3406] Forecasting TCBI...
[2026-02-13T20:32:22.568272] [INFO ] [sig       ] Generating forecast for: TCBI
[2026-02-13T20:32:22.568304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2026-02-13T20:32:22.580409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2026-02-13T20:32:22.580853] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2026-02-13T20:32:22.581717] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2026-02-13T20:32:22.581788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:22.581823] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:22.581850] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:22.581906] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:22.650512] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:22.651453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:22.651553] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:22.651618] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:22.777648] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:22.777817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:22.777857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:22.777886] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:22.781488] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: UP (p=96.15%)
[2026-02-13T20:32:22.781850] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2026-02-13T20:32:22.781996] [INFO ] [sig       ] TCBI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:22.934480] [INFO ] [LOCAL     ] Saved forecast: TCBI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TCBI.txt
[2026-02-13T20:32:22.934674] [INFO ] [sig       ] [2945/3406] Completed TCBI in 0.4s | 2.84 sym/s | Total: 17.3m | ETA: 2.7m
[2026-02-13T20:32:22.934720] [INFO ] [sig       ] [2946/3406] Forecasting TCBIO...
[2026-02-13T20:32:22.934750] [INFO ] [sig       ] Generating forecast for: TCBIO
[2026-02-13T20:32:22.934781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2026-02-13T20:32:22.946864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2026-02-13T20:32:22.947297] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2026-02-13T20:32:22.948436] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2026-02-13T20:32:22.948502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:22.948536] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:22.948563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:22.948641] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:23.014883] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:23.015901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:23.016007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:23.016041] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:23.140929] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:23.141101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:23.141141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:23.141209] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:23.144779] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: DOWN (p=17.22%)
[2026-02-13T20:32:23.145130] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2026-02-13T20:32:23.145275] [INFO ] [sig       ] TCBIO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:23.300348] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TCBIO.txt
[2026-02-13T20:32:23.300511] [INFO ] [sig       ] [2946/3406] Completed TCBIO in 0.4s | 2.84 sym/s | Total: 17.3m | ETA: 2.7m
[2026-02-13T20:32:23.300556] [INFO ] [sig       ] [2947/3406] Forecasting TCBK...
[2026-02-13T20:32:23.300610] [INFO ] [sig       ] Generating forecast for: TCBK
[2026-02-13T20:32:23.300651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2026-02-13T20:32:23.312677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2026-02-13T20:32:23.313101] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2026-02-13T20:32:23.313960] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2026-02-13T20:32:23.314023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:23.314058] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:23.314086] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:23.314145] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:23.371934] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:23.372929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:23.373015] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:23.373048] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:23.494119] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:23.494288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:23.494329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:23.494364] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:23.497927] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: UP (p=74.76%)
[2026-02-13T20:32:23.498222] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2026-02-13T20:32:23.498353] [INFO ] [sig       ] TCBK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:23.639869] [INFO ] [LOCAL     ] Saved forecast: TCBK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TCBK.txt
[2026-02-13T20:32:23.640035] [INFO ] [sig       ] [2947/3406] Completed TCBK in 0.3s | 2.84 sym/s | Total: 17.3m | ETA: 2.7m
[2026-02-13T20:32:23.640077] [INFO ] [sig       ] [2948/3406] Forecasting TCBX...
[2026-02-13T20:32:23.640106] [INFO ] [sig       ] Generating forecast for: TCBX
[2026-02-13T20:32:23.640136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2026-02-13T20:32:23.652171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2026-02-13T20:32:23.652555] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2026-02-13T20:32:23.653355] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2026-02-13T20:32:23.653409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:23.653440] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:23.653466] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:23.653524] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:23.711124] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:23.712024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:23.712109] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:23.712141] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:23.837200] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:23.837367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:23.837407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:23.837437] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:23.840915] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=39.85%)
[2026-02-13T20:32:23.841239] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2026-02-13T20:32:23.841390] [INFO ] [sig       ] TCBX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:23.984814] [INFO ] [LOCAL     ] Saved forecast: TCBX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TCBX.txt
[2026-02-13T20:32:23.984985] [INFO ] [sig       ] [2948/3406] Completed TCBX in 0.3s | 2.84 sym/s | Total: 17.3m | ETA: 2.7m
[2026-02-13T20:32:23.985027] [INFO ] [sig       ] [2949/3406] Forecasting TCMD...
[2026-02-13T20:32:23.985058] [INFO ] [sig       ] Generating forecast for: TCMD
[2026-02-13T20:32:23.985090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2026-02-13T20:32:23.997760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCMD'.
[2026-02-13T20:32:23.998179] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2026-02-13T20:32:23.999010] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2026-02-13T20:32:23.999075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:23.999116] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:23.999150] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:23.999217] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:24.058319] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:24.059282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:24.059377] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:24.059409] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:24.192162] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:24.192340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:24.192413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:24.192454] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:24.196204] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2026-02-13T20:32:24.196750] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2026-02-13T20:32:24.196891] [INFO ] [sig       ] TCMD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:24.352412] [INFO ] [LOCAL     ] Saved forecast: TCMD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TCMD.txt
[2026-02-13T20:32:24.352559] [INFO ] [sig       ] [2949/3406] Completed TCMD in 0.4s | 2.84 sym/s | Total: 17.3m | ETA: 2.7m
[2026-02-13T20:32:24.352621] [INFO ] [sig       ] [2950/3406] Forecasting TCOM...
[2026-02-13T20:32:24.352655] [INFO ] [sig       ] Generating forecast for: TCOM
[2026-02-13T20:32:24.352685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2026-02-13T20:32:24.364369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2026-02-13T20:32:24.364763] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2026-02-13T20:32:24.365667] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2026-02-13T20:32:24.365722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:24.365756] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:24.365786] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:24.365844] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:24.428569] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:24.429490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:24.429595] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:24.429633] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:24.553538] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:24.553711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:24.553751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:24.553780] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:24.557563] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: UP (p=77.84%)
[2026-02-13T20:32:24.557887] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2026-02-13T20:32:24.558020] [INFO ] [sig       ] TCOM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:24.704937] [INFO ] [LOCAL     ] Saved forecast: TCOM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TCOM.txt
[2026-02-13T20:32:24.705096] [INFO ] [sig       ] [2950/3406] Completed TCOM in 0.4s | 2.84 sym/s | Total: 17.3m | ETA: 2.7m
[2026-02-13T20:32:24.705139] [INFO ] [sig       ] [2951/3406] Forecasting TCPC...
[2026-02-13T20:32:24.705168] [INFO ] [sig       ] Generating forecast for: TCPC
[2026-02-13T20:32:24.705198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2026-02-13T20:32:24.716920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2026-02-13T20:32:24.717354] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2026-02-13T20:32:24.718272] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2026-02-13T20:32:24.718326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:24.718359] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:24.718387] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:24.718446] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:24.779750] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:24.780657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:24.780747] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:24.780781] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:24.905728] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:24.905884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:24.905927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:24.905956] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:24.909721] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2026-02-13T20:32:24.910010] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2026-02-13T20:32:24.910166] [INFO ] [sig       ] TCPC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:25.051007] [INFO ] [LOCAL     ] Saved forecast: TCPC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TCPC.txt
[2026-02-13T20:32:25.051140] [INFO ] [sig       ] [2951/3406] Completed TCPC in 0.3s | 2.84 sym/s | Total: 17.3m | ETA: 2.7m
[2026-02-13T20:32:25.051180] [INFO ] [sig       ] [2952/3406] Forecasting TCX...
[2026-02-13T20:32:25.051209] [INFO ] [sig       ] Generating forecast for: TCX
[2026-02-13T20:32:25.051239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2026-02-13T20:32:25.062010] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2026-02-13T20:32:25.062364] [INFO ] [FORECASTER] Starting predict_future for TCX
[2026-02-13T20:32:25.063156] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2026-02-13T20:32:25.063209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:25.063241] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:25.063269] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:25.063325] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:25.121230] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:25.122216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:25.122306] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:25.122341] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:25.234433] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:25.234608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:25.234651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:25.234681] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:25.238226] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2026-02-13T20:32:25.238515] [INFO ] [FORECASTER] Completed predict_future for TCX
[2026-02-13T20:32:25.238666] [INFO ] [sig       ] TCX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:25.387444] [INFO ] [LOCAL     ] Saved forecast: TCX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TCX.txt
[2026-02-13T20:32:25.387613] [INFO ] [sig       ] [2952/3406] Completed TCX in 0.3s | 2.84 sym/s | Total: 17.3m | ETA: 2.7m
[2026-02-13T20:32:25.387659] [INFO ] [sig       ] [2953/3406] Forecasting TD...
[2026-02-13T20:32:25.387688] [INFO ] [sig       ] Generating forecast for: TD
[2026-02-13T20:32:25.387717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2026-02-13T20:32:25.399506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2026-02-13T20:32:25.399895] [INFO ] [FORECASTER] Starting predict_future for TD
[2026-02-13T20:32:25.400723] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2026-02-13T20:32:25.400776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:25.400808] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:25.400836] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:25.400904] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:25.459691] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:25.460624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:25.460736] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:25.460770] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:25.585715] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:25.585868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:25.585908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:25.585937] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:25.589823] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=19.65%)
[2026-02-13T20:32:25.590125] [INFO ] [FORECASTER] Completed predict_future for TD
[2026-02-13T20:32:25.590255] [INFO ] [sig       ] TD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:25.730086] [INFO ] [LOCAL     ] Saved forecast: TD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TD.txt
[2026-02-13T20:32:25.730238] [INFO ] [sig       ] [2953/3406] Completed TD in 0.3s | 2.84 sym/s | Total: 17.4m | ETA: 2.7m
[2026-02-13T20:32:25.730276] [INFO ] [sig       ] [2954/3406] Forecasting TDC...
[2026-02-13T20:32:25.730307] [INFO ] [sig       ] Generating forecast for: TDC
[2026-02-13T20:32:25.730336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2026-02-13T20:32:25.741818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2026-02-13T20:32:25.742139] [INFO ] [FORECASTER] Starting predict_future for TDC
[2026-02-13T20:32:25.742940] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2026-02-13T20:32:25.742991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:25.743023] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:25.743050] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:25.743107] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:25.804404] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:25.805127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:25.805210] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:25.805244] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:25.927118] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:25.927271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:25.927310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:25.927339] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:25.930839] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: DOWN (p=8.05%)
[2026-02-13T20:32:25.931120] [INFO ] [FORECASTER] Completed predict_future for TDC
[2026-02-13T20:32:25.931245] [INFO ] [sig       ] TDC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:26.073924] [INFO ] [LOCAL     ] Saved forecast: TDC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TDC.txt
[2026-02-13T20:32:26.074057] [INFO ] [sig       ] [2954/3406] Completed TDC in 0.3s | 2.84 sym/s | Total: 17.4m | ETA: 2.7m
[2026-02-13T20:32:26.074096] [INFO ] [sig       ] [2955/3406] Forecasting TDF...
[2026-02-13T20:32:26.074127] [INFO ] [sig       ] Generating forecast for: TDF
[2026-02-13T20:32:26.074158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2026-02-13T20:32:26.086050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2026-02-13T20:32:26.086593] [INFO ] [FORECASTER] Starting predict_future for TDF
[2026-02-13T20:32:26.087364] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2026-02-13T20:32:26.087416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:26.087448] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:26.087474] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:26.087530] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:26.149121] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:26.149787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:26.149866] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:26.149899] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:26.268636] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:26.268836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:26.268876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:26.268906] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:26.273149] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=96.01%)
[2026-02-13T20:32:26.273655] [INFO ] [FORECASTER] Completed predict_future for TDF
[2026-02-13T20:32:26.273783] [INFO ] [sig       ] TDF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:26.414489] [INFO ] [LOCAL     ] Saved forecast: TDF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TDF.txt
[2026-02-13T20:32:26.414645] [INFO ] [sig       ] [2955/3406] Completed TDF in 0.3s | 2.84 sym/s | Total: 17.4m | ETA: 2.6m
[2026-02-13T20:32:26.414688] [INFO ] [sig       ] [2956/3406] Forecasting TDG...
[2026-02-13T20:32:26.414730] [INFO ] [sig       ] Generating forecast for: TDG
[2026-02-13T20:32:26.414765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2026-02-13T20:32:26.427110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDG'.
[2026-02-13T20:32:26.427567] [INFO ] [FORECASTER] Starting predict_future for TDG
[2026-02-13T20:32:26.428532] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2026-02-13T20:32:26.428608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:26.428661] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:26.428691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:26.428749] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:26.487516] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:26.488613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:26.488704] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:26.488739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:26.612888] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:26.613053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:26.613094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:26.613125] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:26.616780] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=10.71%)
[2026-02-13T20:32:26.617184] [INFO ] [FORECASTER] Completed predict_future for TDG
[2026-02-13T20:32:26.617335] [INFO ] [sig       ] TDG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:26.762848] [INFO ] [LOCAL     ] Saved forecast: TDG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TDG.txt
[2026-02-13T20:32:26.763042] [INFO ] [sig       ] [2956/3406] Completed TDG in 0.3s | 2.84 sym/s | Total: 17.4m | ETA: 2.6m
[2026-02-13T20:32:26.763083] [INFO ] [sig       ] [2957/3406] Forecasting TDS...
[2026-02-13T20:32:26.763114] [INFO ] [sig       ] Generating forecast for: TDS
[2026-02-13T20:32:26.763145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2026-02-13T20:32:26.774849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2026-02-13T20:32:26.775272] [INFO ] [FORECASTER] Starting predict_future for TDS
[2026-02-13T20:32:26.776209] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2026-02-13T20:32:26.776264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:26.776297] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:26.776323] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:26.776380] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:26.839202] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:26.840558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:26.840710] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:26.840771] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:26.985859] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:26.986024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:26.986066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:26.986095] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:26.990516] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=45.69%)
[2026-02-13T20:32:26.990964] [INFO ] [FORECASTER] Completed predict_future for TDS
[2026-02-13T20:32:26.991155] [INFO ] [sig       ] TDS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:27.141671] [INFO ] [LOCAL     ] Saved forecast: TDS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TDS.txt
[2026-02-13T20:32:27.141837] [INFO ] [sig       ] [2957/3406] Completed TDS in 0.4s | 2.84 sym/s | Total: 17.4m | ETA: 2.6m
[2026-02-13T20:32:27.141879] [INFO ] [sig       ] [2958/3406] Forecasting TDSC...
[2026-02-13T20:32:27.141909] [INFO ] [sig       ] Generating forecast for: TDSC
[2026-02-13T20:32:27.141939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2026-02-13T20:32:27.153250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2026-02-13T20:32:27.153655] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2026-02-13T20:32:27.154462] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2026-02-13T20:32:27.154515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:27.154545] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:27.154596] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:27.154656] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:27.214979] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:27.215897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:27.216001] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:27.216035] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:27.335753] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:27.335951] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:27.336012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:27.336064] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:27.341146] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=16.81%)
[2026-02-13T20:32:27.341656] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2026-02-13T20:32:27.341835] [INFO ] [sig       ] TDSC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:27.490787] [INFO ] [LOCAL     ] Saved forecast: TDSC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TDSC.txt
[2026-02-13T20:32:27.490951] [INFO ] [sig       ] [2958/3406] Completed TDSC in 0.3s | 2.84 sym/s | Total: 17.4m | ETA: 2.6m
[2026-02-13T20:32:27.490994] [INFO ] [sig       ] [2959/3406] Forecasting TDUP...
[2026-02-13T20:32:27.491022] [INFO ] [sig       ] Generating forecast for: TDUP
[2026-02-13T20:32:27.491052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2026-02-13T20:32:27.502177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDUP'.
[2026-02-13T20:32:27.502565] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2026-02-13T20:32:27.503382] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2026-02-13T20:32:27.503435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:27.503468] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:27.503495] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:27.503552] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:27.560447] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:27.561407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:27.561494] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:27.561527] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:27.684397] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:27.684596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:27.684641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:27.684671] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:27.688214] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: UP (p=71.49%)
[2026-02-13T20:32:27.688538] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2026-02-13T20:32:27.688702] [INFO ] [sig       ] TDUP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:27.836864] [INFO ] [LOCAL     ] Saved forecast: TDUP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TDUP.txt
[2026-02-13T20:32:27.837025] [INFO ] [sig       ] [2959/3406] Completed TDUP in 0.3s | 2.84 sym/s | Total: 17.4m | ETA: 2.6m
[2026-02-13T20:32:27.837073] [INFO ] [sig       ] [2960/3406] Forecasting TDY...
[2026-02-13T20:32:27.837105] [INFO ] [sig       ] Generating forecast for: TDY
[2026-02-13T20:32:27.837136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2026-02-13T20:32:27.849633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2026-02-13T20:32:27.850025] [INFO ] [FORECASTER] Starting predict_future for TDY
[2026-02-13T20:32:27.851075] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2026-02-13T20:32:27.851129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:27.851194] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:27.851225] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:27.851285] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:27.914798] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:27.915813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:27.915909] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:27.915945] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:28.049837] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:28.049992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:28.050032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:28.050059] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:28.053439] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: UP (p=94.12%)
[2026-02-13T20:32:28.053738] [INFO ] [FORECASTER] Completed predict_future for TDY
[2026-02-13T20:32:28.053865] [INFO ] [sig       ] TDY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:28.198970] [INFO ] [LOCAL     ] Saved forecast: TDY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TDY.txt
[2026-02-13T20:32:28.199127] [INFO ] [sig       ] [2960/3406] Completed TDY in 0.4s | 2.84 sym/s | Total: 17.4m | ETA: 2.6m
[2026-02-13T20:32:28.199169] [INFO ] [sig       ] [2961/3406] Forecasting TEAM...
[2026-02-13T20:32:28.199199] [INFO ] [sig       ] Generating forecast for: TEAM
[2026-02-13T20:32:28.199229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2026-02-13T20:32:28.211358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2026-02-13T20:32:28.211714] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2026-02-13T20:32:28.212497] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2026-02-13T20:32:28.212551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:28.212613] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:28.212642] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:28.212706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:28.271918] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:28.272699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:28.272784] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:28.272819] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:28.398078] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:28.398243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:28.398284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:28.398312] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:28.401796] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=72.92%)
[2026-02-13T20:32:28.402109] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2026-02-13T20:32:28.402293] [INFO ] [sig       ] TEAM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:28.544923] [INFO ] [LOCAL     ] Saved forecast: TEAM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TEAM.txt
[2026-02-13T20:32:28.545096] [INFO ] [sig       ] [2961/3406] Completed TEAM in 0.3s | 2.84 sym/s | Total: 17.4m | ETA: 2.6m
[2026-02-13T20:32:28.545139] [INFO ] [sig       ] [2962/3406] Forecasting TECH...
[2026-02-13T20:32:28.545169] [INFO ] [sig       ] Generating forecast for: TECH
[2026-02-13T20:32:28.545199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2026-02-13T20:32:28.556477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2026-02-13T20:32:28.556880] [INFO ] [FORECASTER] Starting predict_future for TECH
[2026-02-13T20:32:28.557761] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2026-02-13T20:32:28.557819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:28.557861] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:28.557898] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:28.557962] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:28.615261] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:28.616130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:28.616214] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:28.616247] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:28.746287] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:28.746462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:28.746502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:28.746530] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:28.750139] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: DOWN (p=2.65%)
[2026-02-13T20:32:28.750435] [INFO ] [FORECASTER] Completed predict_future for TECH
[2026-02-13T20:32:28.750590] [INFO ] [sig       ] TECH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:28.890992] [INFO ] [LOCAL     ] Saved forecast: TECH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TECH.txt
[2026-02-13T20:32:28.891167] [INFO ] [sig       ] [2962/3406] Completed TECH in 0.3s | 2.84 sym/s | Total: 17.4m | ETA: 2.6m
[2026-02-13T20:32:28.891209] [INFO ] [sig       ] [2963/3406] Forecasting TECK...
[2026-02-13T20:32:28.891239] [INFO ] [sig       ] Generating forecast for: TECK
[2026-02-13T20:32:28.891272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2026-02-13T20:32:28.902845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECK'.
[2026-02-13T20:32:28.903270] [INFO ] [FORECASTER] Starting predict_future for TECK
[2026-02-13T20:32:28.904092] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2026-02-13T20:32:28.904148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:28.904180] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:28.904206] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:28.904261] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:28.967106] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:28.968250] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:28.968366] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:28.968410] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:29.095078] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:29.095238] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:29.095296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:29.095374] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:29.098916] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=32.85%)
[2026-02-13T20:32:29.099215] [INFO ] [FORECASTER] Completed predict_future for TECK
[2026-02-13T20:32:29.099350] [INFO ] [sig       ] TECK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:29.240795] [INFO ] [LOCAL     ] Saved forecast: TECK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TECK.txt
[2026-02-13T20:32:29.240944] [INFO ] [sig       ] [2963/3406] Completed TECK in 0.3s | 2.84 sym/s | Total: 17.4m | ETA: 2.6m
[2026-02-13T20:32:29.240984] [INFO ] [sig       ] [2964/3406] Forecasting TEI...
[2026-02-13T20:32:29.241014] [INFO ] [sig       ] Generating forecast for: TEI
[2026-02-13T20:32:29.241044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2026-02-13T20:32:29.252023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2026-02-13T20:32:29.252362] [INFO ] [FORECASTER] Starting predict_future for TEI
[2026-02-13T20:32:29.253171] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2026-02-13T20:32:29.253241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:29.253298] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:29.253336] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:29.253397] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:29.309872] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:29.310611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:29.310691] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:29.310724] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:29.432537] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:29.432724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:29.432765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:29.432795] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:29.436305] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: DOWN (p=48.76%)
[2026-02-13T20:32:29.436616] [INFO ] [FORECASTER] Completed predict_future for TEI
[2026-02-13T20:32:29.436753] [INFO ] [sig       ] TEI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:29.583194] [INFO ] [LOCAL     ] Saved forecast: TEI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TEI.txt
[2026-02-13T20:32:29.583355] [INFO ] [sig       ] [2964/3406] Completed TEI in 0.3s | 2.84 sym/s | Total: 17.4m | ETA: 2.6m
[2026-02-13T20:32:29.583398] [INFO ] [sig       ] [2965/3406] Forecasting TELO...
[2026-02-13T20:32:29.583428] [INFO ] [sig       ] Generating forecast for: TELO
[2026-02-13T20:32:29.583459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2026-02-13T20:32:29.596187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2026-02-13T20:32:29.596611] [INFO ] [FORECASTER] Starting predict_future for TELO
[2026-02-13T20:32:29.597470] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2026-02-13T20:32:29.597524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:29.597556] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:29.597629] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:29.597690] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:29.656465] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:29.657292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:29.657394] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:29.657431] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:29.779229] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:29.779392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:29.779433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:29.779462] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:29.782978] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: DOWN (p=5.51%)
[2026-02-13T20:32:29.783265] [INFO ] [FORECASTER] Completed predict_future for TELO
[2026-02-13T20:32:29.783411] [INFO ] [sig       ] TELO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:29.929080] [INFO ] [LOCAL     ] Saved forecast: TELO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TELO.txt
[2026-02-13T20:32:29.929241] [INFO ] [sig       ] [2965/3406] Completed TELO in 0.3s | 2.84 sym/s | Total: 17.4m | ETA: 2.6m
[2026-02-13T20:32:29.929283] [INFO ] [sig       ] [2966/3406] Forecasting TEM...
[2026-02-13T20:32:29.929312] [INFO ] [sig       ] Generating forecast for: TEM
[2026-02-13T20:32:29.929343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2026-02-13T20:32:29.941023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2026-02-13T20:32:29.941412] [INFO ] [FORECASTER] Starting predict_future for TEM
[2026-02-13T20:32:29.942257] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2026-02-13T20:32:29.942318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:29.942351] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:29.942380] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:29.942439] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:30.003110] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:30.003997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:30.004082] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:30.004116] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:30.129923] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:30.130081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:30.130121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:30.130149] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:30.133822] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2026-02-13T20:32:30.134122] [INFO ] [FORECASTER] Completed predict_future for TEM
[2026-02-13T20:32:30.134259] [INFO ] [sig       ] TEM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:30.289317] [INFO ] [LOCAL     ] Saved forecast: TEM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TEM.txt
[2026-02-13T20:32:30.289479] [INFO ] [sig       ] [2966/3406] Completed TEM in 0.4s | 2.84 sym/s | Total: 17.4m | ETA: 2.6m
[2026-02-13T20:32:30.289521] [INFO ] [sig       ] [2967/3406] Forecasting TENB...
[2026-02-13T20:32:30.289551] [INFO ] [sig       ] Generating forecast for: TENB
[2026-02-13T20:32:30.289603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2026-02-13T20:32:30.300878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2026-02-13T20:32:30.301254] [INFO ] [FORECASTER] Starting predict_future for TENB
[2026-02-13T20:32:30.302253] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2026-02-13T20:32:30.302305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:30.302365] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:30.302395] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:30.302452] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:30.361564] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:30.362330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:30.362411] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:30.362444] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:30.491537] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:30.491722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:30.491764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:30.491795] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:30.495438] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: UP (p=80.75%)
[2026-02-13T20:32:30.495764] [INFO ] [FORECASTER] Completed predict_future for TENB
[2026-02-13T20:32:30.495898] [INFO ] [sig       ] TENB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:30.638217] [INFO ] [LOCAL     ] Saved forecast: TENB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TENB.txt
[2026-02-13T20:32:30.638358] [INFO ] [sig       ] [2967/3406] Completed TENB in 0.3s | 2.84 sym/s | Total: 17.4m | ETA: 2.6m
[2026-02-13T20:32:30.638402] [INFO ] [sig       ] [2968/3406] Forecasting TENX...
[2026-02-13T20:32:30.638433] [INFO ] [sig       ] Generating forecast for: TENX
[2026-02-13T20:32:30.638463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2026-02-13T20:32:30.649034] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2026-02-13T20:32:30.649422] [INFO ] [FORECASTER] Starting predict_future for TENX
[2026-02-13T20:32:30.650277] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2026-02-13T20:32:30.650334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:30.650368] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:30.650397] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:30.650454] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:30.708133] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:30.709121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:30.709206] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:30.709240] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:30.820360] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:30.820507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:30.820547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:30.820596] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:30.824071] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=91.02%)
[2026-02-13T20:32:30.824392] [INFO ] [FORECASTER] Completed predict_future for TENX
[2026-02-13T20:32:30.824522] [INFO ] [sig       ] TENX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:30.974302] [INFO ] [LOCAL     ] Saved forecast: TENX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TENX.txt
[2026-02-13T20:32:30.974463] [INFO ] [sig       ] [2968/3406] Completed TENX in 0.3s | 2.84 sym/s | Total: 17.4m | ETA: 2.6m
[2026-02-13T20:32:30.974506] [INFO ] [sig       ] [2969/3406] Forecasting TERN...
[2026-02-13T20:32:30.974536] [INFO ] [sig       ] Generating forecast for: TERN
[2026-02-13T20:32:30.974566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2026-02-13T20:32:30.986051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2026-02-13T20:32:30.986477] [INFO ] [FORECASTER] Starting predict_future for TERN
[2026-02-13T20:32:30.987358] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2026-02-13T20:32:30.987413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:30.987447] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:30.987476] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:30.987534] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:31.047407] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:31.048344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:31.048431] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:31.048465] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:31.168777] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:31.168935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:31.168976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:31.169006] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:31.172601] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2026-02-13T20:32:31.172888] [INFO ] [FORECASTER] Completed predict_future for TERN
[2026-02-13T20:32:31.173021] [INFO ] [sig       ] TERN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:31.312530] [INFO ] [LOCAL     ] Saved forecast: TERN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TERN.txt
[2026-02-13T20:32:31.312693] [INFO ] [sig       ] [2969/3406] Completed TERN in 0.3s | 2.84 sym/s | Total: 17.4m | ETA: 2.6m
[2026-02-13T20:32:31.312737] [INFO ] [sig       ] [2970/3406] Forecasting TEVA...
[2026-02-13T20:32:31.312769] [INFO ] [sig       ] Generating forecast for: TEVA
[2026-02-13T20:32:31.312801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2026-02-13T20:32:31.324268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2026-02-13T20:32:31.324649] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2026-02-13T20:32:31.325416] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2026-02-13T20:32:31.325468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:31.325500] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:31.325528] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:31.325610] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:31.383845] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:31.384669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:31.384786] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:31.384822] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:31.505646] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:31.505805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:31.505848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:31.505877] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:31.509292] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=76.12%)
[2026-02-13T20:32:31.509589] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2026-02-13T20:32:31.509717] [INFO ] [sig       ] TEVA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:31.648142] [INFO ] [LOCAL     ] Saved forecast: TEVA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TEVA.txt
[2026-02-13T20:32:31.648303] [INFO ] [sig       ] [2970/3406] Completed TEVA in 0.3s | 2.84 sym/s | Total: 17.4m | ETA: 2.6m
[2026-02-13T20:32:31.648343] [INFO ] [sig       ] [2971/3406] Forecasting TEX...
[2026-02-13T20:32:31.648381] [INFO ] [sig       ] Generating forecast for: TEX
[2026-02-13T20:32:31.648413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2026-02-13T20:32:31.659365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2026-02-13T20:32:31.659704] [INFO ] [FORECASTER] Starting predict_future for TEX
[2026-02-13T20:32:31.660482] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2026-02-13T20:32:31.660534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:31.660566] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:31.660615] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:31.660671] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:31.721237] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:31.722090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:31.722170] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:31.722203] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:31.847505] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:31.847686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:31.847728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:31.847756] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:31.851109] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2026-02-13T20:32:31.851387] [INFO ] [FORECASTER] Completed predict_future for TEX
[2026-02-13T20:32:31.851512] [INFO ] [sig       ] TEX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:31.991886] [INFO ] [LOCAL     ] Saved forecast: TEX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TEX.txt
[2026-02-13T20:32:31.992022] [INFO ] [sig       ] [2971/3406] Completed TEX in 0.3s | 2.84 sym/s | Total: 17.5m | ETA: 2.6m
[2026-02-13T20:32:31.992061] [INFO ] [sig       ] [2972/3406] Forecasting TFC...
[2026-02-13T20:32:31.992090] [INFO ] [sig       ] Generating forecast for: TFC
[2026-02-13T20:32:31.992120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2026-02-13T20:32:32.004072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2026-02-13T20:32:32.004411] [INFO ] [FORECASTER] Starting predict_future for TFC
[2026-02-13T20:32:32.005205] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2026-02-13T20:32:32.005257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:32.005288] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:32.005315] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:32.005553] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:32.065201] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:32.065926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:32.066008] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:32.066040] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:32.190042] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:32.190187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:32.190226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:32.190254] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:32.194153] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: UP (p=84.28%)
[2026-02-13T20:32:32.194429] [INFO ] [FORECASTER] Completed predict_future for TFC
[2026-02-13T20:32:32.194558] [INFO ] [sig       ] TFC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:32.334602] [INFO ] [LOCAL     ] Saved forecast: TFC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TFC.txt
[2026-02-13T20:32:32.334719] [INFO ] [sig       ] [2972/3406] Completed TFC in 0.3s | 2.84 sym/s | Total: 17.5m | ETA: 2.5m
[2026-02-13T20:32:32.334758] [INFO ] [sig       ] [2973/3406] Forecasting TFII...
[2026-02-13T20:32:32.334786] [INFO ] [sig       ] Generating forecast for: TFII
[2026-02-13T20:32:32.334814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2026-02-13T20:32:32.345551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2026-02-13T20:32:32.345919] [INFO ] [FORECASTER] Starting predict_future for TFII
[2026-02-13T20:32:32.346757] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2026-02-13T20:32:32.346809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:32.346841] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:32.346868] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:32.346925] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:32.403975] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:32.404657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:32.404736] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:32.404770] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:32.526899] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:32.527054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:32.527098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:32.527130] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:32.530645] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2026-02-13T20:32:32.530937] [INFO ] [FORECASTER] Completed predict_future for TFII
[2026-02-13T20:32:32.531067] [INFO ] [sig       ] TFII: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:32.671555] [INFO ] [LOCAL     ] Saved forecast: TFII	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TFII.txt
[2026-02-13T20:32:32.671731] [INFO ] [sig       ] [2973/3406] Completed TFII in 0.3s | 2.84 sym/s | Total: 17.5m | ETA: 2.5m
[2026-02-13T20:32:32.671771] [INFO ] [sig       ] [2974/3406] Forecasting TFIN...
[2026-02-13T20:32:32.671802] [INFO ] [sig       ] Generating forecast for: TFIN
[2026-02-13T20:32:32.671832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2026-02-13T20:32:32.683798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2026-02-13T20:32:32.684136] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2026-02-13T20:32:32.684959] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2026-02-13T20:32:32.685013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:32.685046] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:32.685075] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:32.685134] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:32.741568] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:32.742259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:32.742338] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:32.742370] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:32.857378] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:32.857535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:32.857600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:32.857651] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:32.861146] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=7.66%)
[2026-02-13T20:32:32.861431] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2026-02-13T20:32:32.861559] [INFO ] [sig       ] TFIN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:33.004815] [INFO ] [LOCAL     ] Saved forecast: TFIN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TFIN.txt
[2026-02-13T20:32:33.004967] [INFO ] [sig       ] [2974/3406] Completed TFIN in 0.3s | 2.84 sym/s | Total: 17.5m | ETA: 2.5m
[2026-02-13T20:32:33.005009] [INFO ] [sig       ] [2975/3406] Forecasting TFPM...
[2026-02-13T20:32:33.005039] [INFO ] [sig       ] Generating forecast for: TFPM
[2026-02-13T20:32:33.005070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2026-02-13T20:32:33.016012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2026-02-13T20:32:33.016359] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2026-02-13T20:32:33.017163] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2026-02-13T20:32:33.017226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:33.017264] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:33.017296] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:33.017359] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:33.076000] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:33.076768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:33.076850] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:33.076883] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:33.202413] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:33.202587] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:33.202630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:33.202660] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:33.206188] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=71.67%)
[2026-02-13T20:32:33.206501] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2026-02-13T20:32:33.206651] [INFO ] [sig       ] TFPM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:33.351553] [INFO ] [LOCAL     ] Saved forecast: TFPM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TFPM.txt
[2026-02-13T20:32:33.351791] [INFO ] [sig       ] [2975/3406] Completed TFPM in 0.3s | 2.84 sym/s | Total: 17.5m | ETA: 2.5m
[2026-02-13T20:32:33.351833] [INFO ] [sig       ] [2976/3406] Forecasting TFSL...
[2026-02-13T20:32:33.351864] [INFO ] [sig       ] Generating forecast for: TFSL
[2026-02-13T20:32:33.351894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2026-02-13T20:32:33.363593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2026-02-13T20:32:33.364012] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2026-02-13T20:32:33.364895] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2026-02-13T20:32:33.364949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:33.364984] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:33.365010] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:33.365067] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:33.422917] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:33.423808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:33.423895] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:33.423945] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:33.546473] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:33.546655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:33.546697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:33.546726] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:33.550162] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: DOWN (p=43.14%)
[2026-02-13T20:32:33.550453] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2026-02-13T20:32:33.550603] [INFO ] [sig       ] TFSL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:33.694272] [INFO ] [LOCAL     ] Saved forecast: TFSL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TFSL.txt
[2026-02-13T20:32:33.694436] [INFO ] [sig       ] [2976/3406] Completed TFSL in 0.3s | 2.84 sym/s | Total: 17.5m | ETA: 2.5m
[2026-02-13T20:32:33.694477] [INFO ] [sig       ] [2977/3406] Forecasting TG...
[2026-02-13T20:32:33.694507] [INFO ] [sig       ] Generating forecast for: TG
[2026-02-13T20:32:33.694537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2026-02-13T20:32:33.705719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2026-02-13T20:32:33.706067] [INFO ] [FORECASTER] Starting predict_future for TG
[2026-02-13T20:32:33.706917] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2026-02-13T20:32:33.706970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:33.707036] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:33.707065] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:33.707122] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:33.765705] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:33.766390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:33.766472] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:33.766505] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:33.889429] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:33.889814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:33.889857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:33.889887] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:33.893833] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=22.59%)
[2026-02-13T20:32:33.894123] [INFO ] [FORECASTER] Completed predict_future for TG
[2026-02-13T20:32:33.894250] [INFO ] [sig       ] TG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:34.038272] [INFO ] [LOCAL     ] Saved forecast: TG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TG.txt
[2026-02-13T20:32:34.038406] [INFO ] [sig       ] [2977/3406] Completed TG in 0.3s | 2.84 sym/s | Total: 17.5m | ETA: 2.5m
[2026-02-13T20:32:34.038648] [INFO ] [sig       ] [2978/3406] Forecasting TGLS...
[2026-02-13T20:32:34.038682] [INFO ] [sig       ] Generating forecast for: TGLS
[2026-02-13T20:32:34.038712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2026-02-13T20:32:34.049634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2026-02-13T20:32:34.049976] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2026-02-13T20:32:34.051023] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2026-02-13T20:32:34.051077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:34.051109] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:34.051135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:34.051207] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:34.111801] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:34.112425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:34.112507] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:34.112540] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:34.234325] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:34.234477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:34.234518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:34.234546] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:34.238057] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=63.17%)
[2026-02-13T20:32:34.238374] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2026-02-13T20:32:34.238511] [INFO ] [sig       ] TGLS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:34.381315] [INFO ] [LOCAL     ] Saved forecast: TGLS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TGLS.txt
[2026-02-13T20:32:34.381639] [INFO ] [sig       ] [2978/3406] Completed TGLS in 0.3s | 2.84 sym/s | Total: 17.5m | ETA: 2.5m
[2026-02-13T20:32:34.381689] [INFO ] [sig       ] [2979/3406] Forecasting TGNA...
[2026-02-13T20:32:34.381724] [INFO ] [sig       ] Generating forecast for: TGNA
[2026-02-13T20:32:34.381755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2026-02-13T20:32:34.394146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2026-02-13T20:32:34.394521] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2026-02-13T20:32:34.395355] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2026-02-13T20:32:34.395422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:34.395458] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:34.395486] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:34.395543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:34.456602] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:34.457236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:34.457317] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:34.457350] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:34.583834] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:34.583981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:34.584019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:34.584046] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:34.587436] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: DOWN (p=17.85%)
[2026-02-13T20:32:34.587753] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2026-02-13T20:32:34.587881] [INFO ] [sig       ] TGNA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:34.726915] [INFO ] [LOCAL     ] Saved forecast: TGNA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TGNA.txt
[2026-02-13T20:32:34.727054] [INFO ] [sig       ] [2979/3406] Completed TGNA in 0.3s | 2.84 sym/s | Total: 17.5m | ETA: 2.5m
[2026-02-13T20:32:34.727094] [INFO ] [sig       ] [2980/3406] Forecasting TGS...
[2026-02-13T20:32:34.727122] [INFO ] [sig       ] Generating forecast for: TGS
[2026-02-13T20:32:34.727153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2026-02-13T20:32:34.737698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2026-02-13T20:32:34.738028] [INFO ] [FORECASTER] Starting predict_future for TGS
[2026-02-13T20:32:34.738838] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2026-02-13T20:32:34.738904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:34.738936] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:34.738963] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:34.739019] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:34.796226] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:34.796847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:34.796926] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:34.796958] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:34.914980] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:34.915123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:34.915168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:34.915243] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:34.918754] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=95.05%)
[2026-02-13T20:32:34.919039] [INFO ] [FORECASTER] Completed predict_future for TGS
[2026-02-13T20:32:34.919173] [INFO ] [sig       ] TGS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:35.059190] [INFO ] [LOCAL     ] Saved forecast: TGS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TGS.txt
[2026-02-13T20:32:35.059341] [INFO ] [sig       ] [2980/3406] Completed TGS in 0.3s | 2.84 sym/s | Total: 17.5m | ETA: 2.5m
[2026-02-13T20:32:35.059388] [INFO ] [sig       ] [2981/3406] Forecasting TGTX...
[2026-02-13T20:32:35.059420] [INFO ] [sig       ] Generating forecast for: TGTX
[2026-02-13T20:32:35.059449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2026-02-13T20:32:35.070273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2026-02-13T20:32:35.070637] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2026-02-13T20:32:35.071429] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2026-02-13T20:32:35.071484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:35.071516] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:35.071545] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:35.071629] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:35.128930] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:35.129683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:35.129763] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:35.129795] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:35.247343] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:35.247490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:35.247529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:35.247556] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:35.250977] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: DOWN (p=15.57%)
[2026-02-13T20:32:35.251252] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2026-02-13T20:32:35.251376] [INFO ] [sig       ] TGTX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:35.393624] [INFO ] [LOCAL     ] Saved forecast: TGTX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TGTX.txt
[2026-02-13T20:32:35.393756] [INFO ] [sig       ] [2981/3406] Completed TGTX in 0.3s | 2.84 sym/s | Total: 17.5m | ETA: 2.5m
[2026-02-13T20:32:35.393797] [INFO ] [sig       ] [2982/3406] Forecasting TH...
[2026-02-13T20:32:35.393826] [INFO ] [sig       ] Generating forecast for: TH
[2026-02-13T20:32:35.393855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2026-02-13T20:32:35.405550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2026-02-13T20:32:35.405922] [INFO ] [FORECASTER] Starting predict_future for TH
[2026-02-13T20:32:35.406706] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2026-02-13T20:32:35.406758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:35.406789] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:35.406816] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:35.406872] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:35.464915] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:35.465781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:35.465859] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:35.465890] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:35.589518] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:35.589692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:35.589732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:35.589761] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:35.593216] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: UP (p=71.54%)
[2026-02-13T20:32:35.593529] [INFO ] [FORECASTER] Completed predict_future for TH
[2026-02-13T20:32:35.593685] [INFO ] [sig       ] TH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:35.734215] [INFO ] [LOCAL     ] Saved forecast: TH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TH.txt
[2026-02-13T20:32:35.734377] [INFO ] [sig       ] [2982/3406] Completed TH in 0.3s | 2.84 sym/s | Total: 17.5m | ETA: 2.5m
[2026-02-13T20:32:35.734418] [INFO ] [sig       ] [2983/3406] Forecasting THC...
[2026-02-13T20:32:35.734449] [INFO ] [sig       ] Generating forecast for: THC
[2026-02-13T20:32:35.734481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2026-02-13T20:32:35.745890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2026-02-13T20:32:35.746258] [INFO ] [FORECASTER] Starting predict_future for THC
[2026-02-13T20:32:35.747138] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2026-02-13T20:32:35.747192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:35.747224] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:35.747251] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:35.747308] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:35.804931] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:35.805753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:35.805837] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:35.805870] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:35.930803] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:35.930966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:35.931007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:35.931037] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:35.934660] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2026-02-13T20:32:35.934952] [INFO ] [FORECASTER] Completed predict_future for THC
[2026-02-13T20:32:35.935121] [INFO ] [sig       ] THC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:36.081089] [INFO ] [LOCAL     ] Saved forecast: THC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/THC.txt
[2026-02-13T20:32:36.081252] [INFO ] [sig       ] [2983/3406] Completed THC in 0.3s | 2.84 sym/s | Total: 17.5m | ETA: 2.5m
[2026-02-13T20:32:36.081296] [INFO ] [sig       ] [2984/3406] Forecasting THFF...
[2026-02-13T20:32:36.081325] [INFO ] [sig       ] Generating forecast for: THFF
[2026-02-13T20:32:36.081355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2026-02-13T20:32:36.092342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2026-02-13T20:32:36.092747] [INFO ] [FORECASTER] Starting predict_future for THFF
[2026-02-13T20:32:36.093526] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2026-02-13T20:32:36.093599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:36.093634] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:36.093662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:36.093718] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:36.151082] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:36.151978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:36.152080] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:36.152126] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:36.277901] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:36.278063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:36.278103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:36.278131] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:36.281526] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: DOWN (p=35.00%)
[2026-02-13T20:32:36.281823] [INFO ] [FORECASTER] Completed predict_future for THFF
[2026-02-13T20:32:36.281950] [INFO ] [sig       ] THFF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:36.427413] [INFO ] [LOCAL     ] Saved forecast: THFF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/THFF.txt
[2026-02-13T20:32:36.427564] [INFO ] [sig       ] [2984/3406] Completed THFF in 0.3s | 2.84 sym/s | Total: 17.5m | ETA: 2.5m
[2026-02-13T20:32:36.427823] [INFO ] [sig       ] [2985/3406] Forecasting THG...
[2026-02-13T20:32:36.427854] [INFO ] [sig       ] Generating forecast for: THG
[2026-02-13T20:32:36.427884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2026-02-13T20:32:36.439289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2026-02-13T20:32:36.439658] [INFO ] [FORECASTER] Starting predict_future for THG
[2026-02-13T20:32:36.440481] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2026-02-13T20:32:36.440534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:36.440566] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:36.440618] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:36.440675] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:36.499830] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:36.500737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:36.500821] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:36.500854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:36.622585] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:36.622741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:36.622780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:36.622809] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:36.626222] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: UP (p=74.33%)
[2026-02-13T20:32:36.626549] [INFO ] [FORECASTER] Completed predict_future for THG
[2026-02-13T20:32:36.626697] [INFO ] [sig       ] THG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:36.776990] [INFO ] [LOCAL     ] Saved forecast: THG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/THG.txt
[2026-02-13T20:32:36.777149] [INFO ] [sig       ] [2985/3406] Completed THG in 0.3s | 2.84 sym/s | Total: 17.5m | ETA: 2.5m
[2026-02-13T20:32:36.777191] [INFO ] [sig       ] [2986/3406] Forecasting THO...
[2026-02-13T20:32:36.777224] [INFO ] [sig       ] Generating forecast for: THO
[2026-02-13T20:32:36.777256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2026-02-13T20:32:36.788443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2026-02-13T20:32:36.788878] [INFO ] [FORECASTER] Starting predict_future for THO
[2026-02-13T20:32:36.789840] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2026-02-13T20:32:36.789897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:36.789930] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:36.789958] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:36.790016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:36.850105] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:36.850997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:36.851083] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:36.851118] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:36.977023] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:36.977184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:36.977222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:36.977251] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:36.980708] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: UP (p=60.98%)
[2026-02-13T20:32:36.980996] [INFO ] [FORECASTER] Completed predict_future for THO
[2026-02-13T20:32:36.981126] [INFO ] [sig       ] THO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:37.124341] [INFO ] [LOCAL     ] Saved forecast: THO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/THO.txt
[2026-02-13T20:32:37.124508] [INFO ] [sig       ] [2986/3406] Completed THO in 0.3s | 2.84 sym/s | Total: 17.5m | ETA: 2.5m
[2026-02-13T20:32:37.124549] [INFO ] [sig       ] [2987/3406] Forecasting THQ...
[2026-02-13T20:32:37.124600] [INFO ] [sig       ] Generating forecast for: THQ
[2026-02-13T20:32:37.124633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2026-02-13T20:32:37.137082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2026-02-13T20:32:37.137517] [INFO ] [FORECASTER] Starting predict_future for THQ
[2026-02-13T20:32:37.138566] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2026-02-13T20:32:37.138639] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:37.138672] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:37.138700] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:37.138759] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:37.198908] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:37.199959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:37.200145] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:37.200180] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:37.326551] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:37.326736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:37.326796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:37.326826] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:37.330336] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2026-02-13T20:32:37.330648] [INFO ] [FORECASTER] Completed predict_future for THQ
[2026-02-13T20:32:37.330778] [INFO ] [sig       ] THQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:37.486551] [INFO ] [LOCAL     ] Saved forecast: THQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/THQ.txt
[2026-02-13T20:32:37.486736] [INFO ] [sig       ] [2987/3406] Completed THQ in 0.4s | 2.84 sym/s | Total: 17.5m | ETA: 2.5m
[2026-02-13T20:32:37.486780] [INFO ] [sig       ] [2988/3406] Forecasting THRM...
[2026-02-13T20:32:37.486812] [INFO ] [sig       ] Generating forecast for: THRM
[2026-02-13T20:32:37.486844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2026-02-13T20:32:37.498800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2026-02-13T20:32:37.499162] [INFO ] [FORECASTER] Starting predict_future for THRM
[2026-02-13T20:32:37.500273] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2026-02-13T20:32:37.500351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:37.500407] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:37.500453] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:37.500536] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:37.561510] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:37.562211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:37.562302] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:37.562345] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:37.689763] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:37.689919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:37.689959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:37.689988] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:37.693463] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2026-02-13T20:32:37.693762] [INFO ] [FORECASTER] Completed predict_future for THRM
[2026-02-13T20:32:37.693888] [INFO ] [sig       ] THRM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:37.836332] [INFO ] [LOCAL     ] Saved forecast: THRM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/THRM.txt
[2026-02-13T20:32:37.836462] [INFO ] [sig       ] [2988/3406] Completed THRM in 0.3s | 2.84 sym/s | Total: 17.6m | ETA: 2.5m
[2026-02-13T20:32:37.836503] [INFO ] [sig       ] [2989/3406] Forecasting THRY...
[2026-02-13T20:32:37.836533] [INFO ] [sig       ] Generating forecast for: THRY
[2026-02-13T20:32:37.836563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2026-02-13T20:32:37.848224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2026-02-13T20:32:37.848598] [INFO ] [FORECASTER] Starting predict_future for THRY
[2026-02-13T20:32:37.849376] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2026-02-13T20:32:37.849428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:37.849460] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:37.849486] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:37.849543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:37.911154] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:37.912150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:37.912234] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:37.912270] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:38.044788] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:38.044948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:38.044989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:38.045019] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:38.048911] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: DOWN (p=28.96%)
[2026-02-13T20:32:38.049204] [INFO ] [FORECASTER] Completed predict_future for THRY
[2026-02-13T20:32:38.049337] [INFO ] [sig       ] THRY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:38.194452] [INFO ] [LOCAL     ] Saved forecast: THRY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/THRY.txt
[2026-02-13T20:32:38.194635] [INFO ] [sig       ] [2989/3406] Completed THRY in 0.4s | 2.84 sym/s | Total: 17.6m | ETA: 2.4m
[2026-02-13T20:32:38.194682] [INFO ] [sig       ] [2990/3406] Forecasting TIGO...
[2026-02-13T20:32:38.194715] [INFO ] [sig       ] Generating forecast for: TIGO
[2026-02-13T20:32:38.194745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2026-02-13T20:32:38.206131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2026-02-13T20:32:38.206488] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2026-02-13T20:32:38.207377] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2026-02-13T20:32:38.207438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:38.207479] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:38.207508] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:38.207568] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:38.266350] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:38.267334] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:38.267426] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:38.267460] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:38.405446] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:38.405632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:38.405677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:38.405708] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:38.409527] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=37.20%)
[2026-02-13T20:32:38.409866] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2026-02-13T20:32:38.410008] [INFO ] [sig       ] TIGO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:38.568559] [INFO ] [LOCAL     ] Saved forecast: TIGO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TIGO.txt
[2026-02-13T20:32:38.568792] [INFO ] [sig       ] [2990/3406] Completed TIGO in 0.4s | 2.84 sym/s | Total: 17.6m | ETA: 2.4m
[2026-02-13T20:32:38.568838] [INFO ] [sig       ] [2991/3406] Forecasting TIL...
[2026-02-13T20:32:38.568869] [INFO ] [sig       ] Generating forecast for: TIL
[2026-02-13T20:32:38.568899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2026-02-13T20:32:38.580669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIL'.
[2026-02-13T20:32:38.581095] [INFO ] [FORECASTER] Starting predict_future for TIL
[2026-02-13T20:32:38.581966] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2026-02-13T20:32:38.582020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:38.582068] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:38.582097] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:38.582155] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:38.641619] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:38.642536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:38.642649] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:38.642700] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:38.769862] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:38.770022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:38.770064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:38.770093] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:38.773690] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: DOWN (p=11.00%)
[2026-02-13T20:32:38.774015] [INFO ] [FORECASTER] Completed predict_future for TIL
[2026-02-13T20:32:38.774157] [INFO ] [sig       ] TIL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:38.918477] [INFO ] [LOCAL     ] Saved forecast: TIL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TIL.txt
[2026-02-13T20:32:38.918700] [INFO ] [sig       ] [2991/3406] Completed TIL in 0.3s | 2.84 sym/s | Total: 17.6m | ETA: 2.4m
[2026-02-13T20:32:38.918752] [INFO ] [sig       ] [2992/3406] Forecasting TILE...
[2026-02-13T20:32:38.918781] [INFO ] [sig       ] Generating forecast for: TILE
[2026-02-13T20:32:38.918811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2026-02-13T20:32:38.930345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2026-02-13T20:32:38.930780] [INFO ] [FORECASTER] Starting predict_future for TILE
[2026-02-13T20:32:38.931760] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2026-02-13T20:32:38.931814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:38.931846] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:38.931873] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:38.931937] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:38.995603] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:38.996563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:38.996683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:38.996720] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:39.125797] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:39.125957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:39.125998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:39.126028] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:39.129979] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: UP (p=73.66%)
[2026-02-13T20:32:39.130332] [INFO ] [FORECASTER] Completed predict_future for TILE
[2026-02-13T20:32:39.130480] [INFO ] [sig       ] TILE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:39.281443] [INFO ] [LOCAL     ] Saved forecast: TILE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TILE.txt
[2026-02-13T20:32:39.281655] [INFO ] [sig       ] [2992/3406] Completed TILE in 0.4s | 2.84 sym/s | Total: 17.6m | ETA: 2.4m
[2026-02-13T20:32:39.281705] [INFO ] [sig       ] [2993/3406] Forecasting TIMB...
[2026-02-13T20:32:39.281736] [INFO ] [sig       ] Generating forecast for: TIMB
[2026-02-13T20:32:39.281773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2026-02-13T20:32:39.293685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2026-02-13T20:32:39.294109] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2026-02-13T20:32:39.294992] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2026-02-13T20:32:39.295044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:39.295077] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:39.295102] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:39.295158] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:39.354462] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:39.355564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:39.355699] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:39.355735] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:39.481274] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:39.481434] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:39.481476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:39.481506] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:39.485347] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=83.29%)
[2026-02-13T20:32:39.485661] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2026-02-13T20:32:39.485802] [INFO ] [sig       ] TIMB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:39.630035] [INFO ] [LOCAL     ] Saved forecast: TIMB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TIMB.txt
[2026-02-13T20:32:39.630164] [INFO ] [sig       ] [2993/3406] Completed TIMB in 0.3s | 2.84 sym/s | Total: 17.6m | ETA: 2.4m
[2026-02-13T20:32:39.630204] [INFO ] [sig       ] [2994/3406] Forecasting TITN...
[2026-02-13T20:32:39.630233] [INFO ] [sig       ] Generating forecast for: TITN
[2026-02-13T20:32:39.630262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2026-02-13T20:32:39.641161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2026-02-13T20:32:39.641485] [INFO ] [FORECASTER] Starting predict_future for TITN
[2026-02-13T20:32:39.642273] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2026-02-13T20:32:39.642325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:39.642387] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:39.642415] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:39.642476] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:39.701359] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:39.702077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:39.702157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:39.702190] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:39.819805] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:39.819968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:39.820007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:39.820035] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:39.823430] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: UP (p=94.58%)
[2026-02-13T20:32:39.823728] [INFO ] [FORECASTER] Completed predict_future for TITN
[2026-02-13T20:32:39.823856] [INFO ] [sig       ] TITN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:39.963893] [INFO ] [LOCAL     ] Saved forecast: TITN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TITN.txt
[2026-02-13T20:32:39.964029] [INFO ] [sig       ] [2994/3406] Completed TITN in 0.3s | 2.84 sym/s | Total: 17.6m | ETA: 2.4m
[2026-02-13T20:32:39.964075] [INFO ] [sig       ] [2995/3406] Forecasting TJX...
[2026-02-13T20:32:39.964107] [INFO ] [sig       ] Generating forecast for: TJX
[2026-02-13T20:32:39.964139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2026-02-13T20:32:39.975950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TJX'.
[2026-02-13T20:32:39.976289] [INFO ] [FORECASTER] Starting predict_future for TJX
[2026-02-13T20:32:39.977109] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2026-02-13T20:32:39.977161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:39.977193] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:39.977219] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:39.977275] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:40.040145] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:40.041383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:40.041481] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:40.041516] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:40.168320] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:40.168479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:40.168520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:40.168551] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:40.172110] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: UP (p=63.02%)
[2026-02-13T20:32:40.172395] [INFO ] [FORECASTER] Completed predict_future for TJX
[2026-02-13T20:32:40.172550] [INFO ] [sig       ] TJX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:40.315528] [INFO ] [LOCAL     ] Saved forecast: TJX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TJX.txt
[2026-02-13T20:32:40.315694] [INFO ] [sig       ] [2995/3406] Completed TJX in 0.4s | 2.84 sym/s | Total: 17.6m | ETA: 2.4m
[2026-02-13T20:32:40.315735] [INFO ] [sig       ] [2996/3406] Forecasting TK...
[2026-02-13T20:32:40.315766] [INFO ] [sig       ] Generating forecast for: TK
[2026-02-13T20:32:40.315795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2026-02-13T20:32:40.327146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2026-02-13T20:32:40.327463] [INFO ] [FORECASTER] Starting predict_future for TK
[2026-02-13T20:32:40.328292] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2026-02-13T20:32:40.328344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:40.328382] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:40.328414] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:40.328482] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:40.392016] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:40.392903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:40.392991] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:40.393026] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:40.520241] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:40.520405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:40.520452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:40.520486] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:40.523975] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: UP (p=93.38%)
[2026-02-13T20:32:40.524251] [INFO ] [FORECASTER] Completed predict_future for TK
[2026-02-13T20:32:40.524384] [INFO ] [sig       ] TK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:40.671972] [INFO ] [LOCAL     ] Saved forecast: TK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TK.txt
[2026-02-13T20:32:40.672122] [INFO ] [sig       ] [2996/3406] Completed TK in 0.4s | 2.84 sym/s | Total: 17.6m | ETA: 2.4m
[2026-02-13T20:32:40.672161] [INFO ] [sig       ] [2997/3406] Forecasting TKC...
[2026-02-13T20:32:40.672191] [INFO ] [sig       ] Generating forecast for: TKC
[2026-02-13T20:32:40.672221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2026-02-13T20:32:40.684443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKC'.
[2026-02-13T20:32:40.684830] [INFO ] [FORECASTER] Starting predict_future for TKC
[2026-02-13T20:32:40.685689] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2026-02-13T20:32:40.685743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:40.685776] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:40.685803] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:40.685866] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:40.747422] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:40.748501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:40.748605] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:40.748642] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:40.875942] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:40.876121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:40.876178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:40.876211] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:40.880060] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2026-02-13T20:32:40.880369] [INFO ] [FORECASTER] Completed predict_future for TKC
[2026-02-13T20:32:40.880537] [INFO ] [sig       ] TKC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:41.021410] [INFO ] [LOCAL     ] Saved forecast: TKC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TKC.txt
[2026-02-13T20:32:41.021565] [INFO ] [sig       ] [2997/3406] Completed TKC in 0.3s | 2.84 sym/s | Total: 17.6m | ETA: 2.4m
[2026-02-13T20:32:41.021626] [INFO ] [sig       ] [2998/3406] Forecasting TKNO...
[2026-02-13T20:32:41.021658] [INFO ] [sig       ] Generating forecast for: TKNO
[2026-02-13T20:32:41.021688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2026-02-13T20:32:41.033609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2026-02-13T20:32:41.033999] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2026-02-13T20:32:41.034831] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2026-02-13T20:32:41.034883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:41.034916] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:41.034943] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:41.034999] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:41.097092] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:41.098024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:41.098113] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:41.098147] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:41.225371] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:41.225551] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:41.225611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:41.225660] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:41.229293] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: DOWN (p=16.94%)
[2026-02-13T20:32:41.229632] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2026-02-13T20:32:41.229787] [INFO ] [sig       ] TKNO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:41.378346] [INFO ] [LOCAL     ] Saved forecast: TKNO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TKNO.txt
[2026-02-13T20:32:41.378507] [INFO ] [sig       ] [2998/3406] Completed TKNO in 0.4s | 2.84 sym/s | Total: 17.6m | ETA: 2.4m
[2026-02-13T20:32:41.378556] [INFO ] [sig       ] [2999/3406] Forecasting TKO...
[2026-02-13T20:32:41.378611] [INFO ] [sig       ] Generating forecast for: TKO
[2026-02-13T20:32:41.378644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2026-02-13T20:32:41.390647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKO'.
[2026-02-13T20:32:41.391042] [INFO ] [FORECASTER] Starting predict_future for TKO
[2026-02-13T20:32:41.391944] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2026-02-13T20:32:41.391998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:41.392040] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:41.392079] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:41.392148] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:41.455255] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:41.456279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:41.456369] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:41.456404] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:41.588494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:41.588674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:41.588716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:41.588744] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:41.592356] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: UP (p=70.59%)
[2026-02-13T20:32:41.592710] [INFO ] [FORECASTER] Completed predict_future for TKO
[2026-02-13T20:32:41.592857] [INFO ] [sig       ] TKO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:41.749305] [INFO ] [LOCAL     ] Saved forecast: TKO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TKO.txt
[2026-02-13T20:32:41.749488] [INFO ] [sig       ] [2999/3406] Completed TKO in 0.4s | 2.84 sym/s | Total: 17.6m | ETA: 2.4m
[2026-02-13T20:32:41.749544] [INFO ] [sig       ] [3000/3406] Forecasting TLK...
[2026-02-13T20:32:41.749598] [INFO ] [sig       ] Generating forecast for: TLK
[2026-02-13T20:32:41.749630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2026-02-13T20:32:41.763671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2026-02-13T20:32:41.764049] [INFO ] [FORECASTER] Starting predict_future for TLK
[2026-02-13T20:32:41.764887] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2026-02-13T20:32:41.764939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:41.764972] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:41.765001] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:41.765060] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:41.825395] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:41.826339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:41.826424] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:41.826478] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:41.959965] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:41.960139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:41.960185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:41.960215] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:41.964097] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2026-02-13T20:32:41.964383] [INFO ] [FORECASTER] Completed predict_future for TLK
[2026-02-13T20:32:41.964540] [INFO ] [sig       ] TLK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:42.109651] [INFO ] [LOCAL     ] Saved forecast: TLK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TLK.txt
[2026-02-13T20:32:42.109794] [INFO ] [sig       ] [3000/3406] Completed TLK in 0.4s | 2.84 sym/s | Total: 17.6m | ETA: 2.4m
[2026-02-13T20:32:42.109834] [INFO ] [sig       ] [3001/3406] Forecasting TLN...
[2026-02-13T20:32:42.109867] [INFO ] [sig       ] Generating forecast for: TLN
[2026-02-13T20:32:42.109908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLN' from 'https://tdm.silogroup.org/data/derivative_storage/TLN.csv'.
[2026-02-13T20:32:42.120824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLN'.
[2026-02-13T20:32:42.121200] [INFO ] [FORECASTER] Starting predict_future for TLN
[2026-02-13T20:32:42.122062] [DEBUG] [LOCAL     ] No optimal features file found for TLN: ./output/feature-sets/TLN.txt
[2026-02-13T20:32:42.122116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:42.122149] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:42.122176] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:42.122234] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:42.185301] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:42.186219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:42.186317] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:42.186352] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:42.311815] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:42.311969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:42.312008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:42.312037] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:42.315515] [DEBUG] [FORECASTER] TLN: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2026-02-13T20:32:42.315811] [INFO ] [FORECASTER] Completed predict_future for TLN
[2026-02-13T20:32:42.315941] [INFO ] [sig       ] TLN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:42.466280] [INFO ] [LOCAL     ] Saved forecast: TLN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TLN.txt
[2026-02-13T20:32:42.466493] [INFO ] [sig       ] [3001/3406] Completed TLN in 0.4s | 2.84 sym/s | Total: 17.6m | ETA: 2.4m
[2026-02-13T20:32:42.466549] [INFO ] [sig       ] [3002/3406] Forecasting TLS...
[2026-02-13T20:32:42.466605] [INFO ] [sig       ] Generating forecast for: TLS
[2026-02-13T20:32:42.466648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2026-02-13T20:32:42.479300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2026-02-13T20:32:42.479706] [INFO ] [FORECASTER] Starting predict_future for TLS
[2026-02-13T20:32:42.480661] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2026-02-13T20:32:42.480716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:42.480754] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:42.480783] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:42.480867] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:42.541116] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:42.542015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:42.542149] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:42.542190] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:42.669953] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:42.670108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:42.670148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:42.670177] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:42.673940] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=82.98%)
[2026-02-13T20:32:42.674242] [INFO ] [FORECASTER] Completed predict_future for TLS
[2026-02-13T20:32:42.674381] [INFO ] [sig       ] TLS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:42.821679] [INFO ] [LOCAL     ] Saved forecast: TLS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TLS.txt
[2026-02-13T20:32:42.821838] [INFO ] [sig       ] [3002/3406] Completed TLS in 0.4s | 2.84 sym/s | Total: 17.6m | ETA: 2.4m
[2026-02-13T20:32:42.821879] [INFO ] [sig       ] [3003/3406] Forecasting TLSA...
[2026-02-13T20:32:42.821909] [INFO ] [sig       ] Generating forecast for: TLSA
[2026-02-13T20:32:42.821939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2026-02-13T20:32:42.833721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2026-02-13T20:32:42.834118] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2026-02-13T20:32:42.834961] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2026-02-13T20:32:42.835013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:42.835045] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:42.835072] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:42.835128] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:42.895096] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:42.896000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:42.896089] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:42.896124] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:43.027178] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:43.027336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:43.027378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:43.027408] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:43.031122] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: DOWN (p=11.67%)
[2026-02-13T20:32:43.031437] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2026-02-13T20:32:43.031632] [INFO ] [sig       ] TLSA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:43.177511] [INFO ] [LOCAL     ] Saved forecast: TLSA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TLSA.txt
[2026-02-13T20:32:43.177745] [INFO ] [sig       ] [3003/3406] Completed TLSA in 0.4s | 2.84 sym/s | Total: 17.6m | ETA: 2.4m
[2026-02-13T20:32:43.177791] [INFO ] [sig       ] [3004/3406] Forecasting TLSI...
[2026-02-13T20:32:43.177820] [INFO ] [sig       ] Generating forecast for: TLSI
[2026-02-13T20:32:43.177851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2026-02-13T20:32:43.189568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2026-02-13T20:32:43.189984] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2026-02-13T20:32:43.190803] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2026-02-13T20:32:43.190855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:43.190887] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:43.190914] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:43.190969] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:43.254463] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:43.255670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:43.255795] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:43.255833] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:43.376504] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:43.376696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:43.376739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:43.376769] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:43.380429] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: UP (p=79.07%)
[2026-02-13T20:32:43.380744] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2026-02-13T20:32:43.380891] [INFO ] [sig       ] TLSI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:43.528314] [INFO ] [LOCAL     ] Saved forecast: TLSI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TLSI.txt
[2026-02-13T20:32:43.528492] [INFO ] [sig       ] [3004/3406] Completed TLSI in 0.4s | 2.84 sym/s | Total: 17.6m | ETA: 2.4m
[2026-02-13T20:32:43.528545] [INFO ] [sig       ] [3005/3406] Forecasting TLYS...
[2026-02-13T20:32:43.528623] [INFO ] [sig       ] Generating forecast for: TLYS
[2026-02-13T20:32:43.528678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2026-02-13T20:32:43.541162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2026-02-13T20:32:43.541590] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2026-02-13T20:32:43.542442] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2026-02-13T20:32:43.542498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:43.542531] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:43.542558] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:43.542640] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:43.604281] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:43.605307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:43.605390] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:43.605423] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:43.731741] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:43.731902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:43.731944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:43.731975] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:43.735538] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2026-02-13T20:32:43.735855] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2026-02-13T20:32:43.735996] [INFO ] [sig       ] TLYS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:43.883138] [INFO ] [LOCAL     ] Saved forecast: TLYS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TLYS.txt
[2026-02-13T20:32:43.883311] [INFO ] [sig       ] [3005/3406] Completed TLYS in 0.4s | 2.84 sym/s | Total: 17.7m | ETA: 2.4m
[2026-02-13T20:32:43.883352] [INFO ] [sig       ] [3006/3406] Forecasting TM...
[2026-02-13T20:32:43.883384] [INFO ] [sig       ] Generating forecast for: TM
[2026-02-13T20:32:43.883423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2026-02-13T20:32:43.894920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2026-02-13T20:32:43.895310] [INFO ] [FORECASTER] Starting predict_future for TM
[2026-02-13T20:32:43.896228] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2026-02-13T20:32:43.896284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:43.896316] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:43.896343] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:43.896400] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:43.956538] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:43.957403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:43.957489] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:43.957524] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:44.084296] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:44.084458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:44.084497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:44.084525] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:44.088045] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: DOWN (p=13.90%)
[2026-02-13T20:32:44.088329] [INFO ] [FORECASTER] Completed predict_future for TM
[2026-02-13T20:32:44.088455] [INFO ] [sig       ] TM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:44.234228] [INFO ] [LOCAL     ] Saved forecast: TM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TM.txt
[2026-02-13T20:32:44.234373] [INFO ] [sig       ] [3006/3406] Completed TM in 0.4s | 2.84 sym/s | Total: 17.7m | ETA: 2.3m
[2026-02-13T20:32:44.234414] [INFO ] [sig       ] [3007/3406] Forecasting TMC...
[2026-02-13T20:32:44.234443] [INFO ] [sig       ] Generating forecast for: TMC
[2026-02-13T20:32:44.234473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2026-02-13T20:32:44.246023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2026-02-13T20:32:44.246391] [INFO ] [FORECASTER] Starting predict_future for TMC
[2026-02-13T20:32:44.247461] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2026-02-13T20:32:44.247515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:44.247549] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:44.247626] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:44.247886] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:44.308069] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:44.308999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:44.309087] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:44.309121] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:44.434701] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:44.434858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:44.434897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:44.434927] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:44.438548] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: UP (p=96.63%)
[2026-02-13T20:32:44.438864] [INFO ] [FORECASTER] Completed predict_future for TMC
[2026-02-13T20:32:44.439001] [INFO ] [sig       ] TMC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:44.582554] [INFO ] [LOCAL     ] Saved forecast: TMC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TMC.txt
[2026-02-13T20:32:44.582800] [INFO ] [sig       ] [3007/3406] Completed TMC in 0.3s | 2.84 sym/s | Total: 17.7m | ETA: 2.3m
[2026-02-13T20:32:44.582847] [INFO ] [sig       ] [3008/3406] Forecasting TMCI...
[2026-02-13T20:32:44.582877] [INFO ] [sig       ] Generating forecast for: TMCI
[2026-02-13T20:32:44.582906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2026-02-13T20:32:44.594224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMCI'.
[2026-02-13T20:32:44.594619] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2026-02-13T20:32:44.595455] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2026-02-13T20:32:44.595519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:44.595555] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:44.595626] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:44.595702] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:44.658958] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:44.659842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:44.659929] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:44.659963] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:44.785963] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:44.786158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:44.786207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:44.786241] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:44.790060] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=1.13%)
[2026-02-13T20:32:44.790351] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2026-02-13T20:32:44.790478] [INFO ] [sig       ] TMCI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:44.931044] [INFO ] [LOCAL     ] Saved forecast: TMCI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TMCI.txt
[2026-02-13T20:32:44.931198] [INFO ] [sig       ] [3008/3406] Completed TMCI in 0.3s | 2.84 sym/s | Total: 17.7m | ETA: 2.3m
[2026-02-13T20:32:44.931240] [INFO ] [sig       ] [3009/3406] Forecasting TMDX...
[2026-02-13T20:32:44.931272] [INFO ] [sig       ] Generating forecast for: TMDX
[2026-02-13T20:32:44.931303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2026-02-13T20:32:44.942623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2026-02-13T20:32:44.942979] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2026-02-13T20:32:44.943855] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2026-02-13T20:32:44.943908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:44.943942] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:44.943970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:44.944030] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:45.004876] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:45.005853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:45.005963] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:45.006007] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:45.131462] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:45.131640] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:45.131684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:45.131714] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:45.135269] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: UP (p=55.68%)
[2026-02-13T20:32:45.135646] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2026-02-13T20:32:45.135785] [INFO ] [sig       ] TMDX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:45.283771] [INFO ] [LOCAL     ] Saved forecast: TMDX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TMDX.txt
[2026-02-13T20:32:45.283972] [INFO ] [sig       ] [3009/3406] Completed TMDX in 0.4s | 2.84 sym/s | Total: 17.7m | ETA: 2.3m
[2026-02-13T20:32:45.284030] [INFO ] [sig       ] [3010/3406] Forecasting TME...
[2026-02-13T20:32:45.284073] [INFO ] [sig       ] Generating forecast for: TME
[2026-02-13T20:32:45.284110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2026-02-13T20:32:45.296569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2026-02-13T20:32:45.297014] [INFO ] [FORECASTER] Starting predict_future for TME
[2026-02-13T20:32:45.298013] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2026-02-13T20:32:45.298078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:45.298129] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:45.298167] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:45.298232] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:45.359491] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:45.360514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:45.360626] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:45.360663] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:45.496737] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:45.496907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:45.496947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:45.496978] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:45.500779] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2026-02-13T20:32:45.501120] [INFO ] [FORECASTER] Completed predict_future for TME
[2026-02-13T20:32:45.501264] [INFO ] [sig       ] TME: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:45.647108] [INFO ] [LOCAL     ] Saved forecast: TME	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TME.txt
[2026-02-13T20:32:45.647274] [INFO ] [sig       ] [3010/3406] Completed TME in 0.4s | 2.84 sym/s | Total: 17.7m | ETA: 2.3m
[2026-02-13T20:32:45.647315] [INFO ] [sig       ] [3011/3406] Forecasting TMHC...
[2026-02-13T20:32:45.647343] [INFO ] [sig       ] Generating forecast for: TMHC
[2026-02-13T20:32:45.647371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2026-02-13T20:32:45.659178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2026-02-13T20:32:45.659613] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2026-02-13T20:32:45.660491] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2026-02-13T20:32:45.660546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:45.660636] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:45.660668] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:45.660726] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:45.721407] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:45.722337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:45.722424] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:45.722458] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:45.844340] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:45.844518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:45.844560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:45.844615] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:45.848280] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: DOWN (p=30.91%)
[2026-02-13T20:32:45.848649] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2026-02-13T20:32:45.848791] [INFO ] [sig       ] TMHC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:45.991339] [INFO ] [LOCAL     ] Saved forecast: TMHC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TMHC.txt
[2026-02-13T20:32:45.991487] [INFO ] [sig       ] [3011/3406] Completed TMHC in 0.3s | 2.84 sym/s | Total: 17.7m | ETA: 2.3m
[2026-02-13T20:32:45.991527] [INFO ] [sig       ] [3012/3406] Forecasting TMUS...
[2026-02-13T20:32:45.991558] [INFO ] [sig       ] Generating forecast for: TMUS
[2026-02-13T20:32:45.991606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2026-02-13T20:32:46.002648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2026-02-13T20:32:46.003012] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2026-02-13T20:32:46.003822] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2026-02-13T20:32:46.003874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:46.003905] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:46.003931] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:46.003986] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:46.062319] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:46.063179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:46.063284] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:46.063321] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:46.191597] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:46.191768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:46.191813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:46.191845] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:46.195365] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=52.78%)
[2026-02-13T20:32:46.195710] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2026-02-13T20:32:46.195856] [INFO ] [sig       ] TMUS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:46.420066] [INFO ] [LOCAL     ] Saved forecast: TMUS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TMUS.txt
[2026-02-13T20:32:46.420217] [INFO ] [sig       ] [3012/3406] Completed TMUS in 0.4s | 2.84 sym/s | Total: 17.7m | ETA: 2.3m
[2026-02-13T20:32:46.420258] [INFO ] [sig       ] [3013/3406] Forecasting TNC...
[2026-02-13T20:32:46.420287] [INFO ] [sig       ] Generating forecast for: TNC
[2026-02-13T20:32:46.420316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2026-02-13T20:32:46.431270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2026-02-13T20:32:46.431639] [INFO ] [FORECASTER] Starting predict_future for TNC
[2026-02-13T20:32:46.432461] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2026-02-13T20:32:46.432513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:46.432547] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:46.432593] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:46.432653] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:46.489981] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:46.490804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:46.490888] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:46.490921] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:46.609321] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:46.609476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:46.609521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:46.609556] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:46.613024] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=35.18%)
[2026-02-13T20:32:46.613301] [INFO ] [FORECASTER] Completed predict_future for TNC
[2026-02-13T20:32:46.613429] [INFO ] [sig       ] TNC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:46.753225] [INFO ] [LOCAL     ] Saved forecast: TNC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TNC.txt
[2026-02-13T20:32:46.753392] [INFO ] [sig       ] [3013/3406] Completed TNC in 0.3s | 2.84 sym/s | Total: 17.7m | ETA: 2.3m
[2026-02-13T20:32:46.753434] [INFO ] [sig       ] [3014/3406] Forecasting TNDM...
[2026-02-13T20:32:46.753463] [INFO ] [sig       ] Generating forecast for: TNDM
[2026-02-13T20:32:46.753492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2026-02-13T20:32:46.764662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2026-02-13T20:32:46.765045] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2026-02-13T20:32:46.765879] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2026-02-13T20:32:46.765933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:46.765964] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:46.765991] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:46.766049] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:46.824194] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:46.825091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:46.825183] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:46.825217] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:46.952034] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:46.952190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:46.952231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:46.952313] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:46.955904] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2026-02-13T20:32:46.956190] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2026-02-13T20:32:46.956327] [INFO ] [sig       ] TNDM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:47.097121] [INFO ] [LOCAL     ] Saved forecast: TNDM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TNDM.txt
[2026-02-13T20:32:47.097271] [INFO ] [sig       ] [3014/3406] Completed TNDM in 0.3s | 2.84 sym/s | Total: 17.7m | ETA: 2.3m
[2026-02-13T20:32:47.097313] [INFO ] [sig       ] [3015/3406] Forecasting TNGX...
[2026-02-13T20:32:47.097342] [INFO ] [sig       ] Generating forecast for: TNGX
[2026-02-13T20:32:47.097373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2026-02-13T20:32:47.108873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2026-02-13T20:32:47.109231] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2026-02-13T20:32:47.110037] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2026-02-13T20:32:47.110104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:47.110136] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:47.110162] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:47.110218] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:47.169791] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:47.170672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:47.170762] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:47.170795] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:47.290838] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:47.290997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:47.291038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:47.291070] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:47.294721] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: UP (p=64.59%)
[2026-02-13T20:32:47.295014] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2026-02-13T20:32:47.295146] [INFO ] [sig       ] TNGX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:47.440632] [INFO ] [LOCAL     ] Saved forecast: TNGX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TNGX.txt
[2026-02-13T20:32:47.440786] [INFO ] [sig       ] [3015/3406] Completed TNGX in 0.3s | 2.84 sym/s | Total: 17.7m | ETA: 2.3m
[2026-02-13T20:32:47.440830] [INFO ] [sig       ] [3016/3406] Forecasting TNK...
[2026-02-13T20:32:47.440861] [INFO ] [sig       ] Generating forecast for: TNK
[2026-02-13T20:32:47.440892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2026-02-13T20:32:47.452890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2026-02-13T20:32:47.453297] [INFO ] [FORECASTER] Starting predict_future for TNK
[2026-02-13T20:32:47.454213] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2026-02-13T20:32:47.454268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:47.454301] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:47.454329] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:47.454387] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:47.514408] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:47.515277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:47.515363] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:47.515397] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:47.648276] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:47.648429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:47.648469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:47.648499] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:47.651954] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: UP (p=76.61%)
[2026-02-13T20:32:47.652238] [INFO ] [FORECASTER] Completed predict_future for TNK
[2026-02-13T20:32:47.652366] [INFO ] [sig       ] TNK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:47.796273] [INFO ] [LOCAL     ] Saved forecast: TNK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TNK.txt
[2026-02-13T20:32:47.796421] [INFO ] [sig       ] [3016/3406] Completed TNK in 0.4s | 2.84 sym/s | Total: 17.7m | ETA: 2.3m
[2026-02-13T20:32:47.796463] [INFO ] [sig       ] [3017/3406] Forecasting TNL...
[2026-02-13T20:32:47.796495] [INFO ] [sig       ] Generating forecast for: TNL
[2026-02-13T20:32:47.796539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2026-02-13T20:32:47.807894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2026-02-13T20:32:47.808261] [INFO ] [FORECASTER] Starting predict_future for TNL
[2026-02-13T20:32:47.809153] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2026-02-13T20:32:47.809207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:47.809240] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:47.809267] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:47.809325] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:47.871965] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:47.872933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:47.873029] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:47.873065] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:48.006143] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:48.006312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:48.006357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:48.006386] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:48.010015] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: UP (p=74.16%)
[2026-02-13T20:32:48.010307] [INFO ] [FORECASTER] Completed predict_future for TNL
[2026-02-13T20:32:48.010437] [INFO ] [sig       ] TNL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:48.168551] [INFO ] [LOCAL     ] Saved forecast: TNL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TNL.txt
[2026-02-13T20:32:48.168930] [INFO ] [sig       ] [3017/3406] Completed TNL in 0.4s | 2.84 sym/s | Total: 17.7m | ETA: 2.3m
[2026-02-13T20:32:48.168975] [INFO ] [sig       ] [3018/3406] Forecasting TNXP...
[2026-02-13T20:32:48.169006] [INFO ] [sig       ] Generating forecast for: TNXP
[2026-02-13T20:32:48.169038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2026-02-13T20:32:48.182258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2026-02-13T20:32:48.182655] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2026-02-13T20:32:48.183665] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2026-02-13T20:32:48.183898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:48.183931] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:48.183960] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:48.184026] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:48.246163] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:48.247075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:48.247172] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:48.247223] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:48.372783] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:48.372947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:48.372988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:48.373017] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:48.376686] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: UP (p=87.67%)
[2026-02-13T20:32:48.376983] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2026-02-13T20:32:48.377115] [INFO ] [sig       ] TNXP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:48.527814] [INFO ] [LOCAL     ] Saved forecast: TNXP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TNXP.txt
[2026-02-13T20:32:48.527969] [INFO ] [sig       ] [3018/3406] Completed TNXP in 0.4s | 2.84 sym/s | Total: 17.7m | ETA: 2.3m
[2026-02-13T20:32:48.528024] [INFO ] [sig       ] [3019/3406] Forecasting TOI...
[2026-02-13T20:32:48.528075] [INFO ] [sig       ] Generating forecast for: TOI
[2026-02-13T20:32:48.528117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2026-02-13T20:32:48.540039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2026-02-13T20:32:48.540458] [INFO ] [FORECASTER] Starting predict_future for TOI
[2026-02-13T20:32:48.541294] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2026-02-13T20:32:48.541347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:48.541379] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:48.541407] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:48.541463] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:48.602848] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:48.603669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:48.603756] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:48.603790] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:48.733785] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:48.733956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:48.734011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:48.734045] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:48.737642] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: UP (p=88.06%)
[2026-02-13T20:32:48.737967] [INFO ] [FORECASTER] Completed predict_future for TOI
[2026-02-13T20:32:48.738103] [INFO ] [sig       ] TOI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:48.886700] [INFO ] [LOCAL     ] Saved forecast: TOI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TOI.txt
[2026-02-13T20:32:48.886874] [INFO ] [sig       ] [3019/3406] Completed TOI in 0.4s | 2.84 sym/s | Total: 17.7m | ETA: 2.3m
[2026-02-13T20:32:48.886927] [INFO ] [sig       ] [3020/3406] Forecasting TOL...
[2026-02-13T20:32:48.886957] [INFO ] [sig       ] Generating forecast for: TOL
[2026-02-13T20:32:48.886989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2026-02-13T20:32:48.898972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2026-02-13T20:32:48.899342] [INFO ] [FORECASTER] Starting predict_future for TOL
[2026-02-13T20:32:48.900268] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2026-02-13T20:32:48.900331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:48.900369] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:48.900398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:48.900457] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:48.959793] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:48.960615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:48.960696] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:48.960728] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:49.080228] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:49.080382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:49.080421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:49.080449] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:49.083902] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=86.93%)
[2026-02-13T20:32:49.084176] [INFO ] [FORECASTER] Completed predict_future for TOL
[2026-02-13T20:32:49.084318] [INFO ] [sig       ] TOL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:49.224347] [INFO ] [LOCAL     ] Saved forecast: TOL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TOL.txt
[2026-02-13T20:32:49.224495] [INFO ] [sig       ] [3020/3406] Completed TOL in 0.3s | 2.84 sym/s | Total: 17.7m | ETA: 2.3m
[2026-02-13T20:32:49.224535] [INFO ] [sig       ] [3021/3406] Forecasting TORO...
[2026-02-13T20:32:49.224566] [INFO ] [sig       ] Generating forecast for: TORO
[2026-02-13T20:32:49.224618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2026-02-13T20:32:49.236033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TORO'.
[2026-02-13T20:32:49.236397] [INFO ] [FORECASTER] Starting predict_future for TORO
[2026-02-13T20:32:49.237223] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2026-02-13T20:32:49.237276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:49.237306] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:49.237332] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:49.237387] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:49.299294] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:49.300230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:49.300364] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:49.300400] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:49.426345] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:49.426500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:49.426543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:49.426604] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:49.433710] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: UP (p=83.70%)
[2026-02-13T20:32:49.434074] [INFO ] [FORECASTER] Completed predict_future for TORO
[2026-02-13T20:32:49.434219] [INFO ] [sig       ] TORO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:49.590817] [INFO ] [LOCAL     ] Saved forecast: TORO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TORO.txt
[2026-02-13T20:32:49.590989] [INFO ] [sig       ] [3021/3406] Completed TORO in 0.4s | 2.84 sym/s | Total: 17.7m | ETA: 2.3m
[2026-02-13T20:32:49.591026] [INFO ] [sig       ] [3022/3406] Forecasting TOWN...
[2026-02-13T20:32:49.591056] [INFO ] [sig       ] Generating forecast for: TOWN
[2026-02-13T20:32:49.591088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2026-02-13T20:32:49.602559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2026-02-13T20:32:49.603022] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2026-02-13T20:32:49.603908] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2026-02-13T20:32:49.603963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:49.603997] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:49.604023] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:49.604080] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:49.663656] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:49.664605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:49.664688] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:49.664722] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:49.787854] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:49.788015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:49.788055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:49.788102] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:49.792239] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2026-02-13T20:32:49.792621] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2026-02-13T20:32:49.792775] [INFO ] [sig       ] TOWN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:49.935967] [INFO ] [LOCAL     ] Saved forecast: TOWN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TOWN.txt
[2026-02-13T20:32:49.936117] [INFO ] [sig       ] [3022/3406] Completed TOWN in 0.3s | 2.84 sym/s | Total: 17.8m | ETA: 2.3m
[2026-02-13T20:32:49.936158] [INFO ] [sig       ] [3023/3406] Forecasting TOYO...
[2026-02-13T20:32:49.936188] [INFO ] [sig       ] Generating forecast for: TOYO
[2026-02-13T20:32:49.936218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2026-02-13T20:32:49.948165] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2026-02-13T20:32:49.948509] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2026-02-13T20:32:49.949554] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2026-02-13T20:32:49.949631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:49.949665] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:49.949691] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:49.949747] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:50.012650] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:50.013560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:50.013669] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:50.013703] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:50.133238] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:50.133399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:50.133439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:50.133470] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:50.137284] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: UP (p=54.25%)
[2026-02-13T20:32:50.137645] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2026-02-13T20:32:50.137786] [INFO ] [sig       ] TOYO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:50.290847] [INFO ] [LOCAL     ] Saved forecast: TOYO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TOYO.txt
[2026-02-13T20:32:50.291014] [INFO ] [sig       ] [3023/3406] Completed TOYO in 0.4s | 2.84 sym/s | Total: 17.8m | ETA: 2.3m
[2026-02-13T20:32:50.291052] [INFO ] [sig       ] [3024/3406] Forecasting TPB...
[2026-02-13T20:32:50.291081] [INFO ] [sig       ] Generating forecast for: TPB
[2026-02-13T20:32:50.291111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2026-02-13T20:32:50.302749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2026-02-13T20:32:50.303336] [INFO ] [FORECASTER] Starting predict_future for TPB
[2026-02-13T20:32:50.304166] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2026-02-13T20:32:50.304219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:50.304251] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:50.304277] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:50.304333] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:50.366186] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:50.367299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:50.367431] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:50.367465] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:50.496639] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:50.496822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:50.496865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:50.496894] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:50.501110] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2026-02-13T20:32:50.501504] [INFO ] [FORECASTER] Completed predict_future for TPB
[2026-02-13T20:32:50.501688] [INFO ] [sig       ] TPB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:50.643829] [INFO ] [LOCAL     ] Saved forecast: TPB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TPB.txt
[2026-02-13T20:32:50.644005] [INFO ] [sig       ] [3024/3406] Completed TPB in 0.4s | 2.84 sym/s | Total: 17.8m | ETA: 2.2m
[2026-02-13T20:32:50.644046] [INFO ] [sig       ] [3025/3406] Forecasting TPC...
[2026-02-13T20:32:50.644076] [INFO ] [sig       ] Generating forecast for: TPC
[2026-02-13T20:32:50.644106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2026-02-13T20:32:50.654657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2026-02-13T20:32:50.654972] [INFO ] [FORECASTER] Starting predict_future for TPC
[2026-02-13T20:32:50.655772] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2026-02-13T20:32:50.655824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:50.655857] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:50.655884] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:50.655945] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:50.714047] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:50.714819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:50.714899] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:50.714932] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:50.836143] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:50.836308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:50.836347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:50.836376] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:50.840031] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: UP (p=99.01%)
[2026-02-13T20:32:50.840361] [INFO ] [FORECASTER] Completed predict_future for TPC
[2026-02-13T20:32:50.840503] [INFO ] [sig       ] TPC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:50.982874] [INFO ] [LOCAL     ] Saved forecast: TPC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TPC.txt
[2026-02-13T20:32:50.983032] [INFO ] [sig       ] [3025/3406] Completed TPC in 0.3s | 2.84 sym/s | Total: 17.8m | ETA: 2.2m
[2026-02-13T20:32:50.983071] [INFO ] [sig       ] [3026/3406] Forecasting TPG...
[2026-02-13T20:32:50.983102] [INFO ] [sig       ] Generating forecast for: TPG
[2026-02-13T20:32:50.983133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2026-02-13T20:32:50.995011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2026-02-13T20:32:50.995406] [INFO ] [FORECASTER] Starting predict_future for TPG
[2026-02-13T20:32:50.996206] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2026-02-13T20:32:50.996257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:50.996289] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:50.996329] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:50.996386] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:51.058350] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:51.059408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:51.059496] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:51.059530] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:51.184787] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:51.185142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:51.185182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:51.185217] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:51.189528] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: UP (p=94.83%)
[2026-02-13T20:32:51.189874] [INFO ] [FORECASTER] Completed predict_future for TPG
[2026-02-13T20:32:51.190197] [INFO ] [sig       ] TPG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:51.342653] [INFO ] [LOCAL     ] Saved forecast: TPG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TPG.txt
[2026-02-13T20:32:51.342865] [INFO ] [sig       ] [3026/3406] Completed TPG in 0.4s | 2.84 sym/s | Total: 17.8m | ETA: 2.2m
[2026-02-13T20:32:51.342913] [INFO ] [sig       ] [3027/3406] Forecasting TPGXL...
[2026-02-13T20:32:51.342945] [INFO ] [sig       ] Generating forecast for: TPGXL
[2026-02-13T20:32:51.342974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2026-02-13T20:32:51.354709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2026-02-13T20:32:51.355131] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2026-02-13T20:32:51.355986] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2026-02-13T20:32:51.356048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:51.356087] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:51.356113] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:51.356170] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:51.419621] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:51.420531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:51.420641] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:51.420678] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:51.542599] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:51.542768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:51.542811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:51.542841] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:51.547450] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: DOWN (p=30.74%)
[2026-02-13T20:32:51.547783] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2026-02-13T20:32:51.547923] [INFO ] [sig       ] TPGXL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:51.702922] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TPGXL.txt
[2026-02-13T20:32:51.703108] [INFO ] [sig       ] [3027/3406] Completed TPGXL in 0.4s | 2.84 sym/s | Total: 17.8m | ETA: 2.2m
[2026-02-13T20:32:51.703157] [INFO ] [sig       ] [3028/3406] Forecasting TPH...
[2026-02-13T20:32:51.703190] [INFO ] [sig       ] Generating forecast for: TPH
[2026-02-13T20:32:51.703221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2026-02-13T20:32:51.715799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPH'.
[2026-02-13T20:32:51.716448] [INFO ] [FORECASTER] Starting predict_future for TPH
[2026-02-13T20:32:51.717532] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2026-02-13T20:32:51.717634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:51.717702] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:51.717731] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:51.717789] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:51.782092] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:51.782987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:51.783073] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:51.783108] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:51.919751] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:51.919913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:51.919953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:51.919982] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:51.923474] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: DOWN (p=11.51%)
[2026-02-13T20:32:51.923782] [INFO ] [FORECASTER] Completed predict_future for TPH
[2026-02-13T20:32:51.923913] [INFO ] [sig       ] TPH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:52.079784] [INFO ] [LOCAL     ] Saved forecast: TPH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TPH.txt
[2026-02-13T20:32:52.079950] [INFO ] [sig       ] [3028/3406] Completed TPH in 0.4s | 2.84 sym/s | Total: 17.8m | ETA: 2.2m
[2026-02-13T20:32:52.079991] [INFO ] [sig       ] [3029/3406] Forecasting TPL...
[2026-02-13T20:32:52.080023] [INFO ] [sig       ] Generating forecast for: TPL
[2026-02-13T20:32:52.080053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2026-02-13T20:32:52.092542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2026-02-13T20:32:52.093078] [INFO ] [FORECASTER] Starting predict_future for TPL
[2026-02-13T20:32:52.094180] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2026-02-13T20:32:52.094249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:52.094290] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:52.094322] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:52.094396] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:52.152102] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:52.152934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:52.153020] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:52.153052] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:52.276644] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:52.276820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:52.276880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:52.276916] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:52.280790] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2026-02-13T20:32:52.281110] [INFO ] [FORECASTER] Completed predict_future for TPL
[2026-02-13T20:32:52.281271] [INFO ] [sig       ] TPL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:52.423216] [INFO ] [LOCAL     ] Saved forecast: TPL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TPL.txt
[2026-02-13T20:32:52.423379] [INFO ] [sig       ] [3029/3406] Completed TPL in 0.3s | 2.84 sym/s | Total: 17.8m | ETA: 2.2m
[2026-02-13T20:32:52.423419] [INFO ] [sig       ] [3030/3406] Forecasting TPVG...
[2026-02-13T20:32:52.423452] [INFO ] [sig       ] Generating forecast for: TPVG
[2026-02-13T20:32:52.423489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2026-02-13T20:32:52.434407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2026-02-13T20:32:52.434810] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2026-02-13T20:32:52.435625] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2026-02-13T20:32:52.435677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:52.435710] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:52.435736] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:52.435792] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:52.491814] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:52.492706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:52.492791] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:52.492824] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:52.610475] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:52.610656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:52.610698] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:52.610726] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:52.614129] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: DOWN (p=9.81%)
[2026-02-13T20:32:52.614410] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2026-02-13T20:32:52.614539] [INFO ] [sig       ] TPVG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:52.753902] [INFO ] [LOCAL     ] Saved forecast: TPVG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TPVG.txt
[2026-02-13T20:32:52.754041] [INFO ] [sig       ] [3030/3406] Completed TPVG in 0.3s | 2.84 sym/s | Total: 17.8m | ETA: 2.2m
[2026-02-13T20:32:52.754080] [INFO ] [sig       ] [3031/3406] Forecasting TPYP...
[2026-02-13T20:32:52.754110] [INFO ] [sig       ] Generating forecast for: TPYP
[2026-02-13T20:32:52.754141] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2026-02-13T20:32:52.765017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2026-02-13T20:32:52.765338] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2026-02-13T20:32:52.766167] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2026-02-13T20:32:52.766218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:52.766250] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:52.766277] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:52.766333] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:52.822435] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:52.823178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:52.823262] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:52.823295] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:52.939758] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:52.939917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:52.939956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:52.940019] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:52.943472] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: UP (p=91.58%)
[2026-02-13T20:32:52.943781] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2026-02-13T20:32:52.943911] [INFO ] [sig       ] TPYP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:53.085642] [INFO ] [LOCAL     ] Saved forecast: TPYP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TPYP.txt
[2026-02-13T20:32:53.085806] [INFO ] [sig       ] [3031/3406] Completed TPYP in 0.3s | 2.84 sym/s | Total: 17.8m | ETA: 2.2m
[2026-02-13T20:32:53.085846] [INFO ] [sig       ] [3032/3406] Forecasting TPZ...
[2026-02-13T20:32:53.085877] [INFO ] [sig       ] Generating forecast for: TPZ
[2026-02-13T20:32:53.085907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2026-02-13T20:32:53.097438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2026-02-13T20:32:53.097856] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2026-02-13T20:32:53.098688] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2026-02-13T20:32:53.098752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:53.098794] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:53.098829] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:53.098894] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:53.156247] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:53.157055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:53.157137] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:53.157170] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:53.270658] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:53.270833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:53.270875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:53.270904] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:53.274329] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: UP (p=64.75%)
[2026-02-13T20:32:53.274645] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2026-02-13T20:32:53.274779] [INFO ] [sig       ] TPZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:53.419651] [INFO ] [LOCAL     ] Saved forecast: TPZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TPZ.txt
[2026-02-13T20:32:53.419862] [INFO ] [sig       ] [3032/3406] Completed TPZ in 0.3s | 2.84 sym/s | Total: 17.8m | ETA: 2.2m
[2026-02-13T20:32:53.419918] [INFO ] [sig       ] [3033/3406] Forecasting TQQQ...
[2026-02-13T20:32:53.419956] [INFO ] [sig       ] Generating forecast for: TQQQ
[2026-02-13T20:32:53.419988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2026-02-13T20:32:53.433567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2026-02-13T20:32:53.434087] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2026-02-13T20:32:53.435086] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2026-02-13T20:32:53.435146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:53.435182] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:53.435213] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:53.435285] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:53.505330] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:53.506395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:53.506498] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:53.506535] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:53.657945] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:53.658136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:53.658182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:53.658216] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:53.662913] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: UP (p=97.57%)
[2026-02-13T20:32:53.663400] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2026-02-13T20:32:53.663606] [INFO ] [sig       ] TQQQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:53.847054] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TQQQ.txt
[2026-02-13T20:32:53.847280] [INFO ] [sig       ] [3033/3406] Completed TQQQ in 0.4s | 2.84 sym/s | Total: 17.8m | ETA: 2.2m
[2026-02-13T20:32:53.847328] [INFO ] [sig       ] [3034/3406] Forecasting TRC...
[2026-02-13T20:32:53.847362] [INFO ] [sig       ] Generating forecast for: TRC
[2026-02-13T20:32:53.847398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2026-02-13T20:32:53.869848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2026-02-13T20:32:53.870293] [INFO ] [FORECASTER] Starting predict_future for TRC
[2026-02-13T20:32:53.871173] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2026-02-13T20:32:53.871228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:53.871261] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:53.871288] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:53.871344] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:53.951115] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:53.952465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:53.952608] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:53.952661] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:54.116095] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:54.116305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:54.116376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:54.116429] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:54.122417] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2026-02-13T20:32:54.123035] [INFO ] [FORECASTER] Completed predict_future for TRC
[2026-02-13T20:32:54.123281] [INFO ] [sig       ] TRC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:54.351395] [INFO ] [LOCAL     ] Saved forecast: TRC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TRC.txt
[2026-02-13T20:32:54.351663] [INFO ] [sig       ] [3034/3406] Completed TRC in 0.5s | 2.84 sym/s | Total: 17.8m | ETA: 2.2m
[2026-02-13T20:32:54.351735] [INFO ] [sig       ] [3035/3406] Forecasting TRDA...
[2026-02-13T20:32:54.351785] [INFO ] [sig       ] Generating forecast for: TRDA
[2026-02-13T20:32:54.351839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2026-02-13T20:32:54.371880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2026-02-13T20:32:54.372416] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2026-02-13T20:32:54.373656] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2026-02-13T20:32:54.373721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:54.373761] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:54.373795] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:54.373873] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:54.449127] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:54.450426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:54.450555] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:54.450632] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:54.617543] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:54.617803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:54.617848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:54.617878] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:54.621836] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: UP (p=93.75%)
[2026-02-13T20:32:54.622233] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2026-02-13T20:32:54.622392] [INFO ] [sig       ] TRDA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:54.768561] [INFO ] [LOCAL     ] Saved forecast: TRDA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TRDA.txt
[2026-02-13T20:32:54.768747] [INFO ] [sig       ] [3035/3406] Completed TRDA in 0.4s | 2.84 sym/s | Total: 17.8m | ETA: 2.2m
[2026-02-13T20:32:54.768789] [INFO ] [sig       ] [3036/3406] Forecasting TREE...
[2026-02-13T20:32:54.768819] [INFO ] [sig       ] Generating forecast for: TREE
[2026-02-13T20:32:54.768856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2026-02-13T20:32:54.782217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2026-02-13T20:32:54.782665] [INFO ] [FORECASTER] Starting predict_future for TREE
[2026-02-13T20:32:54.783604] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2026-02-13T20:32:54.783669] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:54.783705] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:54.783733] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:54.783792] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:54.851322] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:54.852245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:54.852346] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:54.852381] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:54.975646] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:54.975804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:54.975846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:54.975874] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:54.979298] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: DOWN (p=24.20%)
[2026-02-13T20:32:54.979595] [INFO ] [FORECASTER] Completed predict_future for TREE
[2026-02-13T20:32:54.979727] [INFO ] [sig       ] TREE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:55.118390] [INFO ] [LOCAL     ] Saved forecast: TREE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TREE.txt
[2026-02-13T20:32:55.118506] [INFO ] [sig       ] [3036/3406] Completed TREE in 0.3s | 2.84 sym/s | Total: 17.8m | ETA: 2.2m
[2026-02-13T20:32:55.118546] [INFO ] [sig       ] [3037/3406] Forecasting TREX...
[2026-02-13T20:32:55.118591] [INFO ] [sig       ] Generating forecast for: TREX
[2026-02-13T20:32:55.118623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2026-02-13T20:32:55.129722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2026-02-13T20:32:55.130239] [INFO ] [FORECASTER] Starting predict_future for TREX
[2026-02-13T20:32:55.131216] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2026-02-13T20:32:55.131268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:55.131300] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:55.131325] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:55.131404] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:55.188892] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:55.189492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:55.189588] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:55.189622] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:55.314804] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:55.314944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:55.314981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:55.315009] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:55.318387] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=27.25%)
[2026-02-13T20:32:55.318685] [INFO ] [FORECASTER] Completed predict_future for TREX
[2026-02-13T20:32:55.318833] [INFO ] [sig       ] TREX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:55.460845] [INFO ] [LOCAL     ] Saved forecast: TREX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TREX.txt
[2026-02-13T20:32:55.460959] [INFO ] [sig       ] [3037/3406] Completed TREX in 0.3s | 2.84 sym/s | Total: 17.8m | ETA: 2.2m
[2026-02-13T20:32:55.460997] [INFO ] [sig       ] [3038/3406] Forecasting TRGP...
[2026-02-13T20:32:55.461025] [INFO ] [sig       ] Generating forecast for: TRGP
[2026-02-13T20:32:55.461053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2026-02-13T20:32:55.472009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2026-02-13T20:32:55.472320] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2026-02-13T20:32:55.473150] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2026-02-13T20:32:55.473203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:55.473235] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:55.473262] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:55.473319] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:55.534992] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:55.536043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:55.536180] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:55.536222] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:55.676255] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:55.676410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:55.676458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:55.676494] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:55.680176] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: DOWN (p=4.15%)
[2026-02-13T20:32:55.680464] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2026-02-13T20:32:55.680612] [INFO ] [sig       ] TRGP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:55.824279] [INFO ] [LOCAL     ] Saved forecast: TRGP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TRGP.txt
[2026-02-13T20:32:55.824409] [INFO ] [sig       ] [3038/3406] Completed TRGP in 0.4s | 2.84 sym/s | Total: 17.9m | ETA: 2.2m
[2026-02-13T20:32:55.824450] [INFO ] [sig       ] [3039/3406] Forecasting TRI...
[2026-02-13T20:32:55.824490] [INFO ] [sig       ] Generating forecast for: TRI
[2026-02-13T20:32:55.824526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2026-02-13T20:32:55.835616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2026-02-13T20:32:55.835949] [INFO ] [FORECASTER] Starting predict_future for TRI
[2026-02-13T20:32:55.836789] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2026-02-13T20:32:55.836857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:55.836893] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:55.836921] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:55.836980] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:55.895422] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:55.896096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:55.896176] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:55.896209] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:56.020749] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:56.020902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:56.020940] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:56.020968] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:56.024395] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=30.41%)
[2026-02-13T20:32:56.024695] [INFO ] [FORECASTER] Completed predict_future for TRI
[2026-02-13T20:32:56.024836] [INFO ] [sig       ] TRI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:56.163823] [INFO ] [LOCAL     ] Saved forecast: TRI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TRI.txt
[2026-02-13T20:32:56.163949] [INFO ] [sig       ] [3039/3406] Completed TRI in 0.3s | 2.84 sym/s | Total: 17.9m | ETA: 2.2m
[2026-02-13T20:32:56.163988] [INFO ] [sig       ] [3040/3406] Forecasting TRIN...
[2026-02-13T20:32:56.164017] [INFO ] [sig       ] Generating forecast for: TRIN
[2026-02-13T20:32:56.164047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2026-02-13T20:32:56.175057] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2026-02-13T20:32:56.175369] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2026-02-13T20:32:56.176150] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2026-02-13T20:32:56.176202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:56.176234] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:56.176260] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:56.176316] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:56.233926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:56.234642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:56.234726] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:56.234765] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:56.355665] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:56.355836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:56.355884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:56.355918] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:56.359504] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=5.59%)
[2026-02-13T20:32:56.359804] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2026-02-13T20:32:56.359940] [INFO ] [sig       ] TRIN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:56.502011] [INFO ] [LOCAL     ] Saved forecast: TRIN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TRIN.txt
[2026-02-13T20:32:56.502127] [INFO ] [sig       ] [3040/3406] Completed TRIN in 0.3s | 2.84 sym/s | Total: 17.9m | ETA: 2.2m
[2026-02-13T20:32:56.502166] [INFO ] [sig       ] [3041/3406] Forecasting TRIP...
[2026-02-13T20:32:56.502195] [INFO ] [sig       ] Generating forecast for: TRIP
[2026-02-13T20:32:56.502224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2026-02-13T20:32:56.514500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2026-02-13T20:32:56.514836] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2026-02-13T20:32:56.515636] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2026-02-13T20:32:56.515697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:56.515736] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:56.515762] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:56.515822] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:56.575308] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:56.576196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:56.576280] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:56.576312] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:56.703233] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:56.703383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:56.703421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:56.703449] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:56.707379] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2026-02-13T20:32:56.707696] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2026-02-13T20:32:56.707842] [INFO ] [sig       ] TRIP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:56.849285] [INFO ] [LOCAL     ] Saved forecast: TRIP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TRIP.txt
[2026-02-13T20:32:56.849477] [INFO ] [sig       ] [3041/3406] Completed TRIP in 0.3s | 2.84 sym/s | Total: 17.9m | ETA: 2.1m
[2026-02-13T20:32:56.849518] [INFO ] [sig       ] [3042/3406] Forecasting TRMB...
[2026-02-13T20:32:56.849549] [INFO ] [sig       ] Generating forecast for: TRMB
[2026-02-13T20:32:56.849600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2026-02-13T20:32:56.860637] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2026-02-13T20:32:56.861013] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2026-02-13T20:32:56.861884] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2026-02-13T20:32:56.861938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:56.861971] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:56.861997] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:56.862055] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:56.918938] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:56.919851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:56.919939] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:56.919971] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:57.040763] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:57.040920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:57.040958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:57.040986] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:57.044356] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: DOWN (p=44.40%)
[2026-02-13T20:32:57.044658] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2026-02-13T20:32:57.044783] [INFO ] [sig       ] TRMB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:57.184429] [INFO ] [LOCAL     ] Saved forecast: TRMB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TRMB.txt
[2026-02-13T20:32:57.184610] [INFO ] [sig       ] [3042/3406] Completed TRMB in 0.3s | 2.84 sym/s | Total: 17.9m | ETA: 2.1m
[2026-02-13T20:32:57.184654] [INFO ] [sig       ] [3043/3406] Forecasting TRMD...
[2026-02-13T20:32:57.184683] [INFO ] [sig       ] Generating forecast for: TRMD
[2026-02-13T20:32:57.184713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2026-02-13T20:32:57.195498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMD'.
[2026-02-13T20:32:57.195858] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2026-02-13T20:32:57.196724] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2026-02-13T20:32:57.196778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:57.196810] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:57.196837] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:57.196894] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:57.254511] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:57.255347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:57.255425] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:57.255457] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:57.378518] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:57.378690] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:57.378730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:57.378758] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:57.382144] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: UP (p=50.47%)
[2026-02-13T20:32:57.382423] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2026-02-13T20:32:57.382549] [INFO ] [sig       ] TRMD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:57.528324] [INFO ] [LOCAL     ] Saved forecast: TRMD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TRMD.txt
[2026-02-13T20:32:57.528469] [INFO ] [sig       ] [3043/3406] Completed TRMD in 0.3s | 2.84 sym/s | Total: 17.9m | ETA: 2.1m
[2026-02-13T20:32:57.528507] [INFO ] [sig       ] [3044/3406] Forecasting TRMK...
[2026-02-13T20:32:57.528538] [INFO ] [sig       ] Generating forecast for: TRMK
[2026-02-13T20:32:57.528566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2026-02-13T20:32:57.539412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2026-02-13T20:32:57.539785] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2026-02-13T20:32:57.540620] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2026-02-13T20:32:57.540673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:57.540707] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:57.540735] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:57.540795] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:57.597432] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:57.598281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:57.598365] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:57.598398] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:57.714531] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:57.714704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:57.714745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:57.714774] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:57.718145] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: UP (p=81.35%)
[2026-02-13T20:32:57.718435] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2026-02-13T20:32:57.718559] [INFO ] [sig       ] TRMK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:57.859752] [INFO ] [LOCAL     ] Saved forecast: TRMK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TRMK.txt
[2026-02-13T20:32:57.859912] [INFO ] [sig       ] [3044/3406] Completed TRMK in 0.3s | 2.84 sym/s | Total: 17.9m | ETA: 2.1m
[2026-02-13T20:32:57.859951] [INFO ] [sig       ] [3045/3406] Forecasting TRN...
[2026-02-13T20:32:57.859981] [INFO ] [sig       ] Generating forecast for: TRN
[2026-02-13T20:32:57.860013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2026-02-13T20:32:57.871313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2026-02-13T20:32:57.871703] [INFO ] [FORECASTER] Starting predict_future for TRN
[2026-02-13T20:32:57.872479] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2026-02-13T20:32:57.872530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:57.872625] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:57.872654] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:57.872710] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:57.931557] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:57.932407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:57.932492] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:57.932525] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:58.054511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:58.054685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:58.054725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:58.054754] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:58.058547] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2026-02-13T20:32:58.058870] [INFO ] [FORECASTER] Completed predict_future for TRN
[2026-02-13T20:32:58.059016] [INFO ] [sig       ] TRN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:58.207293] [INFO ] [LOCAL     ] Saved forecast: TRN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TRN.txt
[2026-02-13T20:32:58.207507] [INFO ] [sig       ] [3045/3406] Completed TRN in 0.3s | 2.84 sym/s | Total: 17.9m | ETA: 2.1m
[2026-02-13T20:32:58.207629] [INFO ] [sig       ] [3046/3406] Forecasting TRNO...
[2026-02-13T20:32:58.207705] [INFO ] [sig       ] Generating forecast for: TRNO
[2026-02-13T20:32:58.207761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2026-02-13T20:32:58.221867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNO'.
[2026-02-13T20:32:58.222250] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2026-02-13T20:32:58.223100] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2026-02-13T20:32:58.223154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:58.223187] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:58.223214] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:58.223272] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:58.289519] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:58.290672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:58.290766] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:58.290800] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:58.416461] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:58.416699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:58.416745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:58.416775] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:58.420226] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=70.90%)
[2026-02-13T20:32:58.420517] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2026-02-13T20:32:58.420665] [INFO ] [sig       ] TRNO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:58.571375] [INFO ] [LOCAL     ] Saved forecast: TRNO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TRNO.txt
[2026-02-13T20:32:58.571546] [INFO ] [sig       ] [3046/3406] Completed TRNO in 0.4s | 2.84 sym/s | Total: 17.9m | ETA: 2.1m
[2026-02-13T20:32:58.571607] [INFO ] [sig       ] [3047/3406] Forecasting TRNS...
[2026-02-13T20:32:58.571640] [INFO ] [sig       ] Generating forecast for: TRNS
[2026-02-13T20:32:58.571670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2026-02-13T20:32:58.583523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRNS'.
[2026-02-13T20:32:58.583975] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2026-02-13T20:32:58.584904] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2026-02-13T20:32:58.584974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:58.585019] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:58.585051] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:58.585123] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:58.647732] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:58.648683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:58.648780] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:58.648812] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:58.770090] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:58.770262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:58.770305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:58.770333] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:58.773837] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: UP (p=93.20%)
[2026-02-13T20:32:58.774121] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2026-02-13T20:32:58.774248] [INFO ] [sig       ] TRNS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:58.928206] [INFO ] [LOCAL     ] Saved forecast: TRNS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TRNS.txt
[2026-02-13T20:32:58.928375] [INFO ] [sig       ] [3047/3406] Completed TRNS in 0.4s | 2.84 sym/s | Total: 17.9m | ETA: 2.1m
[2026-02-13T20:32:58.928418] [INFO ] [sig       ] [3048/3406] Forecasting TROX...
[2026-02-13T20:32:58.928450] [INFO ] [sig       ] Generating forecast for: TROX
[2026-02-13T20:32:58.928483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2026-02-13T20:32:58.939719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2026-02-13T20:32:58.940078] [INFO ] [FORECASTER] Starting predict_future for TROX
[2026-02-13T20:32:58.940896] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2026-02-13T20:32:58.940949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:58.940981] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:58.941007] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:58.941064] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:59.000436] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:59.001372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:59.001474] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:59.001509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:59.137760] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:59.137945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:59.138002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:59.138118] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:59.143512] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: UP (p=56.44%)
[2026-02-13T20:32:59.144198] [INFO ] [FORECASTER] Completed predict_future for TROX
[2026-02-13T20:32:59.144399] [INFO ] [sig       ] TROX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:59.289000] [INFO ] [LOCAL     ] Saved forecast: TROX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TROX.txt
[2026-02-13T20:32:59.289156] [INFO ] [sig       ] [3048/3406] Completed TROX in 0.4s | 2.84 sym/s | Total: 17.9m | ETA: 2.1m
[2026-02-13T20:32:59.289195] [INFO ] [sig       ] [3049/3406] Forecasting TRP...
[2026-02-13T20:32:59.289224] [INFO ] [sig       ] Generating forecast for: TRP
[2026-02-13T20:32:59.289256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2026-02-13T20:32:59.300815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2026-02-13T20:32:59.301202] [INFO ] [FORECASTER] Starting predict_future for TRP
[2026-02-13T20:32:59.302198] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2026-02-13T20:32:59.302250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:59.302281] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:59.302307] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:59.302363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:59.360145] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:59.361058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:59.361143] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:59.361177] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:59.483162] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:59.483326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:59.483366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:59.483395] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:59.486969] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: UP (p=70.30%)
[2026-02-13T20:32:59.487302] [INFO ] [FORECASTER] Completed predict_future for TRP
[2026-02-13T20:32:59.487441] [INFO ] [sig       ] TRP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:32:59.634139] [INFO ] [LOCAL     ] Saved forecast: TRP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TRP.txt
[2026-02-13T20:32:59.634495] [INFO ] [sig       ] [3049/3406] Completed TRP in 0.3s | 2.84 sym/s | Total: 17.9m | ETA: 2.1m
[2026-02-13T20:32:59.634536] [INFO ] [sig       ] [3050/3406] Forecasting TRS...
[2026-02-13T20:32:59.634566] [INFO ] [sig       ] Generating forecast for: TRS
[2026-02-13T20:32:59.634615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2026-02-13T20:32:59.647368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2026-02-13T20:32:59.647816] [INFO ] [FORECASTER] Starting predict_future for TRS
[2026-02-13T20:32:59.648653] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2026-02-13T20:32:59.648705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:59.648751] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:59.648778] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:59.648835] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:32:59.706783] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:32:59.707708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:32:59.707793] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:32:59.707826] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:32:59.829116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:32:59.829274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:32:59.829313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:32:59.829342] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:32:59.832791] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2026-02-13T20:32:59.833105] [INFO ] [FORECASTER] Completed predict_future for TRS
[2026-02-13T20:32:59.833423] [INFO ] [sig       ] TRS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:32:59.974523] [INFO ] [LOCAL     ] Saved forecast: TRS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TRS.txt
[2026-02-13T20:32:59.974693] [INFO ] [sig       ] [3050/3406] Completed TRS in 0.3s | 2.84 sym/s | Total: 17.9m | ETA: 2.1m
[2026-02-13T20:32:59.974735] [INFO ] [sig       ] [3051/3406] Forecasting TRTX...
[2026-02-13T20:32:59.974766] [INFO ] [sig       ] Generating forecast for: TRTX
[2026-02-13T20:32:59.974798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2026-02-13T20:32:59.986207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2026-02-13T20:32:59.986619] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2026-02-13T20:32:59.987389] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2026-02-13T20:32:59.987440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:32:59.987472] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:32:59.987497] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:32:59.987553] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:00.046236] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:00.047112] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:00.047199] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:00.047232] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:00.175111] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:00.175283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:00.175323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:00.175351] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:00.178859] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: DOWN (p=39.31%)
[2026-02-13T20:33:00.179179] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2026-02-13T20:33:00.179312] [INFO ] [sig       ] TRTX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:00.325543] [INFO ] [LOCAL     ] Saved forecast: TRTX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TRTX.txt
[2026-02-13T20:33:00.325735] [INFO ] [sig       ] [3051/3406] Completed TRTX in 0.4s | 2.84 sym/s | Total: 17.9m | ETA: 2.1m
[2026-02-13T20:33:00.325775] [INFO ] [sig       ] [3052/3406] Forecasting TRUP...
[2026-02-13T20:33:00.325803] [INFO ] [sig       ] Generating forecast for: TRUP
[2026-02-13T20:33:00.325835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2026-02-13T20:33:00.337865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRUP'.
[2026-02-13T20:33:00.338469] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2026-02-13T20:33:00.339510] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2026-02-13T20:33:00.339562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:00.339623] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:00.339650] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:00.339706] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:00.402442] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:00.403399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:00.403490] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:00.403523] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:00.540185] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:00.540348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:00.540389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:00.540419] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:00.544192] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=34.41%)
[2026-02-13T20:33:00.544519] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2026-02-13T20:33:00.544689] [INFO ] [sig       ] TRUP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:00.695333] [INFO ] [LOCAL     ] Saved forecast: TRUP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TRUP.txt
[2026-02-13T20:33:00.695494] [INFO ] [sig       ] [3052/3406] Completed TRUP in 0.4s | 2.84 sym/s | Total: 17.9m | ETA: 2.1m
[2026-02-13T20:33:00.695539] [INFO ] [sig       ] [3053/3406] Forecasting TRVG...
[2026-02-13T20:33:00.695613] [INFO ] [sig       ] Generating forecast for: TRVG
[2026-02-13T20:33:00.695667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2026-02-13T20:33:00.708084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2026-02-13T20:33:00.708531] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2026-02-13T20:33:00.709524] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2026-02-13T20:33:00.709619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:00.709671] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:00.709713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:00.709799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:00.774069] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:00.775178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:00.775267] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:00.775301] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:00.907807] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:00.907983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:00.908039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:00.908076] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:00.911723] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2026-02-13T20:33:00.912027] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2026-02-13T20:33:00.912200] [INFO ] [sig       ] TRVG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:01.063437] [INFO ] [LOCAL     ] Saved forecast: TRVG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TRVG.txt
[2026-02-13T20:33:01.063626] [INFO ] [sig       ] [3053/3406] Completed TRVG in 0.4s | 2.84 sym/s | Total: 17.9m | ETA: 2.1m
[2026-02-13T20:33:01.063678] [INFO ] [sig       ] [3054/3406] Forecasting TS...
[2026-02-13T20:33:01.063710] [INFO ] [sig       ] Generating forecast for: TS
[2026-02-13T20:33:01.063740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2026-02-13T20:33:01.076517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2026-02-13T20:33:01.076943] [INFO ] [FORECASTER] Starting predict_future for TS
[2026-02-13T20:33:01.077795] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2026-02-13T20:33:01.077849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:01.077881] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:01.077908] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:01.077964] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:01.137163] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:01.138089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:01.138172] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:01.138207] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:01.267015] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:01.267182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:01.267223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:01.267253] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:01.271125] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=95.01%)
[2026-02-13T20:33:01.271423] [INFO ] [FORECASTER] Completed predict_future for TS
[2026-02-13T20:33:01.271561] [INFO ] [sig       ] TS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:01.426033] [INFO ] [LOCAL     ] Saved forecast: TS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TS.txt
[2026-02-13T20:33:01.426206] [INFO ] [sig       ] [3054/3406] Completed TS in 0.4s | 2.84 sym/s | Total: 17.9m | ETA: 2.1m
[2026-02-13T20:33:01.426247] [INFO ] [sig       ] [3055/3406] Forecasting TSBK...
[2026-02-13T20:33:01.426277] [INFO ] [sig       ] Generating forecast for: TSBK
[2026-02-13T20:33:01.426307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2026-02-13T20:33:01.437843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2026-02-13T20:33:01.438289] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2026-02-13T20:33:01.439156] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2026-02-13T20:33:01.439212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:01.439243] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:01.439270] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:01.439327] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:01.500955] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:01.501876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:01.502035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:01.502076] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:01.623963] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:01.624135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:01.624178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:01.624219] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:01.627759] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: UP (p=75.89%)
[2026-02-13T20:33:01.628113] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2026-02-13T20:33:01.628272] [INFO ] [sig       ] TSBK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:01.788393] [INFO ] [LOCAL     ] Saved forecast: TSBK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TSBK.txt
[2026-02-13T20:33:01.788566] [INFO ] [sig       ] [3055/3406] Completed TSBK in 0.4s | 2.84 sym/s | Total: 18.0m | ETA: 2.1m
[2026-02-13T20:33:01.788629] [INFO ] [sig       ] [3056/3406] Forecasting TSCO...
[2026-02-13T20:33:01.788661] [INFO ] [sig       ] Generating forecast for: TSCO
[2026-02-13T20:33:01.788696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2026-02-13T20:33:01.800755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2026-02-13T20:33:01.801190] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2026-02-13T20:33:01.802023] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2026-02-13T20:33:01.802084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:01.802121] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:01.802150] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:01.802208] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:01.864804] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:01.865717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:01.865802] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:01.865835] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:01.984863] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:01.985035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:01.985076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:01.985105] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:01.988733] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=23.82%)
[2026-02-13T20:33:01.989113] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2026-02-13T20:33:01.989261] [INFO ] [sig       ] TSCO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:02.131363] [INFO ] [LOCAL     ] Saved forecast: TSCO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TSCO.txt
[2026-02-13T20:33:02.131509] [INFO ] [sig       ] [3056/3406] Completed TSCO in 0.3s | 2.84 sym/s | Total: 18.0m | ETA: 2.1m
[2026-02-13T20:33:02.131550] [INFO ] [sig       ] [3057/3406] Forecasting TSDD...
[2026-02-13T20:33:02.131601] [INFO ] [sig       ] Generating forecast for: TSDD
[2026-02-13T20:33:02.131633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2026-02-13T20:33:02.143699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2026-02-13T20:33:02.144102] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2026-02-13T20:33:02.144956] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2026-02-13T20:33:02.145022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:02.145060] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:02.145088] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:02.145145] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:02.203431] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:02.204325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:02.204414] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:02.204447] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:02.327621] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:02.327786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:02.327843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:02.327873] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:02.331385] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: DOWN (p=29.07%)
[2026-02-13T20:33:02.331700] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2026-02-13T20:33:02.331833] [INFO ] [sig       ] TSDD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:02.475063] [INFO ] [LOCAL     ] Saved forecast: TSDD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TSDD.txt
[2026-02-13T20:33:02.475213] [INFO ] [sig       ] [3057/3406] Completed TSDD in 0.3s | 2.84 sym/s | Total: 18.0m | ETA: 2.1m
[2026-02-13T20:33:02.475258] [INFO ] [sig       ] [3058/3406] Forecasting TSEM...
[2026-02-13T20:33:02.475304] [INFO ] [sig       ] Generating forecast for: TSEM
[2026-02-13T20:33:02.475353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2026-02-13T20:33:02.486544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSEM'.
[2026-02-13T20:33:02.486940] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2026-02-13T20:33:02.487839] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2026-02-13T20:33:02.487895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:02.487928] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:02.487955] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:02.488016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:02.548838] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:02.549668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:02.549755] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:02.549790] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:02.679192] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:02.679373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:02.679414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:02.679443] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:02.683279] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: DOWN (p=3.16%)
[2026-02-13T20:33:02.683585] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2026-02-13T20:33:02.683771] [INFO ] [sig       ] TSEM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:02.823058] [INFO ] [LOCAL     ] Saved forecast: TSEM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TSEM.txt
[2026-02-13T20:33:02.823248] [INFO ] [sig       ] [3058/3406] Completed TSEM in 0.3s | 2.84 sym/s | Total: 18.0m | ETA: 2.0m
[2026-02-13T20:33:02.823296] [INFO ] [sig       ] [3059/3406] Forecasting TSHA...
[2026-02-13T20:33:02.823332] [INFO ] [sig       ] Generating forecast for: TSHA
[2026-02-13T20:33:02.823372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2026-02-13T20:33:02.834738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2026-02-13T20:33:02.835065] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2026-02-13T20:33:02.835872] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2026-02-13T20:33:02.835925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:02.835967] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:02.835994] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:02.836070] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:02.893624] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:02.894526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:02.894663] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:02.894701] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:03.015840] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:03.016003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:03.016045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:03.016073] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:03.019752] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: DOWN (p=44.13%)
[2026-02-13T20:33:03.020037] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2026-02-13T20:33:03.020163] [INFO ] [sig       ] TSHA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:03.168748] [INFO ] [LOCAL     ] Saved forecast: TSHA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TSHA.txt
[2026-02-13T20:33:03.168901] [INFO ] [sig       ] [3059/3406] Completed TSHA in 0.3s | 2.84 sym/s | Total: 18.0m | ETA: 2.0m
[2026-02-13T20:33:03.168956] [INFO ] [sig       ] [3060/3406] Forecasting TSI...
[2026-02-13T20:33:03.168996] [INFO ] [sig       ] Generating forecast for: TSI
[2026-02-13T20:33:03.169028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2026-02-13T20:33:03.179818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2026-02-13T20:33:03.180195] [INFO ] [FORECASTER] Starting predict_future for TSI
[2026-02-13T20:33:03.181136] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2026-02-13T20:33:03.181202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:03.181244] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:03.181273] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:03.181531] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:03.247222] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:03.248259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:03.248359] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:03.248392] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:03.372446] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:03.372624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:03.372670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:03.372700] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:03.376389] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=3.00%)
[2026-02-13T20:33:03.376706] [INFO ] [FORECASTER] Completed predict_future for TSI
[2026-02-13T20:33:03.376840] [INFO ] [sig       ] TSI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:03.520679] [INFO ] [LOCAL     ] Saved forecast: TSI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TSI.txt
[2026-02-13T20:33:03.520851] [INFO ] [sig       ] [3060/3406] Completed TSI in 0.4s | 2.84 sym/s | Total: 18.0m | ETA: 2.0m
[2026-02-13T20:33:03.520966] [INFO ] [sig       ] [3061/3406] Forecasting TSL...
[2026-02-13T20:33:03.521021] [INFO ] [sig       ] Generating forecast for: TSL
[2026-02-13T20:33:03.521064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2026-02-13T20:33:03.532502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2026-02-13T20:33:03.532898] [INFO ] [FORECASTER] Starting predict_future for TSL
[2026-02-13T20:33:03.533753] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2026-02-13T20:33:03.533806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:03.533851] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:03.533879] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:03.533937] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:03.596784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:03.597663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:03.597748] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:03.597782] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:03.720410] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:03.720603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:03.720645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:03.720673] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:03.724160] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: DOWN (p=49.62%)
[2026-02-13T20:33:03.724447] [INFO ] [FORECASTER] Completed predict_future for TSL
[2026-02-13T20:33:03.724596] [INFO ] [sig       ] TSL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:03.863693] [INFO ] [LOCAL     ] Saved forecast: TSL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TSL.txt
[2026-02-13T20:33:03.863849] [INFO ] [sig       ] [3061/3406] Completed TSL in 0.3s | 2.84 sym/s | Total: 18.0m | ETA: 2.0m
[2026-02-13T20:33:03.863890] [INFO ] [sig       ] [3062/3406] Forecasting TSLA...
[2026-02-13T20:33:03.863925] [INFO ] [sig       ] Generating forecast for: TSLA
[2026-02-13T20:33:03.863961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2026-02-13T20:33:03.875175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2026-02-13T20:33:03.875531] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2026-02-13T20:33:03.876380] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2026-02-13T20:33:03.876434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:03.876507] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:03.876538] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:03.876615] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:03.937358] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:03.938168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:03.938250] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:03.938284] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:04.058119] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:04.058277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:04.058316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:04.058344] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:04.061850] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: DOWN (p=24.14%)
[2026-02-13T20:33:04.062133] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2026-02-13T20:33:04.062259] [INFO ] [sig       ] TSLA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:04.201350] [INFO ] [LOCAL     ] Saved forecast: TSLA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TSLA.txt
[2026-02-13T20:33:04.201491] [INFO ] [sig       ] [3062/3406] Completed TSLA in 0.3s | 2.84 sym/s | Total: 18.0m | ETA: 2.0m
[2026-02-13T20:33:04.201530] [INFO ] [sig       ] [3063/3406] Forecasting TSLL...
[2026-02-13T20:33:04.201558] [INFO ] [sig       ] Generating forecast for: TSLL
[2026-02-13T20:33:04.201607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2026-02-13T20:33:04.213113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2026-02-13T20:33:04.213482] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2026-02-13T20:33:04.214304] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2026-02-13T20:33:04.214359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:04.214391] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:04.214419] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:04.214477] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:04.273527] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:04.274298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:04.274380] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:04.274413] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:04.397302] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:04.397450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:04.397491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:04.397520] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:04.401064] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: UP (p=58.29%)
[2026-02-13T20:33:04.401358] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2026-02-13T20:33:04.401488] [INFO ] [sig       ] TSLL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:04.544676] [INFO ] [LOCAL     ] Saved forecast: TSLL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TSLL.txt
[2026-02-13T20:33:04.544808] [INFO ] [sig       ] [3063/3406] Completed TSLL in 0.3s | 2.84 sym/s | Total: 18.0m | ETA: 2.0m
[2026-02-13T20:33:04.544846] [INFO ] [sig       ] [3064/3406] Forecasting TSLQ...
[2026-02-13T20:33:04.544876] [INFO ] [sig       ] Generating forecast for: TSLQ
[2026-02-13T20:33:04.544906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2026-02-13T20:33:04.555560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2026-02-13T20:33:04.555942] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2026-02-13T20:33:04.556736] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2026-02-13T20:33:04.556788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:04.556820] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:04.556846] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:04.556901] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:04.615597] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:04.616311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:04.616395] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:04.616429] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:04.742521] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:04.742699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:04.742751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:04.742785] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:04.746499] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: DOWN (p=26.25%)
[2026-02-13T20:33:04.746816] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2026-02-13T20:33:04.746952] [INFO ] [sig       ] TSLQ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:04.892818] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TSLQ.txt
[2026-02-13T20:33:04.892999] [INFO ] [sig       ] [3064/3406] Completed TSLQ in 0.3s | 2.84 sym/s | Total: 18.0m | ETA: 2.0m
[2026-02-13T20:33:04.893039] [INFO ] [sig       ] [3065/3406] Forecasting TSLS...
[2026-02-13T20:33:04.893077] [INFO ] [sig       ] Generating forecast for: TSLS
[2026-02-13T20:33:04.893117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2026-02-13T20:33:04.904873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2026-02-13T20:33:04.905268] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2026-02-13T20:33:04.906095] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2026-02-13T20:33:04.906149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:04.906182] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:04.906209] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:04.906267] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:04.968007] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:04.968953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:04.969058] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:04.969100] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:05.088723] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:05.088880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:05.088923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:05.089033] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:05.092465] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2026-02-13T20:33:05.092769] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2026-02-13T20:33:05.092900] [INFO ] [sig       ] TSLS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:05.232901] [INFO ] [LOCAL     ] Saved forecast: TSLS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TSLS.txt
[2026-02-13T20:33:05.233064] [INFO ] [sig       ] [3065/3406] Completed TSLS in 0.3s | 2.84 sym/s | Total: 18.0m | ETA: 2.0m
[2026-02-13T20:33:05.233104] [INFO ] [sig       ] [3066/3406] Forecasting TSLX...
[2026-02-13T20:33:05.233135] [INFO ] [sig       ] Generating forecast for: TSLX
[2026-02-13T20:33:05.233165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2026-02-13T20:33:05.244325] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2026-02-13T20:33:05.244696] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2026-02-13T20:33:05.245478] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2026-02-13T20:33:05.245530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:05.245562] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:05.245609] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:05.245668] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:05.305202] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:05.306406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:05.306491] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:05.306524] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:05.433889] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:05.434068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:05.434116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:05.434149] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:05.438038] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: DOWN (p=20.94%)
[2026-02-13T20:33:05.438427] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2026-02-13T20:33:05.438597] [INFO ] [sig       ] TSLX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:05.582836] [INFO ] [LOCAL     ] Saved forecast: TSLX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TSLX.txt
[2026-02-13T20:33:05.582970] [INFO ] [sig       ] [3066/3406] Completed TSLX in 0.3s | 2.84 sym/s | Total: 18.0m | ETA: 2.0m
[2026-02-13T20:33:05.583009] [INFO ] [sig       ] [3067/3406] Forecasting TSM...
[2026-02-13T20:33:05.583038] [INFO ] [sig       ] Generating forecast for: TSM
[2026-02-13T20:33:05.583067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2026-02-13T20:33:05.594020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2026-02-13T20:33:05.594390] [INFO ] [FORECASTER] Starting predict_future for TSM
[2026-02-13T20:33:05.595212] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2026-02-13T20:33:05.595267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:05.595298] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:05.595325] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:05.595383] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:05.653294] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:05.653982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:05.654063] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:05.654097] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:05.785099] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:05.785279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:05.785330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:05.785366] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:05.789468] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: UP (p=99.31%)
[2026-02-13T20:33:05.789861] [INFO ] [FORECASTER] Completed predict_future for TSM
[2026-02-13T20:33:05.790022] [INFO ] [sig       ] TSM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:05.930768] [INFO ] [LOCAL     ] Saved forecast: TSM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TSM.txt
[2026-02-13T20:33:05.930931] [INFO ] [sig       ] [3067/3406] Completed TSM in 0.3s | 2.84 sym/s | Total: 18.0m | ETA: 2.0m
[2026-02-13T20:33:05.930972] [INFO ] [sig       ] [3068/3406] Forecasting TSN...
[2026-02-13T20:33:05.931001] [INFO ] [sig       ] Generating forecast for: TSN
[2026-02-13T20:33:05.931033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2026-02-13T20:33:05.947115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSN'.
[2026-02-13T20:33:05.947475] [INFO ] [FORECASTER] Starting predict_future for TSN
[2026-02-13T20:33:05.948325] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2026-02-13T20:33:05.948378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:05.948409] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:05.948435] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:05.948491] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:06.006389] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:06.007078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:06.007177] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:06.007214] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:06.131124] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:06.131287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:06.131351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:06.131404] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:06.134990] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=33.67%)
[2026-02-13T20:33:06.135282] [INFO ] [FORECASTER] Completed predict_future for TSN
[2026-02-13T20:33:06.135414] [INFO ] [sig       ] TSN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:06.274485] [INFO ] [LOCAL     ] Saved forecast: TSN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TSN.txt
[2026-02-13T20:33:06.274629] [INFO ] [sig       ] [3068/3406] Completed TSN in 0.3s | 2.84 sym/s | Total: 18.0m | ETA: 2.0m
[2026-02-13T20:33:06.274679] [INFO ] [sig       ] [3069/3406] Forecasting TSQ...
[2026-02-13T20:33:06.274713] [INFO ] [sig       ] Generating forecast for: TSQ
[2026-02-13T20:33:06.274744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2026-02-13T20:33:06.287119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2026-02-13T20:33:06.287763] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2026-02-13T20:33:06.288641] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2026-02-13T20:33:06.288702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:06.288745] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:06.288784] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:06.288845] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:06.348000] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:06.348706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:06.348791] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:06.348826] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:06.473220] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:06.473375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:06.473415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:06.473445] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:06.476958] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=76.23%)
[2026-02-13T20:33:06.477246] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2026-02-13T20:33:06.477402] [INFO ] [sig       ] TSQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:06.616751] [INFO ] [LOCAL     ] Saved forecast: TSQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TSQ.txt
[2026-02-13T20:33:06.616883] [INFO ] [sig       ] [3069/3406] Completed TSQ in 0.3s | 2.84 sym/s | Total: 18.0m | ETA: 2.0m
[2026-02-13T20:33:06.616921] [INFO ] [sig       ] [3070/3406] Forecasting TTC...
[2026-02-13T20:33:06.616950] [INFO ] [sig       ] Generating forecast for: TTC
[2026-02-13T20:33:06.616979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2026-02-13T20:33:06.627142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2026-02-13T20:33:06.627498] [INFO ] [FORECASTER] Starting predict_future for TTC
[2026-02-13T20:33:06.628377] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2026-02-13T20:33:06.628430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:06.628462] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:06.628488] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:06.628544] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:06.686542] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:06.687198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:06.687277] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:06.687324] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:06.809376] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:06.809518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:06.809557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:06.809605] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:06.812992] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=97.11%)
[2026-02-13T20:33:06.813460] [INFO ] [FORECASTER] Completed predict_future for TTC
[2026-02-13T20:33:06.813606] [INFO ] [sig       ] TTC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:06.953600] [INFO ] [LOCAL     ] Saved forecast: TTC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TTC.txt
[2026-02-13T20:33:06.953752] [INFO ] [sig       ] [3070/3406] Completed TTC in 0.3s | 2.84 sym/s | Total: 18.0m | ETA: 2.0m
[2026-02-13T20:33:06.953791] [INFO ] [sig       ] [3071/3406] Forecasting TTD...
[2026-02-13T20:33:06.953821] [INFO ] [sig       ] Generating forecast for: TTD
[2026-02-13T20:33:06.953851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2026-02-13T20:33:06.964548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2026-02-13T20:33:06.964891] [INFO ] [FORECASTER] Starting predict_future for TTD
[2026-02-13T20:33:06.965676] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2026-02-13T20:33:06.965727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:06.965760] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:06.965786] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:06.965842] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:07.022277] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:07.023043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:07.023128] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:07.023160] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:07.142615] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:07.142777] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:07.142816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:07.142846] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:07.146303] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: UP (p=63.79%)
[2026-02-13T20:33:07.146611] [INFO ] [FORECASTER] Completed predict_future for TTD
[2026-02-13T20:33:07.146743] [INFO ] [sig       ] TTD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:07.289323] [INFO ] [LOCAL     ] Saved forecast: TTD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TTD.txt
[2026-02-13T20:33:07.289480] [INFO ] [sig       ] [3071/3406] Completed TTD in 0.3s | 2.84 sym/s | Total: 18.0m | ETA: 2.0m
[2026-02-13T20:33:07.289519] [INFO ] [sig       ] [3072/3406] Forecasting TTE...
[2026-02-13T20:33:07.289549] [INFO ] [sig       ] Generating forecast for: TTE
[2026-02-13T20:33:07.289599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2026-02-13T20:33:07.301895] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTE'.
[2026-02-13T20:33:07.302478] [INFO ] [FORECASTER] Starting predict_future for TTE
[2026-02-13T20:33:07.303288] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2026-02-13T20:33:07.303340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:07.303372] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:07.303398] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:07.303470] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:07.364223] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:07.365157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:07.365245] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:07.365328] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:07.490363] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:07.490521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:07.490561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:07.490610] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:07.494018] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: UP (p=98.91%)
[2026-02-13T20:33:07.494322] [INFO ] [FORECASTER] Completed predict_future for TTE
[2026-02-13T20:33:07.494451] [INFO ] [sig       ] TTE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:07.632138] [INFO ] [LOCAL     ] Saved forecast: TTE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TTE.txt
[2026-02-13T20:33:07.632275] [INFO ] [sig       ] [3072/3406] Completed TTE in 0.3s | 2.84 sym/s | Total: 18.0m | ETA: 2.0m
[2026-02-13T20:33:07.632313] [INFO ] [sig       ] [3073/3406] Forecasting TTEC...
[2026-02-13T20:33:07.632342] [INFO ] [sig       ] Generating forecast for: TTEC
[2026-02-13T20:33:07.632373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2026-02-13T20:33:07.643552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2026-02-13T20:33:07.643937] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2026-02-13T20:33:07.644844] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2026-02-13T20:33:07.644899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:07.644932] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:07.644960] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:07.645025] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:07.701625] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:07.702336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:07.702416] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:07.702448] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:07.820662] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:07.820807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:07.820846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:07.820875] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:07.824405] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: UP (p=70.32%)
[2026-02-13T20:33:07.824705] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2026-02-13T20:33:07.824833] [INFO ] [sig       ] TTEC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:07.964918] [INFO ] [LOCAL     ] Saved forecast: TTEC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TTEC.txt
[2026-02-13T20:33:07.965055] [INFO ] [sig       ] [3073/3406] Completed TTEC in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 2.0m
[2026-02-13T20:33:07.965093] [INFO ] [sig       ] [3074/3406] Forecasting TTEK...
[2026-02-13T20:33:07.965123] [INFO ] [sig       ] Generating forecast for: TTEK
[2026-02-13T20:33:07.965152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2026-02-13T20:33:07.975789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2026-02-13T20:33:07.976179] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2026-02-13T20:33:07.977217] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2026-02-13T20:33:07.977288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:07.977321] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:07.977348] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:07.977404] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:08.034321] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:08.035020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:08.035101] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:08.035135] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:08.159810] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:08.159965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:08.160004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:08.160032] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:08.163528] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=48.44%)
[2026-02-13T20:33:08.163838] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2026-02-13T20:33:08.163963] [INFO ] [sig       ] TTEK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:08.302129] [INFO ] [LOCAL     ] Saved forecast: TTEK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TTEK.txt
[2026-02-13T20:33:08.302274] [INFO ] [sig       ] [3074/3406] Completed TTEK in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 2.0m
[2026-02-13T20:33:08.302313] [INFO ] [sig       ] [3075/3406] Forecasting TTI...
[2026-02-13T20:33:08.302343] [INFO ] [sig       ] Generating forecast for: TTI
[2026-02-13T20:33:08.302373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2026-02-13T20:33:08.314950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2026-02-13T20:33:08.315425] [INFO ] [FORECASTER] Starting predict_future for TTI
[2026-02-13T20:33:08.316590] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2026-02-13T20:33:08.316664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:08.316708] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:08.316748] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:08.316832] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:08.382465] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:08.383387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:08.383471] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:08.383505] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:08.505719] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:08.505878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:08.505918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:08.505946] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:08.509362] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2026-02-13T20:33:08.509656] [INFO ] [FORECASTER] Completed predict_future for TTI
[2026-02-13T20:33:08.509783] [INFO ] [sig       ] TTI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:08.648995] [INFO ] [LOCAL     ] Saved forecast: TTI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TTI.txt
[2026-02-13T20:33:08.649162] [INFO ] [sig       ] [3075/3406] Completed TTI in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 1.9m
[2026-02-13T20:33:08.649203] [INFO ] [sig       ] [3076/3406] Forecasting TTMI...
[2026-02-13T20:33:08.649235] [INFO ] [sig       ] Generating forecast for: TTMI
[2026-02-13T20:33:08.649264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2026-02-13T20:33:08.660012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2026-02-13T20:33:08.660375] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2026-02-13T20:33:08.661190] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2026-02-13T20:33:08.661243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:08.661276] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:08.661302] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:08.661358] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:08.718800] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:08.719555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:08.719655] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:08.719688] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:08.836116] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:08.836247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:08.836285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:08.836314] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:08.839748] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: UP (p=64.04%)
[2026-02-13T20:33:08.840028] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2026-02-13T20:33:08.840161] [INFO ] [sig       ] TTMI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:08.982531] [INFO ] [LOCAL     ] Saved forecast: TTMI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TTMI.txt
[2026-02-13T20:33:08.982676] [INFO ] [sig       ] [3076/3406] Completed TTMI in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 1.9m
[2026-02-13T20:33:08.982716] [INFO ] [sig       ] [3077/3406] Forecasting TTWO...
[2026-02-13T20:33:08.982747] [INFO ] [sig       ] Generating forecast for: TTWO
[2026-02-13T20:33:08.982777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2026-02-13T20:33:08.993613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2026-02-13T20:33:08.993924] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2026-02-13T20:33:08.994729] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2026-02-13T20:33:08.994782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:08.994813] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:08.994840] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:08.994896] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:09.051682] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:09.052309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:09.052387] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:09.052419] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:09.171407] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:09.171535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:09.171589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:09.171621] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:09.174923] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: UP (p=75.88%)
[2026-02-13T20:33:09.175229] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2026-02-13T20:33:09.175354] [INFO ] [sig       ] TTWO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:09.314518] [INFO ] [LOCAL     ] Saved forecast: TTWO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TTWO.txt
[2026-02-13T20:33:09.314659] [INFO ] [sig       ] [3077/3406] Completed TTWO in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 1.9m
[2026-02-13T20:33:09.314701] [INFO ] [sig       ] [3078/3406] Forecasting TUGN...
[2026-02-13T20:33:09.314730] [INFO ] [sig       ] Generating forecast for: TUGN
[2026-02-13T20:33:09.314759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2026-02-13T20:33:09.324984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUGN'.
[2026-02-13T20:33:09.325318] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2026-02-13T20:33:09.326112] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2026-02-13T20:33:09.326176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:09.326215] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:09.326241] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:09.326298] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:09.383019] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:09.383658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:09.383736] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:09.383767] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:09.488383] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:09.488484] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:09.488519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:09.488559] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:09.491728] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: DOWN (p=11.31%)
[2026-02-13T20:33:09.492003] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2026-02-13T20:33:09.492128] [INFO ] [sig       ] TUGN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:09.631831] [INFO ] [LOCAL     ] Saved forecast: TUGN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TUGN.txt
[2026-02-13T20:33:09.631974] [INFO ] [sig       ] [3078/3406] Completed TUGN in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 1.9m
[2026-02-13T20:33:09.632014] [INFO ] [sig       ] [3079/3406] Forecasting TUSK...
[2026-02-13T20:33:09.632042] [INFO ] [sig       ] Generating forecast for: TUSK
[2026-02-13T20:33:09.632071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2026-02-13T20:33:09.642609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2026-02-13T20:33:09.642928] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2026-02-13T20:33:09.643732] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2026-02-13T20:33:09.643784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:09.643848] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:09.643877] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:09.643933] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:09.699991] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:09.700636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:09.700717] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:09.700750] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:09.817920] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:09.818059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:09.818104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:09.818141] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:09.821613] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: DOWN (p=21.33%)
[2026-02-13T20:33:09.821920] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2026-02-13T20:33:09.822050] [INFO ] [sig       ] TUSK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:09.966197] [INFO ] [LOCAL     ] Saved forecast: TUSK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TUSK.txt
[2026-02-13T20:33:09.966324] [INFO ] [sig       ] [3079/3406] Completed TUSK in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 1.9m
[2026-02-13T20:33:09.966363] [INFO ] [sig       ] [3080/3406] Forecasting TVC...
[2026-02-13T20:33:09.966391] [INFO ] [sig       ] Generating forecast for: TVC
[2026-02-13T20:33:09.966421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2026-02-13T20:33:09.976808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2026-02-13T20:33:09.977130] [INFO ] [FORECASTER] Starting predict_future for TVC
[2026-02-13T20:33:09.977951] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2026-02-13T20:33:09.978002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:09.978034] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:09.978060] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:09.978116] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:10.035355] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:10.035979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:10.036056] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:10.036089] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:10.139644] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:10.139754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:10.139791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:10.139818] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:10.143054] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: UP (p=88.99%)
[2026-02-13T20:33:10.143328] [INFO ] [FORECASTER] Completed predict_future for TVC
[2026-02-13T20:33:10.143456] [INFO ] [sig       ] TVC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:10.283132] [INFO ] [LOCAL     ] Saved forecast: TVC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TVC.txt
[2026-02-13T20:33:10.283262] [INFO ] [sig       ] [3080/3406] Completed TVC in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 1.9m
[2026-02-13T20:33:10.283301] [INFO ] [sig       ] [3081/3406] Forecasting TVE...
[2026-02-13T20:33:10.283329] [INFO ] [sig       ] Generating forecast for: TVE
[2026-02-13T20:33:10.283357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2026-02-13T20:33:10.294244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2026-02-13T20:33:10.294587] [INFO ] [FORECASTER] Starting predict_future for TVE
[2026-02-13T20:33:10.295356] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2026-02-13T20:33:10.295408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:10.295441] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:10.295468] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:10.295524] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:10.351566] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:10.352171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:10.352248] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:10.352279] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:10.456557] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:10.456689] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:10.456726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:10.456753] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:10.459995] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: UP (p=98.80%)
[2026-02-13T20:33:10.460262] [INFO ] [FORECASTER] Completed predict_future for TVE
[2026-02-13T20:33:10.460383] [INFO ] [sig       ] TVE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:10.600236] [INFO ] [LOCAL     ] Saved forecast: TVE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TVE.txt
[2026-02-13T20:33:10.600342] [INFO ] [sig       ] [3081/3406] Completed TVE in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 1.9m
[2026-02-13T20:33:10.600399] [INFO ] [sig       ] [3082/3406] Forecasting TVTX...
[2026-02-13T20:33:10.600430] [INFO ] [sig       ] Generating forecast for: TVTX
[2026-02-13T20:33:10.600461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2026-02-13T20:33:10.611808] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2026-02-13T20:33:10.612113] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2026-02-13T20:33:10.612911] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2026-02-13T20:33:10.612962] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:10.612993] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:10.613019] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:10.613075] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:10.670395] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:10.671007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:10.671087] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:10.671119] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:10.792346] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:10.792495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:10.792534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:10.792609] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:10.795956] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=74.21%)
[2026-02-13T20:33:10.796241] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2026-02-13T20:33:10.796371] [INFO ] [sig       ] TVTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:10.934952] [INFO ] [LOCAL     ] Saved forecast: TVTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TVTX.txt
[2026-02-13T20:33:10.935067] [INFO ] [sig       ] [3082/3406] Completed TVTX in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 1.9m
[2026-02-13T20:33:10.935105] [INFO ] [sig       ] [3083/3406] Forecasting TWFG...
[2026-02-13T20:33:10.935135] [INFO ] [sig       ] Generating forecast for: TWFG
[2026-02-13T20:33:10.935166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2026-02-13T20:33:10.945383] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TWFG'.
[2026-02-13T20:33:10.945755] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2026-02-13T20:33:10.946515] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2026-02-13T20:33:10.946566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:10.946619] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:10.946645] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:10.946703] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:11.002892] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:11.003522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:11.003619] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:11.003653] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:11.124524] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:11.124678] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2026-02-13T20:33:11.124717] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:11.124746] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:11.128113] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: DOWN (p=48.62%)
[2026-02-13T20:33:11.128386] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2026-02-13T20:33:11.128510] [INFO ] [sig       ] TWFG: Forecast for 2026-02-12: DOWN (sign=0.00)
[2026-02-13T20:33:11.268468] [INFO ] [LOCAL     ] Saved forecast: TWFG	2026-02-13	0 -> ./output/forecasts/individual/2026-02-13/TWFG.txt
[2026-02-13T20:33:11.268631] [INFO ] [sig       ] [3083/3406] Completed TWFG in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 1.9m
[2026-02-13T20:33:11.268679] [INFO ] [sig       ] [3084/3406] Forecasting TWG...
[2026-02-13T20:33:11.268709] [INFO ] [sig       ] Generating forecast for: TWG
[2026-02-13T20:33:11.268738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2026-02-13T20:33:11.279042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2026-02-13T20:33:11.279388] [INFO ] [FORECASTER] Starting predict_future for TWG
[2026-02-13T20:33:11.280192] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2026-02-13T20:33:11.280255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:11.280290] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:11.280316] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:11.280373] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:11.337061] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:11.337841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:11.337921] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:11.337953] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:11.455904] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:11.456051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:11.456091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:11.456128] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:11.459561] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: UP (p=74.28%)
[2026-02-13T20:33:11.459855] [INFO ] [FORECASTER] Completed predict_future for TWG
[2026-02-13T20:33:11.459978] [INFO ] [sig       ] TWG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:11.599626] [INFO ] [LOCAL     ] Saved forecast: TWG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TWG.txt
[2026-02-13T20:33:11.599753] [INFO ] [sig       ] [3084/3406] Completed TWG in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 1.9m
[2026-02-13T20:33:11.599791] [INFO ] [sig       ] [3085/3406] Forecasting TWI...
[2026-02-13T20:33:11.599819] [INFO ] [sig       ] Generating forecast for: TWI
[2026-02-13T20:33:11.599850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2026-02-13T20:33:11.611212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2026-02-13T20:33:11.611530] [INFO ] [FORECASTER] Starting predict_future for TWI
[2026-02-13T20:33:11.612317] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2026-02-13T20:33:11.612368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:11.612414] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:11.612442] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:11.612498] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:11.669328] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:11.669964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:11.670043] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:11.670074] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:11.790781] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:11.790931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:11.790971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:11.790998] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:11.795155] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=17.86%)
[2026-02-13T20:33:11.795649] [INFO ] [FORECASTER] Completed predict_future for TWI
[2026-02-13T20:33:11.795777] [INFO ] [sig       ] TWI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:11.934657] [INFO ] [LOCAL     ] Saved forecast: TWI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TWI.txt
[2026-02-13T20:33:11.934783] [INFO ] [sig       ] [3085/3406] Completed TWI in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 1.9m
[2026-02-13T20:33:11.934823] [INFO ] [sig       ] [3086/3406] Forecasting TWIN...
[2026-02-13T20:33:11.934854] [INFO ] [sig       ] Generating forecast for: TWIN
[2026-02-13T20:33:11.934884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2026-02-13T20:33:11.946611] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2026-02-13T20:33:11.946984] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2026-02-13T20:33:11.947840] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2026-02-13T20:33:11.947894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:11.947926] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:11.947954] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:11.948011] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:12.006930] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:12.007564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:12.007680] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:12.007714] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:12.127254] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:12.127404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:12.127445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:12.127475] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:12.131078] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: DOWN (p=22.29%)
[2026-02-13T20:33:12.131360] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2026-02-13T20:33:12.131486] [INFO ] [sig       ] TWIN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:12.278441] [INFO ] [LOCAL     ] Saved forecast: TWIN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TWIN.txt
[2026-02-13T20:33:12.278561] [INFO ] [sig       ] [3086/3406] Completed TWIN in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 1.9m
[2026-02-13T20:33:12.278618] [INFO ] [sig       ] [3087/3406] Forecasting TWLO...
[2026-02-13T20:33:12.278649] [INFO ] [sig       ] Generating forecast for: TWLO
[2026-02-13T20:33:12.278678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2026-02-13T20:33:12.289810] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWLO'.
[2026-02-13T20:33:12.290140] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2026-02-13T20:33:12.290941] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2026-02-13T20:33:12.290994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:12.291026] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:12.291052] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:12.291108] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:12.349919] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:12.350986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:12.351089] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:12.351129] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:12.478632] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:12.478776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:12.478816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:12.478846] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:12.482271] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2026-02-13T20:33:12.482551] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2026-02-13T20:33:12.482700] [INFO ] [sig       ] TWLO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:12.634757] [INFO ] [LOCAL     ] Saved forecast: TWLO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TWLO.txt
[2026-02-13T20:33:12.634914] [INFO ] [sig       ] [3087/3406] Completed TWLO in 0.4s | 2.84 sym/s | Total: 18.1m | ETA: 1.9m
[2026-02-13T20:33:12.634956] [INFO ] [sig       ] [3088/3406] Forecasting TWO...
[2026-02-13T20:33:12.634986] [INFO ] [sig       ] Generating forecast for: TWO
[2026-02-13T20:33:12.635016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2026-02-13T20:33:12.647636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWO'.
[2026-02-13T20:33:12.648017] [INFO ] [FORECASTER] Starting predict_future for TWO
[2026-02-13T20:33:12.648849] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2026-02-13T20:33:12.648903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:12.648935] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:12.648962] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:12.649018] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:12.708150] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:12.708964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:12.709045] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:12.709077] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:12.828107] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:12.828263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:12.828303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:12.828333] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:12.831815] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=86.92%)
[2026-02-13T20:33:12.832099] [INFO ] [FORECASTER] Completed predict_future for TWO
[2026-02-13T20:33:12.832227] [INFO ] [sig       ] TWO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:12.983903] [INFO ] [LOCAL     ] Saved forecast: TWO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TWO.txt
[2026-02-13T20:33:12.984033] [INFO ] [sig       ] [3088/3406] Completed TWO in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 1.9m
[2026-02-13T20:33:12.984079] [INFO ] [sig       ] [3089/3406] Forecasting TX...
[2026-02-13T20:33:12.984110] [INFO ] [sig       ] Generating forecast for: TX
[2026-02-13T20:33:12.984140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2026-02-13T20:33:12.994941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2026-02-13T20:33:12.995280] [INFO ] [FORECASTER] Starting predict_future for TX
[2026-02-13T20:33:12.996081] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2026-02-13T20:33:12.996133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:12.996164] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:12.996192] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:12.996247] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:13.054864] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:13.055559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:13.055687] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:13.055723] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:13.179312] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:13.179457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:13.179497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:13.179525] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:13.182899] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: DOWN (p=14.07%)
[2026-02-13T20:33:13.183176] [INFO ] [FORECASTER] Completed predict_future for TX
[2026-02-13T20:33:13.183300] [INFO ] [sig       ] TX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:13.322634] [INFO ] [LOCAL     ] Saved forecast: TX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TX.txt
[2026-02-13T20:33:13.322760] [INFO ] [sig       ] [3089/3406] Completed TX in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 1.9m
[2026-02-13T20:33:13.322797] [INFO ] [sig       ] [3090/3406] Forecasting TXG...
[2026-02-13T20:33:13.322828] [INFO ] [sig       ] Generating forecast for: TXG
[2026-02-13T20:33:13.322858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2026-02-13T20:33:13.333830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2026-02-13T20:33:13.334161] [INFO ] [FORECASTER] Starting predict_future for TXG
[2026-02-13T20:33:13.334961] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2026-02-13T20:33:13.335013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:13.335045] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:13.335071] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:13.335129] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:13.392035] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:13.392886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:13.392969] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:13.393002] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:13.511328] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:13.511477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:13.511516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:13.511545] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:13.514943] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=16.09%)
[2026-02-13T20:33:13.515227] [INFO ] [FORECASTER] Completed predict_future for TXG
[2026-02-13T20:33:13.515367] [INFO ] [sig       ] TXG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:13.653967] [INFO ] [LOCAL     ] Saved forecast: TXG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TXG.txt
[2026-02-13T20:33:13.654097] [INFO ] [sig       ] [3090/3406] Completed TXG in 0.3s | 2.84 sym/s | Total: 18.1m | ETA: 1.9m
[2026-02-13T20:33:13.654135] [INFO ] [sig       ] [3091/3406] Forecasting TXMD...
[2026-02-13T20:33:13.654165] [INFO ] [sig       ] Generating forecast for: TXMD
[2026-02-13T20:33:13.654194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2026-02-13T20:33:13.664741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXMD'.
[2026-02-13T20:33:13.665075] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2026-02-13T20:33:13.665882] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2026-02-13T20:33:13.665934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:13.665966] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:13.665992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:13.666048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:13.723138] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:13.723813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:13.723891] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:13.723930] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:13.839511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:13.839670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:13.839710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:13.839737] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:13.843096] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: UP (p=82.46%)
[2026-02-13T20:33:13.843405] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2026-02-13T20:33:13.843534] [INFO ] [sig       ] TXMD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:13.985363] [INFO ] [LOCAL     ] Saved forecast: TXMD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TXMD.txt
[2026-02-13T20:33:13.985493] [INFO ] [sig       ] [3091/3406] Completed TXMD in 0.3s | 2.84 sym/s | Total: 18.2m | ETA: 1.9m
[2026-02-13T20:33:13.985532] [INFO ] [sig       ] [3092/3406] Forecasting TXN...
[2026-02-13T20:33:13.985562] [INFO ] [sig       ] Generating forecast for: TXN
[2026-02-13T20:33:13.985613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2026-02-13T20:33:13.997110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2026-02-13T20:33:13.997437] [INFO ] [FORECASTER] Starting predict_future for TXN
[2026-02-13T20:33:13.998234] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2026-02-13T20:33:13.998285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:13.998317] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:13.998343] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:13.998398] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:14.054872] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:14.055493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:14.055588] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:14.055623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:14.176247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:14.176394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:14.176433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:14.176479] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:14.179925] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: DOWN (p=18.29%)
[2026-02-13T20:33:14.180199] [INFO ] [FORECASTER] Completed predict_future for TXN
[2026-02-13T20:33:14.180325] [INFO ] [sig       ] TXN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:14.319301] [INFO ] [LOCAL     ] Saved forecast: TXN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TXN.txt
[2026-02-13T20:33:14.319443] [INFO ] [sig       ] [3092/3406] Completed TXN in 0.3s | 2.84 sym/s | Total: 18.2m | ETA: 1.8m
[2026-02-13T20:33:14.319482] [INFO ] [sig       ] [3093/3406] Forecasting TXO...
[2026-02-13T20:33:14.319512] [INFO ] [sig       ] Generating forecast for: TXO
[2026-02-13T20:33:14.319542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2026-02-13T20:33:14.330468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2026-02-13T20:33:14.330839] [INFO ] [FORECASTER] Starting predict_future for TXO
[2026-02-13T20:33:14.331628] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2026-02-13T20:33:14.331684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:14.331715] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:14.331741] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:14.331797] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:14.389341] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:14.390164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:14.390248] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:14.390281] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:14.513028] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:14.513183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:14.513222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:14.513250] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:14.516651] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: UP (p=98.61%)
[2026-02-13T20:33:14.516927] [INFO ] [FORECASTER] Completed predict_future for TXO
[2026-02-13T20:33:14.517052] [INFO ] [sig       ] TXO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:14.657954] [INFO ] [LOCAL     ] Saved forecast: TXO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TXO.txt
[2026-02-13T20:33:14.658082] [INFO ] [sig       ] [3093/3406] Completed TXO in 0.3s | 2.84 sym/s | Total: 18.2m | ETA: 1.8m
[2026-02-13T20:33:14.658122] [INFO ] [sig       ] [3094/3406] Forecasting TXRH...
[2026-02-13T20:33:14.658151] [INFO ] [sig       ] Generating forecast for: TXRH
[2026-02-13T20:33:14.658181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2026-02-13T20:33:14.669622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2026-02-13T20:33:14.669940] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2026-02-13T20:33:14.670756] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2026-02-13T20:33:14.670809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:14.670841] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:14.670867] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:14.670924] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:14.728979] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:14.729625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:14.729703] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:14.729751] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:14.851284] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:14.851412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:14.851450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:14.851477] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:14.854899] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: UP (p=57.80%)
[2026-02-13T20:33:14.855174] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2026-02-13T20:33:14.855324] [INFO ] [sig       ] TXRH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:14.994860] [INFO ] [LOCAL     ] Saved forecast: TXRH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TXRH.txt
[2026-02-13T20:33:14.995002] [INFO ] [sig       ] [3094/3406] Completed TXRH in 0.3s | 2.84 sym/s | Total: 18.2m | ETA: 1.8m
[2026-02-13T20:33:14.995040] [INFO ] [sig       ] [3095/3406] Forecasting TY...
[2026-02-13T20:33:14.995070] [INFO ] [sig       ] Generating forecast for: TY
[2026-02-13T20:33:14.995100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2026-02-13T20:33:15.005950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2026-02-13T20:33:15.006294] [INFO ] [FORECASTER] Starting predict_future for TY
[2026-02-13T20:33:15.007112] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2026-02-13T20:33:15.007166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:15.007205] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:15.007239] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:15.007310] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:15.066397] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:15.067075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:15.067155] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:15.067190] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:15.186362] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:15.186514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:15.186552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:15.186599] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:15.190212] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=9.60%)
[2026-02-13T20:33:15.190493] [INFO ] [FORECASTER] Completed predict_future for TY
[2026-02-13T20:33:15.190638] [INFO ] [sig       ] TY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:15.330120] [INFO ] [LOCAL     ] Saved forecast: TY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TY.txt
[2026-02-13T20:33:15.330273] [INFO ] [sig       ] [3095/3406] Completed TY in 0.3s | 2.84 sym/s | Total: 18.2m | ETA: 1.8m
[2026-02-13T20:33:15.330313] [INFO ] [sig       ] [3096/3406] Forecasting TYG...
[2026-02-13T20:33:15.330344] [INFO ] [sig       ] Generating forecast for: TYG
[2026-02-13T20:33:15.330375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2026-02-13T20:33:15.341314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2026-02-13T20:33:15.341663] [INFO ] [FORECASTER] Starting predict_future for TYG
[2026-02-13T20:33:15.342456] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2026-02-13T20:33:15.342509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:15.342569] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:15.342621] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:15.342692] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:15.402369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:15.403567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:15.403688] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:15.403724] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:15.524634] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:15.524802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:15.524842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:15.524869] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:15.528699] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: UP (p=62.91%)
[2026-02-13T20:33:15.529037] [INFO ] [FORECASTER] Completed predict_future for TYG
[2026-02-13T20:33:15.529184] [INFO ] [sig       ] TYG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:15.670810] [INFO ] [LOCAL     ] Saved forecast: TYG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TYG.txt
[2026-02-13T20:33:15.670945] [INFO ] [sig       ] [3096/3406] Completed TYG in 0.3s | 2.84 sym/s | Total: 18.2m | ETA: 1.8m
[2026-02-13T20:33:15.670993] [INFO ] [sig       ] [3097/3406] Forecasting TYGO...
[2026-02-13T20:33:15.671023] [INFO ] [sig       ] Generating forecast for: TYGO
[2026-02-13T20:33:15.671052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2026-02-13T20:33:15.681952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2026-02-13T20:33:15.682331] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2026-02-13T20:33:15.683133] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2026-02-13T20:33:15.683185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:15.683216] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:15.683242] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:15.683298] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:15.741357] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:15.742341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:15.742429] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:15.742462] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:15.855949] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:15.856115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:15.856154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:15.856182] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:15.859819] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: UP (p=70.26%)
[2026-02-13T20:33:15.860102] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2026-02-13T20:33:15.860232] [INFO ] [sig       ] TYGO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:16.001269] [INFO ] [LOCAL     ] Saved forecast: TYGO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TYGO.txt
[2026-02-13T20:33:16.001404] [INFO ] [sig       ] [3097/3406] Completed TYGO in 0.3s | 2.84 sym/s | Total: 18.2m | ETA: 1.8m
[2026-02-13T20:33:16.001444] [INFO ] [sig       ] [3098/3406] Forecasting TYL...
[2026-02-13T20:33:16.001472] [INFO ] [sig       ] Generating forecast for: TYL
[2026-02-13T20:33:16.001502] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2026-02-13T20:33:16.012889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2026-02-13T20:33:16.013236] [INFO ] [FORECASTER] Starting predict_future for TYL
[2026-02-13T20:33:16.014087] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2026-02-13T20:33:16.014140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:16.014173] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:16.014199] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:16.014264] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:16.071273] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:16.071944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:16.072025] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:16.072058] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:16.193390] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:16.193557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:16.193637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:16.193671] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:16.197321] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=57.31%)
[2026-02-13T20:33:16.197649] [INFO ] [FORECASTER] Completed predict_future for TYL
[2026-02-13T20:33:16.197786] [INFO ] [sig       ] TYL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:16.339388] [INFO ] [LOCAL     ] Saved forecast: TYL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TYL.txt
[2026-02-13T20:33:16.339549] [INFO ] [sig       ] [3098/3406] Completed TYL in 0.3s | 2.84 sym/s | Total: 18.2m | ETA: 1.8m
[2026-02-13T20:33:16.339612] [INFO ] [sig       ] [3099/3406] Forecasting TYRA...
[2026-02-13T20:33:16.339643] [INFO ] [sig       ] Generating forecast for: TYRA
[2026-02-13T20:33:16.339674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2026-02-13T20:33:16.351291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2026-02-13T20:33:16.351748] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2026-02-13T20:33:16.352605] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2026-02-13T20:33:16.352659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:16.352692] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:16.352719] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:16.352777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:16.419720] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:16.420636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:16.420724] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:16.420758] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:16.542358] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:16.542512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:16.542557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:16.542653] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:16.546282] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: UP (p=78.17%)
[2026-02-13T20:33:16.546593] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2026-02-13T20:33:16.546727] [INFO ] [sig       ] TYRA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:16.686607] [INFO ] [LOCAL     ] Saved forecast: TYRA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/TYRA.txt
[2026-02-13T20:33:16.686752] [INFO ] [sig       ] [3099/3406] Completed TYRA in 0.3s | 2.84 sym/s | Total: 18.2m | ETA: 1.8m
[2026-02-13T20:33:16.686793] [INFO ] [sig       ] [3100/3406] Forecasting TZOO...
[2026-02-13T20:33:16.686822] [INFO ] [sig       ] Generating forecast for: TZOO
[2026-02-13T20:33:16.686853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2026-02-13T20:33:16.698494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2026-02-13T20:33:16.699055] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2026-02-13T20:33:16.700144] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2026-02-13T20:33:16.700198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:16.700235] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:16.700282] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:16.700364] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:16.760724] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:16.761617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:16.761703] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:16.761736] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:16.887826] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:16.887988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:16.888029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:16.888066] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:16.891727] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=11.87%)
[2026-02-13T20:33:16.892038] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2026-02-13T20:33:16.892174] [INFO ] [sig       ] TZOO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:17.034254] [INFO ] [LOCAL     ] Saved forecast: TZOO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/TZOO.txt
[2026-02-13T20:33:17.034419] [INFO ] [sig       ] [3100/3406] Completed TZOO in 0.3s | 2.84 sym/s | Total: 18.2m | ETA: 1.8m
[2026-02-13T20:33:17.034459] [INFO ] [sig       ] [3101/3406] Forecasting UAA...
[2026-02-13T20:33:17.034490] [INFO ] [sig       ] Generating forecast for: UAA
[2026-02-13T20:33:17.034524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2026-02-13T20:33:17.046347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2026-02-13T20:33:17.046838] [INFO ] [FORECASTER] Starting predict_future for UAA
[2026-02-13T20:33:17.047778] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2026-02-13T20:33:17.047835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:17.047868] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:17.047896] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:17.047955] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:17.109034] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:17.109931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:17.110014] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:17.110046] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:17.232169] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:17.232327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:17.232368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:17.232397] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:17.235866] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: DOWN (p=18.71%)
[2026-02-13T20:33:17.236151] [INFO ] [FORECASTER] Completed predict_future for UAA
[2026-02-13T20:33:17.236290] [INFO ] [sig       ] UAA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:17.376603] [INFO ] [LOCAL     ] Saved forecast: UAA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UAA.txt
[2026-02-13T20:33:17.376768] [INFO ] [sig       ] [3101/3406] Completed UAA in 0.3s | 2.84 sym/s | Total: 18.2m | ETA: 1.8m
[2026-02-13T20:33:17.376809] [INFO ] [sig       ] [3102/3406] Forecasting UAE...
[2026-02-13T20:33:17.376838] [INFO ] [sig       ] Generating forecast for: UAE
[2026-02-13T20:33:17.376869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2026-02-13T20:33:17.388385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2026-02-13T20:33:17.388806] [INFO ] [FORECASTER] Starting predict_future for UAE
[2026-02-13T20:33:17.389694] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2026-02-13T20:33:17.389750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:17.389782] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:17.389811] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:17.389868] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:17.448257] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:17.449150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:17.449236] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:17.449268] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:17.577033] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:17.577220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:17.577268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:17.577300] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:17.580941] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=66.95%)
[2026-02-13T20:33:17.581247] [INFO ] [FORECASTER] Completed predict_future for UAE
[2026-02-13T20:33:17.581386] [INFO ] [sig       ] UAE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:17.728477] [INFO ] [LOCAL     ] Saved forecast: UAE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UAE.txt
[2026-02-13T20:33:17.728840] [INFO ] [sig       ] [3102/3406] Completed UAE in 0.4s | 2.84 sym/s | Total: 18.2m | ETA: 1.8m
[2026-02-13T20:33:17.728900] [INFO ] [sig       ] [3103/3406] Forecasting UAL...
[2026-02-13T20:33:17.728946] [INFO ] [sig       ] Generating forecast for: UAL
[2026-02-13T20:33:17.728979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2026-02-13T20:33:17.742281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2026-02-13T20:33:17.742840] [INFO ] [FORECASTER] Starting predict_future for UAL
[2026-02-13T20:33:17.743660] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2026-02-13T20:33:17.743713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:17.743747] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:17.743775] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:17.743835] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:17.804115] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:17.805040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:17.805129] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:17.805162] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:17.931943] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:17.932117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:17.932176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:17.932219] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:17.935998] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: UP (p=91.91%)
[2026-02-13T20:33:17.936333] [INFO ] [FORECASTER] Completed predict_future for UAL
[2026-02-13T20:33:17.936469] [INFO ] [sig       ] UAL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:18.082033] [INFO ] [LOCAL     ] Saved forecast: UAL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UAL.txt
[2026-02-13T20:33:18.082192] [INFO ] [sig       ] [3103/3406] Completed UAL in 0.4s | 2.84 sym/s | Total: 18.2m | ETA: 1.8m
[2026-02-13T20:33:18.082237] [INFO ] [sig       ] [3104/3406] Forecasting UBFO...
[2026-02-13T20:33:18.082267] [INFO ] [sig       ] Generating forecast for: UBFO
[2026-02-13T20:33:18.082298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2026-02-13T20:33:18.093844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2026-02-13T20:33:18.094251] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2026-02-13T20:33:18.095141] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2026-02-13T20:33:18.095194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:18.095226] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:18.095252] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:18.095309] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:18.153088] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:18.154000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:18.154086] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:18.154120] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:18.272460] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:18.272629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:18.272672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:18.272700] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:18.276143] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: UP (p=64.58%)
[2026-02-13T20:33:18.276457] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2026-02-13T20:33:18.276604] [INFO ] [sig       ] UBFO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:18.415658] [INFO ] [LOCAL     ] Saved forecast: UBFO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UBFO.txt
[2026-02-13T20:33:18.415775] [INFO ] [sig       ] [3104/3406] Completed UBFO in 0.3s | 2.84 sym/s | Total: 18.2m | ETA: 1.8m
[2026-02-13T20:33:18.415814] [INFO ] [sig       ] [3105/3406] Forecasting UBND...
[2026-02-13T20:33:18.415844] [INFO ] [sig       ] Generating forecast for: UBND
[2026-02-13T20:33:18.415873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2026-02-13T20:33:18.426957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBND'.
[2026-02-13T20:33:18.427283] [INFO ] [FORECASTER] Starting predict_future for UBND
[2026-02-13T20:33:18.428102] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2026-02-13T20:33:18.428156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:18.428187] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:18.428213] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:18.428268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:18.484466] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:18.485299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:18.485381] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:18.485413] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:18.605398] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:18.605538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:18.605597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:18.605628] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:18.608964] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: DOWN (p=8.94%)
[2026-02-13T20:33:18.609239] [INFO ] [FORECASTER] Completed predict_future for UBND
[2026-02-13T20:33:18.609371] [INFO ] [sig       ] UBND: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:18.748195] [INFO ] [LOCAL     ] Saved forecast: UBND	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UBND.txt
[2026-02-13T20:33:18.748303] [INFO ] [sig       ] [3105/3406] Completed UBND in 0.3s | 2.84 sym/s | Total: 18.2m | ETA: 1.8m
[2026-02-13T20:33:18.748343] [INFO ] [sig       ] [3106/3406] Forecasting UBRL...
[2026-02-13T20:33:18.748374] [INFO ] [sig       ] Generating forecast for: UBRL
[2026-02-13T20:33:18.748403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2026-02-13T20:33:18.759244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2026-02-13T20:33:18.759555] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2026-02-13T20:33:18.760355] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2026-02-13T20:33:18.760419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:18.760455] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:18.760483] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:18.760539] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:18.817441] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:18.818107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:18.818213] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:18.818246] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:18.940504] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:18.940653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:18.940691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:18.940719] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:18.944020] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2026-02-13T20:33:18.944306] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2026-02-13T20:33:18.944432] [INFO ] [sig       ] UBRL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:19.082717] [INFO ] [LOCAL     ] Saved forecast: UBRL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UBRL.txt
[2026-02-13T20:33:19.082849] [INFO ] [sig       ] [3106/3406] Completed UBRL in 0.3s | 2.84 sym/s | Total: 18.2m | ETA: 1.8m
[2026-02-13T20:33:19.082887] [INFO ] [sig       ] [3107/3406] Forecasting UBS...
[2026-02-13T20:33:19.082915] [INFO ] [sig       ] Generating forecast for: UBS
[2026-02-13T20:33:19.082944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2026-02-13T20:33:19.094000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2026-02-13T20:33:19.094341] [INFO ] [FORECASTER] Starting predict_future for UBS
[2026-02-13T20:33:19.095152] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2026-02-13T20:33:19.095204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:19.095236] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:19.095263] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:19.095319] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:19.154947] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:19.155633] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:19.155711] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:19.155743] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:19.281084] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:19.281229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:19.281268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:19.281302] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:19.284699] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: DOWN (p=15.70%)
[2026-02-13T20:33:19.284975] [INFO ] [FORECASTER] Completed predict_future for UBS
[2026-02-13T20:33:19.285100] [INFO ] [sig       ] UBS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:19.423245] [INFO ] [LOCAL     ] Saved forecast: UBS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UBS.txt
[2026-02-13T20:33:19.423358] [INFO ] [sig       ] [3107/3406] Completed UBS in 0.3s | 2.84 sym/s | Total: 18.2m | ETA: 1.8m
[2026-02-13T20:33:19.423396] [INFO ] [sig       ] [3108/3406] Forecasting UBSI...
[2026-02-13T20:33:19.423425] [INFO ] [sig       ] Generating forecast for: UBSI
[2026-02-13T20:33:19.423454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2026-02-13T20:33:19.434892] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2026-02-13T20:33:19.435210] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2026-02-13T20:33:19.436010] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2026-02-13T20:33:19.436063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:19.436094] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:19.436120] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:19.436176] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:19.492897] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:19.493494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:19.493590] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:19.493625] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:19.614810] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:19.614959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:19.614998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:19.615025] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:19.618478] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: UP (p=52.14%)
[2026-02-13T20:33:19.618777] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2026-02-13T20:33:19.618905] [INFO ] [sig       ] UBSI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:19.758125] [INFO ] [LOCAL     ] Saved forecast: UBSI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UBSI.txt
[2026-02-13T20:33:19.758289] [INFO ] [sig       ] [3108/3406] Completed UBSI in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:19.758330] [INFO ] [sig       ] [3109/3406] Forecasting UDMY...
[2026-02-13T20:33:19.758358] [INFO ] [sig       ] Generating forecast for: UDMY
[2026-02-13T20:33:19.758388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2026-02-13T20:33:19.769684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2026-02-13T20:33:19.770074] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2026-02-13T20:33:19.770886] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2026-02-13T20:33:19.770938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:19.771003] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:19.771032] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:19.771089] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:19.827428] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:19.828105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:19.828185] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:19.828217] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:19.945879] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:19.946019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:19.946057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:19.946085] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:19.949585] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: DOWN (p=24.48%)
[2026-02-13T20:33:19.949862] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2026-02-13T20:33:19.949988] [INFO ] [sig       ] UDMY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:20.088898] [INFO ] [LOCAL     ] Saved forecast: UDMY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UDMY.txt
[2026-02-13T20:33:20.089047] [INFO ] [sig       ] [3109/3406] Completed UDMY in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:20.089086] [INFO ] [sig       ] [3110/3406] Forecasting UE...
[2026-02-13T20:33:20.089116] [INFO ] [sig       ] Generating forecast for: UE
[2026-02-13T20:33:20.089145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2026-02-13T20:33:20.099896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2026-02-13T20:33:20.100222] [INFO ] [FORECASTER] Starting predict_future for UE
[2026-02-13T20:33:20.101002] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2026-02-13T20:33:20.101053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:20.101085] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:20.101112] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:20.101168] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:20.157890] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:20.158599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:20.158678] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:20.158710] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:20.275339] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:20.275483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:20.275529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:20.275557] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:20.278966] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: DOWN (p=3.06%)
[2026-02-13T20:33:20.279240] [INFO ] [FORECASTER] Completed predict_future for UE
[2026-02-13T20:33:20.279363] [INFO ] [sig       ] UE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:20.417861] [INFO ] [LOCAL     ] Saved forecast: UE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UE.txt
[2026-02-13T20:33:20.418021] [INFO ] [sig       ] [3110/3406] Completed UE in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:20.418059] [INFO ] [sig       ] [3111/3406] Forecasting UEIC...
[2026-02-13T20:33:20.418090] [INFO ] [sig       ] Generating forecast for: UEIC
[2026-02-13T20:33:20.418120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2026-02-13T20:33:20.429142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2026-02-13T20:33:20.429518] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2026-02-13T20:33:20.430310] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2026-02-13T20:33:20.430365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:20.430396] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:20.430423] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:20.430479] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:20.488867] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:20.489815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:20.489901] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:20.489933] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:20.618014] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:20.618174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:20.618214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:20.618241] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:20.621765] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=9.21%)
[2026-02-13T20:33:20.622044] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2026-02-13T20:33:20.622173] [INFO ] [sig       ] UEIC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:20.764668] [INFO ] [LOCAL     ] Saved forecast: UEIC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UEIC.txt
[2026-02-13T20:33:20.764814] [INFO ] [sig       ] [3111/3406] Completed UEIC in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:20.764857] [INFO ] [sig       ] [3112/3406] Forecasting UFCS...
[2026-02-13T20:33:20.764885] [INFO ] [sig       ] Generating forecast for: UFCS
[2026-02-13T20:33:20.764914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2026-02-13T20:33:20.775557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2026-02-13T20:33:20.775896] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2026-02-13T20:33:20.776707] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2026-02-13T20:33:20.776759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:20.776791] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:20.776817] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:20.776880] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:20.834242] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:20.835178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:20.835261] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:20.835293] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:20.955582] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:20.955740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:20.955779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:20.955807] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:20.959220] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=17.91%)
[2026-02-13T20:33:20.959530] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2026-02-13T20:33:20.959674] [INFO ] [sig       ] UFCS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:21.097118] [INFO ] [LOCAL     ] Saved forecast: UFCS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UFCS.txt
[2026-02-13T20:33:21.097244] [INFO ] [sig       ] [3112/3406] Completed UFCS in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:21.097297] [INFO ] [sig       ] [3113/3406] Forecasting UFI...
[2026-02-13T20:33:21.097329] [INFO ] [sig       ] Generating forecast for: UFI
[2026-02-13T20:33:21.097359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2026-02-13T20:33:21.107758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2026-02-13T20:33:21.108091] [INFO ] [FORECASTER] Starting predict_future for UFI
[2026-02-13T20:33:21.108907] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2026-02-13T20:33:21.108959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:21.109018] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:21.109046] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:21.109101] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:21.166058] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:21.166710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:21.166789] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:21.166820] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:21.287819] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:21.287968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:21.288007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:21.288036] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:21.291392] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=34.01%)
[2026-02-13T20:33:21.291685] [INFO ] [FORECASTER] Completed predict_future for UFI
[2026-02-13T20:33:21.291809] [INFO ] [sig       ] UFI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:21.430809] [INFO ] [LOCAL     ] Saved forecast: UFI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UFI.txt
[2026-02-13T20:33:21.430933] [INFO ] [sig       ] [3113/3406] Completed UFI in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:21.430972] [INFO ] [sig       ] [3114/3406] Forecasting UFO...
[2026-02-13T20:33:21.431002] [INFO ] [sig       ] Generating forecast for: UFO
[2026-02-13T20:33:21.431032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2026-02-13T20:33:21.442065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2026-02-13T20:33:21.442377] [INFO ] [FORECASTER] Starting predict_future for UFO
[2026-02-13T20:33:21.443155] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2026-02-13T20:33:21.443207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:21.443238] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:21.443264] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:21.443320] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:21.500153] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:21.500800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:21.500879] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:21.500911] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:21.619817] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:21.619956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:21.619995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:21.620022] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:21.623330] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: UP (p=98.09%)
[2026-02-13T20:33:21.623623] [INFO ] [FORECASTER] Completed predict_future for UFO
[2026-02-13T20:33:21.623783] [INFO ] [sig       ] UFO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:21.762379] [INFO ] [LOCAL     ] Saved forecast: UFO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UFO.txt
[2026-02-13T20:33:21.762500] [INFO ] [sig       ] [3114/3406] Completed UFO in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:21.762539] [INFO ] [sig       ] [3115/3406] Forecasting UFPI...
[2026-02-13T20:33:21.762567] [INFO ] [sig       ] Generating forecast for: UFPI
[2026-02-13T20:33:21.762616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2026-02-13T20:33:21.773627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2026-02-13T20:33:21.773947] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2026-02-13T20:33:21.774743] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2026-02-13T20:33:21.774794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:21.774826] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:21.774852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:21.774909] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:21.831703] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:21.832364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:21.832441] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:21.832473] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:21.954779] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:21.954930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:21.954969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:21.954997] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:21.958408] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: UP (p=50.90%)
[2026-02-13T20:33:21.958707] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2026-02-13T20:33:21.958833] [INFO ] [sig       ] UFPI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:22.096457] [INFO ] [LOCAL     ] Saved forecast: UFPI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UFPI.txt
[2026-02-13T20:33:22.096596] [INFO ] [sig       ] [3115/3406] Completed UFPI in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:22.096639] [INFO ] [sig       ] [3116/3406] Forecasting UGI...
[2026-02-13T20:33:22.096669] [INFO ] [sig       ] Generating forecast for: UGI
[2026-02-13T20:33:22.096700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2026-02-13T20:33:22.107287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2026-02-13T20:33:22.107635] [INFO ] [FORECASTER] Starting predict_future for UGI
[2026-02-13T20:33:22.108413] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2026-02-13T20:33:22.108477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:22.108515] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:22.108548] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:22.108636] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:22.165475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:22.166093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:22.166172] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:22.166206] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:22.286373] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:22.286504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:22.286541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:22.286634] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:22.290016] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: DOWN (p=20.79%)
[2026-02-13T20:33:22.290286] [INFO ] [FORECASTER] Completed predict_future for UGI
[2026-02-13T20:33:22.290411] [INFO ] [sig       ] UGI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:22.432395] [INFO ] [LOCAL     ] Saved forecast: UGI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UGI.txt
[2026-02-13T20:33:22.432516] [INFO ] [sig       ] [3116/3406] Completed UGI in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:22.432556] [INFO ] [sig       ] [3117/3406] Forecasting UGP...
[2026-02-13T20:33:22.432603] [INFO ] [sig       ] Generating forecast for: UGP
[2026-02-13T20:33:22.432634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2026-02-13T20:33:22.443291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2026-02-13T20:33:22.443624] [INFO ] [FORECASTER] Starting predict_future for UGP
[2026-02-13T20:33:22.444370] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2026-02-13T20:33:22.444422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:22.444453] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:22.444479] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:22.444535] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:22.502200] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:22.502832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:22.502911] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:22.502943] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:22.623057] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:22.623160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:22.623196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:22.623224] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:22.626386] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: DOWN (p=4.43%)
[2026-02-13T20:33:22.626679] [INFO ] [FORECASTER] Completed predict_future for UGP
[2026-02-13T20:33:22.626803] [INFO ] [sig       ] UGP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:22.764980] [INFO ] [LOCAL     ] Saved forecast: UGP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UGP.txt
[2026-02-13T20:33:22.765097] [INFO ] [sig       ] [3117/3406] Completed UGP in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:22.765136] [INFO ] [sig       ] [3118/3406] Forecasting UHAL...
[2026-02-13T20:33:22.765164] [INFO ] [sig       ] Generating forecast for: UHAL
[2026-02-13T20:33:22.765192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2026-02-13T20:33:22.775742] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2026-02-13T20:33:22.776047] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2026-02-13T20:33:22.776819] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2026-02-13T20:33:22.776870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:22.776901] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:22.776927] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:22.776984] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:22.833614] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:22.834211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:22.834303] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:22.834336] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:22.955421] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:22.955591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:22.955632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:22.955661] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:22.959044] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=7.85%)
[2026-02-13T20:33:22.959320] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2026-02-13T20:33:22.959447] [INFO ] [sig       ] UHAL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:23.097004] [INFO ] [LOCAL     ] Saved forecast: UHAL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UHAL.txt
[2026-02-13T20:33:23.097126] [INFO ] [sig       ] [3118/3406] Completed UHAL in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:23.097164] [INFO ] [sig       ] [3119/3406] Forecasting UHG...
[2026-02-13T20:33:23.097194] [INFO ] [sig       ] Generating forecast for: UHG
[2026-02-13T20:33:23.097224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2026-02-13T20:33:23.108179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2026-02-13T20:33:23.108522] [INFO ] [FORECASTER] Starting predict_future for UHG
[2026-02-13T20:33:23.109299] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2026-02-13T20:33:23.109351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:23.109388] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:23.109420] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:23.109488] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:23.166211] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:23.166840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:23.166918] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:23.166950] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:23.284283] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:23.284386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:23.284421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:23.284448] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:23.287766] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2026-02-13T20:33:23.288047] [INFO ] [FORECASTER] Completed predict_future for UHG
[2026-02-13T20:33:23.288177] [INFO ] [sig       ] UHG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:23.426255] [INFO ] [LOCAL     ] Saved forecast: UHG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UHG.txt
[2026-02-13T20:33:23.426363] [INFO ] [sig       ] [3119/3406] Completed UHG in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:23.426401] [INFO ] [sig       ] [3120/3406] Forecasting UHS...
[2026-02-13T20:33:23.426430] [INFO ] [sig       ] Generating forecast for: UHS
[2026-02-13T20:33:23.426459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2026-02-13T20:33:23.436971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2026-02-13T20:33:23.437274] [INFO ] [FORECASTER] Starting predict_future for UHS
[2026-02-13T20:33:23.438074] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2026-02-13T20:33:23.438128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:23.438160] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:23.438199] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:23.438256] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:23.496281] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:23.497171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:23.497256] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:23.497289] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:23.619173] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:23.619329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:23.619369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:23.619398] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:23.622855] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=66.00%)
[2026-02-13T20:33:23.623136] [INFO ] [FORECASTER] Completed predict_future for UHS
[2026-02-13T20:33:23.623262] [INFO ] [sig       ] UHS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:23.762011] [INFO ] [LOCAL     ] Saved forecast: UHS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UHS.txt
[2026-02-13T20:33:23.762146] [INFO ] [sig       ] [3120/3406] Completed UHS in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:23.762187] [INFO ] [sig       ] [3121/3406] Forecasting UI...
[2026-02-13T20:33:23.762215] [INFO ] [sig       ] Generating forecast for: UI
[2026-02-13T20:33:23.762245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2026-02-13T20:33:23.772860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UI'.
[2026-02-13T20:33:23.773165] [INFO ] [FORECASTER] Starting predict_future for UI
[2026-02-13T20:33:23.773943] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2026-02-13T20:33:23.773994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:23.774026] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:23.774052] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:23.774107] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:23.830588] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:23.831319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:23.831403] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:23.831443] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:23.952943] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:23.953086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:23.953130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:23.953159] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:23.956696] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: DOWN (p=13.55%)
[2026-02-13T20:33:23.956979] [INFO ] [FORECASTER] Completed predict_future for UI
[2026-02-13T20:33:23.957114] [INFO ] [sig       ] UI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:24.097225] [INFO ] [LOCAL     ] Saved forecast: UI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UI.txt
[2026-02-13T20:33:24.097376] [INFO ] [sig       ] [3121/3406] Completed UI in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:24.097421] [INFO ] [sig       ] [3122/3406] Forecasting UIS...
[2026-02-13T20:33:24.097458] [INFO ] [sig       ] Generating forecast for: UIS
[2026-02-13T20:33:24.097495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2026-02-13T20:33:24.109511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2026-02-13T20:33:24.109870] [INFO ] [FORECASTER] Starting predict_future for UIS
[2026-02-13T20:33:24.110755] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2026-02-13T20:33:24.110810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:24.110850] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:24.110876] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:24.110932] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:24.168561] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:24.169390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:24.169489] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:24.169527] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:24.290433] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:24.290607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:24.290651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:24.290680] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:24.294213] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=8.66%)
[2026-02-13T20:33:24.294520] [INFO ] [FORECASTER] Completed predict_future for UIS
[2026-02-13T20:33:24.294681] [INFO ] [sig       ] UIS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:24.436617] [INFO ] [LOCAL     ] Saved forecast: UIS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UIS.txt
[2026-02-13T20:33:24.436759] [INFO ] [sig       ] [3122/3406] Completed UIS in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:24.436797] [INFO ] [sig       ] [3123/3406] Forecasting UITB...
[2026-02-13T20:33:24.436828] [INFO ] [sig       ] Generating forecast for: UITB
[2026-02-13T20:33:24.436857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2026-02-13T20:33:24.448044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2026-02-13T20:33:24.448387] [INFO ] [FORECASTER] Starting predict_future for UITB
[2026-02-13T20:33:24.449281] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2026-02-13T20:33:24.449333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:24.449365] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:24.449392] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:24.449450] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:24.508126] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:24.509063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:24.509147] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:24.509216] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:24.627164] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:24.627319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:24.627357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:24.627386] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:24.630875] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: DOWN (p=43.90%)
[2026-02-13T20:33:24.631155] [INFO ] [FORECASTER] Completed predict_future for UITB
[2026-02-13T20:33:24.631281] [INFO ] [sig       ] UITB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:24.768891] [INFO ] [LOCAL     ] Saved forecast: UITB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UITB.txt
[2026-02-13T20:33:24.769014] [INFO ] [sig       ] [3123/3406] Completed UITB in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:24.769052] [INFO ] [sig       ] [3124/3406] Forecasting UL...
[2026-02-13T20:33:24.769081] [INFO ] [sig       ] Generating forecast for: UL
[2026-02-13T20:33:24.769128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2026-02-13T20:33:24.779296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2026-02-13T20:33:24.779639] [INFO ] [FORECASTER] Starting predict_future for UL
[2026-02-13T20:33:24.780402] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2026-02-13T20:33:24.780455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:24.780487] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:24.780514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:24.780570] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:24.836882] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:24.837498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:24.837614] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:24.837656] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:24.955642] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:24.955798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:24.955838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:24.955867] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:24.959237] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: DOWN (p=27.53%)
[2026-02-13T20:33:24.959516] [INFO ] [FORECASTER] Completed predict_future for UL
[2026-02-13T20:33:24.959661] [INFO ] [sig       ] UL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:25.098073] [INFO ] [LOCAL     ] Saved forecast: UL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UL.txt
[2026-02-13T20:33:25.098206] [INFO ] [sig       ] [3124/3406] Completed UL in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.7m
[2026-02-13T20:33:25.098245] [INFO ] [sig       ] [3125/3406] Forecasting ULBI...
[2026-02-13T20:33:25.098274] [INFO ] [sig       ] Generating forecast for: ULBI
[2026-02-13T20:33:25.098304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2026-02-13T20:33:25.108811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULBI'.
[2026-02-13T20:33:25.109145] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2026-02-13T20:33:25.109929] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2026-02-13T20:33:25.109981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:25.110013] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:25.110039] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:25.110095] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:25.167673] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:25.168431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:25.168530] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:25.168606] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:25.288978] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:25.289144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:25.289184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:25.289212] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:25.292713] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: UP (p=63.72%)
[2026-02-13T20:33:25.293012] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2026-02-13T20:33:25.293145] [INFO ] [sig       ] ULBI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:25.432734] [INFO ] [LOCAL     ] Saved forecast: ULBI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ULBI.txt
[2026-02-13T20:33:25.432878] [INFO ] [sig       ] [3125/3406] Completed ULBI in 0.3s | 2.84 sym/s | Total: 18.3m | ETA: 1.6m
[2026-02-13T20:33:25.432919] [INFO ] [sig       ] [3126/3406] Forecasting ULCC...
[2026-02-13T20:33:25.432948] [INFO ] [sig       ] Generating forecast for: ULCC
[2026-02-13T20:33:25.432977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2026-02-13T20:33:25.443811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2026-02-13T20:33:25.444142] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2026-02-13T20:33:25.444921] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2026-02-13T20:33:25.444973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:25.445005] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:25.445032] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:25.445089] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:25.505435] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:25.506138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:25.506217] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:25.506249] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:25.628153] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:25.628308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:25.628348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:25.628375] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:25.631825] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: UP (p=54.81%)
[2026-02-13T20:33:25.632102] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2026-02-13T20:33:25.632226] [INFO ] [sig       ] ULCC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:25.775707] [INFO ] [LOCAL     ] Saved forecast: ULCC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ULCC.txt
[2026-02-13T20:33:25.775895] [INFO ] [sig       ] [3126/3406] Completed ULCC in 0.3s | 2.84 sym/s | Total: 18.4m | ETA: 1.6m
[2026-02-13T20:33:25.775939] [INFO ] [sig       ] [3127/3406] Forecasting ULH...
[2026-02-13T20:33:25.775969] [INFO ] [sig       ] Generating forecast for: ULH
[2026-02-13T20:33:25.775999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2026-02-13T20:33:25.787729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2026-02-13T20:33:25.788175] [INFO ] [FORECASTER] Starting predict_future for ULH
[2026-02-13T20:33:25.789042] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2026-02-13T20:33:25.789097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:25.789129] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:25.789155] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:25.789214] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:25.848897] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:25.849757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:25.849846] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:25.849879] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:25.977750] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:25.977914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:25.977955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:25.977985] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:25.981833] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=9.96%)
[2026-02-13T20:33:25.982127] [INFO ] [FORECASTER] Completed predict_future for ULH
[2026-02-13T20:33:25.982259] [INFO ] [sig       ] ULH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:26.123171] [INFO ] [LOCAL     ] Saved forecast: ULH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ULH.txt
[2026-02-13T20:33:26.123320] [INFO ] [sig       ] [3127/3406] Completed ULH in 0.3s | 2.84 sym/s | Total: 18.4m | ETA: 1.6m
[2026-02-13T20:33:26.123362] [INFO ] [sig       ] [3128/3406] Forecasting ULTA...
[2026-02-13T20:33:26.123397] [INFO ] [sig       ] Generating forecast for: ULTA
[2026-02-13T20:33:26.123430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2026-02-13T20:33:26.135091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2026-02-13T20:33:26.135463] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2026-02-13T20:33:26.136359] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2026-02-13T20:33:26.136414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:26.136448] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:26.136475] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:26.136538] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:26.200634] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:26.201494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:26.201599] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:26.201636] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:26.323172] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:26.323331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:26.323373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:26.323403] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:26.326913] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2026-02-13T20:33:26.327206] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2026-02-13T20:33:26.327340] [INFO ] [sig       ] ULTA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:26.470855] [INFO ] [LOCAL     ] Saved forecast: ULTA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ULTA.txt
[2026-02-13T20:33:26.471022] [INFO ] [sig       ] [3128/3406] Completed ULTA in 0.3s | 2.84 sym/s | Total: 18.4m | ETA: 1.6m
[2026-02-13T20:33:26.471063] [INFO ] [sig       ] [3129/3406] Forecasting ULY...
[2026-02-13T20:33:26.471093] [INFO ] [sig       ] Generating forecast for: ULY
[2026-02-13T20:33:26.471124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2026-02-13T20:33:26.483487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2026-02-13T20:33:26.483885] [INFO ] [FORECASTER] Starting predict_future for ULY
[2026-02-13T20:33:26.484682] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2026-02-13T20:33:26.484734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:26.484766] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:26.484792] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:26.484848] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:26.542006] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:26.542970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:26.543057] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:26.543089] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:26.660487] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:26.660704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:26.660748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:26.660777] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:26.664185] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: DOWN (p=3.67%)
[2026-02-13T20:33:26.664469] [INFO ] [FORECASTER] Completed predict_future for ULY
[2026-02-13T20:33:26.664644] [INFO ] [sig       ] ULY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:26.802094] [INFO ] [LOCAL     ] Saved forecast: ULY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ULY.txt
[2026-02-13T20:33:26.802232] [INFO ] [sig       ] [3129/3406] Completed ULY in 0.3s | 2.84 sym/s | Total: 18.4m | ETA: 1.6m
[2026-02-13T20:33:26.802271] [INFO ] [sig       ] [3130/3406] Forecasting UMBF...
[2026-02-13T20:33:26.802299] [INFO ] [sig       ] Generating forecast for: UMBF
[2026-02-13T20:33:26.802329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2026-02-13T20:33:26.813402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2026-02-13T20:33:26.813769] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2026-02-13T20:33:26.814548] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2026-02-13T20:33:26.814635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:26.814715] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:26.814743] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:26.814799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:26.874061] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:26.875040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:26.875127] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:26.875161] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:26.999878] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:27.000039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:27.000078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:27.000105] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:27.003557] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=13.55%)
[2026-02-13T20:33:27.003856] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2026-02-13T20:33:27.003982] [INFO ] [sig       ] UMBF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:27.152501] [INFO ] [LOCAL     ] Saved forecast: UMBF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UMBF.txt
[2026-02-13T20:33:27.152706] [INFO ] [sig       ] [3130/3406] Completed UMBF in 0.4s | 2.84 sym/s | Total: 18.4m | ETA: 1.6m
[2026-02-13T20:33:27.152757] [INFO ] [sig       ] [3131/3406] Forecasting UMC...
[2026-02-13T20:33:27.152786] [INFO ] [sig       ] Generating forecast for: UMC
[2026-02-13T20:33:27.152815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2026-02-13T20:33:27.164928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2026-02-13T20:33:27.165293] [INFO ] [FORECASTER] Starting predict_future for UMC
[2026-02-13T20:33:27.166157] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2026-02-13T20:33:27.166212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:27.166244] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:27.166272] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:27.166330] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:27.230785] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:27.231731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:27.231817] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:27.231852] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:27.358616] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:27.358775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:27.358816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:27.358846] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:27.362325] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=24.94%)
[2026-02-13T20:33:27.362628] [INFO ] [FORECASTER] Completed predict_future for UMC
[2026-02-13T20:33:27.362763] [INFO ] [sig       ] UMC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:27.509064] [INFO ] [LOCAL     ] Saved forecast: UMC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UMC.txt
[2026-02-13T20:33:27.509214] [INFO ] [sig       ] [3131/3406] Completed UMC in 0.4s | 2.84 sym/s | Total: 18.4m | ETA: 1.6m
[2026-02-13T20:33:27.509255] [INFO ] [sig       ] [3132/3406] Forecasting UMH...
[2026-02-13T20:33:27.509284] [INFO ] [sig       ] Generating forecast for: UMH
[2026-02-13T20:33:27.509313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2026-02-13T20:33:27.520551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2026-02-13T20:33:27.520934] [INFO ] [FORECASTER] Starting predict_future for UMH
[2026-02-13T20:33:27.521926] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2026-02-13T20:33:27.521987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:27.522021] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:27.522048] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:27.522105] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:27.581039] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:27.581858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:27.581941] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:27.581974] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:27.702393] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:27.702549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:27.702617] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:27.702649] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:27.706196] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: UP (p=91.32%)
[2026-02-13T20:33:27.706484] [INFO ] [FORECASTER] Completed predict_future for UMH
[2026-02-13T20:33:27.706642] [INFO ] [sig       ] UMH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:27.847324] [INFO ] [LOCAL     ] Saved forecast: UMH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UMH.txt
[2026-02-13T20:33:27.847463] [INFO ] [sig       ] [3132/3406] Completed UMH in 0.3s | 2.84 sym/s | Total: 18.4m | ETA: 1.6m
[2026-02-13T20:33:27.847502] [INFO ] [sig       ] [3133/3406] Forecasting UMMA...
[2026-02-13T20:33:27.847533] [INFO ] [sig       ] Generating forecast for: UMMA
[2026-02-13T20:33:27.847563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2026-02-13T20:33:27.858424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMMA'.
[2026-02-13T20:33:27.858789] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2026-02-13T20:33:27.859564] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2026-02-13T20:33:27.859694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:27.859728] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:27.859754] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:27.859809] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:27.916194] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:27.916910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:27.916990] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:27.917023] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:28.034674] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:28.034841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:28.034881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:28.034965] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:28.038437] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=49.74%)
[2026-02-13T20:33:28.038754] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2026-02-13T20:33:28.038886] [INFO ] [sig       ] UMMA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:28.178128] [INFO ] [LOCAL     ] Saved forecast: UMMA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UMMA.txt
[2026-02-13T20:33:28.178275] [INFO ] [sig       ] [3133/3406] Completed UMMA in 0.3s | 2.84 sym/s | Total: 18.4m | ETA: 1.6m
[2026-02-13T20:33:28.178315] [INFO ] [sig       ] [3134/3406] Forecasting UNCY...
[2026-02-13T20:33:28.178344] [INFO ] [sig       ] Generating forecast for: UNCY
[2026-02-13T20:33:28.178373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2026-02-13T20:33:28.189288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2026-02-13T20:33:28.189657] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2026-02-13T20:33:28.190448] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2026-02-13T20:33:28.190500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:28.190533] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:28.190563] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:28.190650] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:28.247817] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:28.248701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:28.248788] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:28.248822] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:28.368891] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:28.369038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:28.369076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:28.369104] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:28.372440] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: DOWN (p=40.20%)
[2026-02-13T20:33:28.372739] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2026-02-13T20:33:28.372866] [INFO ] [sig       ] UNCY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:28.511677] [INFO ] [LOCAL     ] Saved forecast: UNCY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UNCY.txt
[2026-02-13T20:33:28.511821] [INFO ] [sig       ] [3134/3406] Completed UNCY in 0.3s | 2.84 sym/s | Total: 18.4m | ETA: 1.6m
[2026-02-13T20:33:28.511861] [INFO ] [sig       ] [3135/3406] Forecasting UNF...
[2026-02-13T20:33:28.511891] [INFO ] [sig       ] Generating forecast for: UNF
[2026-02-13T20:33:28.511922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2026-02-13T20:33:28.523721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2026-02-13T20:33:28.524097] [INFO ] [FORECASTER] Starting predict_future for UNF
[2026-02-13T20:33:28.524934] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2026-02-13T20:33:28.524989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:28.525022] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:28.525049] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:28.525108] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:28.585767] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:28.586547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:28.586674] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:28.586722] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:28.713265] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:28.713460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:28.713515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:28.713589] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:28.717553] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: DOWN (p=48.32%)
[2026-02-13T20:33:28.717933] [INFO ] [FORECASTER] Completed predict_future for UNF
[2026-02-13T20:33:28.718085] [INFO ] [sig       ] UNF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:28.871249] [INFO ] [LOCAL     ] Saved forecast: UNF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UNF.txt
[2026-02-13T20:33:28.871396] [INFO ] [sig       ] [3135/3406] Completed UNF in 0.4s | 2.84 sym/s | Total: 18.4m | ETA: 1.6m
[2026-02-13T20:33:28.871436] [INFO ] [sig       ] [3136/3406] Forecasting UNFI...
[2026-02-13T20:33:28.871468] [INFO ] [sig       ] Generating forecast for: UNFI
[2026-02-13T20:33:28.871499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2026-02-13T20:33:28.883051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2026-02-13T20:33:28.883448] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2026-02-13T20:33:28.884336] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2026-02-13T20:33:28.884390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:28.884421] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:28.884448] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:28.884505] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:28.944140] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:28.944882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:28.944965] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:28.944999] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:29.069614] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:29.069774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:29.069814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:29.069841] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:29.073197] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=72.37%)
[2026-02-13T20:33:29.073471] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2026-02-13T20:33:29.073642] [INFO ] [sig       ] UNFI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:29.212449] [INFO ] [LOCAL     ] Saved forecast: UNFI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UNFI.txt
[2026-02-13T20:33:29.212615] [INFO ] [sig       ] [3136/3406] Completed UNFI in 0.3s | 2.84 sym/s | Total: 18.4m | ETA: 1.6m
[2026-02-13T20:33:29.212663] [INFO ] [sig       ] [3137/3406] Forecasting UNM...
[2026-02-13T20:33:29.212694] [INFO ] [sig       ] Generating forecast for: UNM
[2026-02-13T20:33:29.212723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2026-02-13T20:33:29.223382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2026-02-13T20:33:29.223758] [INFO ] [FORECASTER] Starting predict_future for UNM
[2026-02-13T20:33:29.224538] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2026-02-13T20:33:29.224611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:29.224646] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:29.224673] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:29.224730] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:29.281459] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:29.282226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:29.282308] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:29.282341] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:29.404804] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:29.404958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:29.404999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:29.405036] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:29.408893] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: DOWN (p=19.54%)
[2026-02-13T20:33:29.409182] [INFO ] [FORECASTER] Completed predict_future for UNM
[2026-02-13T20:33:29.409313] [INFO ] [sig       ] UNM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:29.556554] [INFO ] [LOCAL     ] Saved forecast: UNM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UNM.txt
[2026-02-13T20:33:29.556866] [INFO ] [sig       ] [3137/3406] Completed UNM in 0.3s | 2.84 sym/s | Total: 18.4m | ETA: 1.6m
[2026-02-13T20:33:29.556906] [INFO ] [sig       ] [3138/3406] Forecasting UNMA...
[2026-02-13T20:33:29.556935] [INFO ] [sig       ] Generating forecast for: UNMA
[2026-02-13T20:33:29.556965] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2026-02-13T20:33:29.568105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2026-02-13T20:33:29.568471] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2026-02-13T20:33:29.569377] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2026-02-13T20:33:29.569433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:29.569468] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:29.569495] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:29.569563] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:29.629782] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:29.630562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:29.630683] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:29.630718] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:29.738529] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:29.738704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:29.738743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:29.738771] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:29.742164] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=39.88%)
[2026-02-13T20:33:29.742450] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2026-02-13T20:33:29.742617] [INFO ] [sig       ] UNMA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:29.884381] [INFO ] [LOCAL     ] Saved forecast: UNMA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UNMA.txt
[2026-02-13T20:33:29.884547] [INFO ] [sig       ] [3138/3406] Completed UNMA in 0.3s | 2.84 sym/s | Total: 18.4m | ETA: 1.6m
[2026-02-13T20:33:29.884648] [INFO ] [sig       ] [3139/3406] Forecasting UNP...
[2026-02-13T20:33:29.884692] [INFO ] [sig       ] Generating forecast for: UNP
[2026-02-13T20:33:29.884728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2026-02-13T20:33:29.896110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNP'.
[2026-02-13T20:33:29.896486] [INFO ] [FORECASTER] Starting predict_future for UNP
[2026-02-13T20:33:29.897353] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2026-02-13T20:33:29.897408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:29.897442] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:29.897469] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:29.897528] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:29.955104] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:29.955933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:29.956024] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:29.956058] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:30.076692] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:30.076856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:30.076898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:30.076929] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:30.080537] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=75.29%)
[2026-02-13T20:33:30.080857] [INFO ] [FORECASTER] Completed predict_future for UNP
[2026-02-13T20:33:30.080994] [INFO ] [sig       ] UNP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:30.230730] [INFO ] [LOCAL     ] Saved forecast: UNP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UNP.txt
[2026-02-13T20:33:30.230869] [INFO ] [sig       ] [3139/3406] Completed UNP in 0.3s | 2.84 sym/s | Total: 18.4m | ETA: 1.6m
[2026-02-13T20:33:30.230908] [INFO ] [sig       ] [3140/3406] Forecasting UNTY...
[2026-02-13T20:33:30.230938] [INFO ] [sig       ] Generating forecast for: UNTY
[2026-02-13T20:33:30.230968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2026-02-13T20:33:30.241941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNTY'.
[2026-02-13T20:33:30.242308] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2026-02-13T20:33:30.243108] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2026-02-13T20:33:30.243160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:30.243197] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:30.243234] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:30.243299] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:30.302814] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:30.303434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:30.303550] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:30.303604] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:30.423210] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:30.423362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:30.423419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:30.423450] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:30.427080] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=16.68%)
[2026-02-13T20:33:30.427367] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2026-02-13T20:33:30.427498] [INFO ] [sig       ] UNTY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:30.567555] [INFO ] [LOCAL     ] Saved forecast: UNTY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UNTY.txt
[2026-02-13T20:33:30.567730] [INFO ] [sig       ] [3140/3406] Completed UNTY in 0.3s | 2.84 sym/s | Total: 18.4m | ETA: 1.6m
[2026-02-13T20:33:30.567771] [INFO ] [sig       ] [3141/3406] Forecasting UPBD...
[2026-02-13T20:33:30.567801] [INFO ] [sig       ] Generating forecast for: UPBD
[2026-02-13T20:33:30.567830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2026-02-13T20:33:30.578725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2026-02-13T20:33:30.579067] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2026-02-13T20:33:30.579948] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2026-02-13T20:33:30.580001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:30.580034] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:30.580061] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:30.580118] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:30.637502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:30.638221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:30.638302] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:30.638337] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:30.756996] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:30.757154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:30.757193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:30.757221] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:30.760715] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: UP (p=82.65%)
[2026-02-13T20:33:30.761001] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2026-02-13T20:33:30.761132] [INFO ] [sig       ] UPBD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:30.901686] [INFO ] [LOCAL     ] Saved forecast: UPBD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UPBD.txt
[2026-02-13T20:33:30.901823] [INFO ] [sig       ] [3141/3406] Completed UPBD in 0.3s | 2.84 sym/s | Total: 18.4m | ETA: 1.6m
[2026-02-13T20:33:30.901862] [INFO ] [sig       ] [3142/3406] Forecasting UPC...
[2026-02-13T20:33:30.901892] [INFO ] [sig       ] Generating forecast for: UPC
[2026-02-13T20:33:30.901921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2026-02-13T20:33:30.912344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2026-02-13T20:33:30.912698] [INFO ] [FORECASTER] Starting predict_future for UPC
[2026-02-13T20:33:30.913478] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2026-02-13T20:33:30.913531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:30.913563] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:30.913627] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:30.913699] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:30.970445] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:30.971439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:30.971533] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:30.971568] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:31.087035] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:31.087194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:31.087233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:31.087263] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:31.090868] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: UP (p=83.65%)
[2026-02-13T20:33:31.091168] [INFO ] [FORECASTER] Completed predict_future for UPC
[2026-02-13T20:33:31.091302] [INFO ] [sig       ] UPC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:31.240965] [INFO ] [LOCAL     ] Saved forecast: UPC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UPC.txt
[2026-02-13T20:33:31.241172] [INFO ] [sig       ] [3142/3406] Completed UPC in 0.3s | 2.84 sym/s | Total: 18.4m | ETA: 1.5m
[2026-02-13T20:33:31.241229] [INFO ] [sig       ] [3143/3406] Forecasting UPS...
[2026-02-13T20:33:31.241259] [INFO ] [sig       ] Generating forecast for: UPS
[2026-02-13T20:33:31.241289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2026-02-13T20:33:31.253265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2026-02-13T20:33:31.253666] [INFO ] [FORECASTER] Starting predict_future for UPS
[2026-02-13T20:33:31.254493] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2026-02-13T20:33:31.254546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:31.254603] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:31.254632] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:31.254689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:31.316283] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:31.317129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:31.317215] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:31.317249] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:31.451093] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:31.451261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:31.451303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:31.451334] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:31.454952] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: UP (p=71.11%)
[2026-02-13T20:33:31.455254] [INFO ] [FORECASTER] Completed predict_future for UPS
[2026-02-13T20:33:31.455387] [INFO ] [sig       ] UPS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:31.663705] [INFO ] [LOCAL     ] Saved forecast: UPS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UPS.txt
[2026-02-13T20:33:31.663897] [INFO ] [sig       ] [3143/3406] Completed UPS in 0.4s | 2.84 sym/s | Total: 18.4m | ETA: 1.5m
[2026-02-13T20:33:31.663940] [INFO ] [sig       ] [3144/3406] Forecasting UPWK...
[2026-02-13T20:33:31.663972] [INFO ] [sig       ] Generating forecast for: UPWK
[2026-02-13T20:33:31.664003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2026-02-13T20:33:31.675600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPWK'.
[2026-02-13T20:33:31.676139] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2026-02-13T20:33:31.677051] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2026-02-13T20:33:31.677114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:31.677191] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:31.677224] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:31.677283] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:31.737946] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:31.738791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:31.738878] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:31.738921] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:31.872087] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:31.872258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:31.872305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:31.872336] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:31.876213] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2026-02-13T20:33:31.876562] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2026-02-13T20:33:31.876719] [INFO ] [sig       ] UPWK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:32.020397] [INFO ] [LOCAL     ] Saved forecast: UPWK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UPWK.txt
[2026-02-13T20:33:32.020540] [INFO ] [sig       ] [3144/3406] Completed UPWK in 0.4s | 2.84 sym/s | Total: 18.5m | ETA: 1.5m
[2026-02-13T20:33:32.020602] [INFO ] [sig       ] [3145/3406] Forecasting URBN...
[2026-02-13T20:33:32.020635] [INFO ] [sig       ] Generating forecast for: URBN
[2026-02-13T20:33:32.020665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2026-02-13T20:33:32.031916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2026-02-13T20:33:32.032273] [INFO ] [FORECASTER] Starting predict_future for URBN
[2026-02-13T20:33:32.033136] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2026-02-13T20:33:32.033190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:32.033221] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:32.033248] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:32.033304] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:32.092532] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:32.093295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:32.093378] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:32.093413] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:32.212737] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:32.212895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:32.212934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:32.212963] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:32.216454] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: UP (p=94.82%)
[2026-02-13T20:33:32.216758] [INFO ] [FORECASTER] Completed predict_future for URBN
[2026-02-13T20:33:32.216888] [INFO ] [sig       ] URBN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:32.355206] [INFO ] [LOCAL     ] Saved forecast: URBN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/URBN.txt
[2026-02-13T20:33:32.355359] [INFO ] [sig       ] [3145/3406] Completed URBN in 0.3s | 2.84 sym/s | Total: 18.5m | ETA: 1.5m
[2026-02-13T20:33:32.355400] [INFO ] [sig       ] [3146/3406] Forecasting URGN...
[2026-02-13T20:33:32.355428] [INFO ] [sig       ] Generating forecast for: URGN
[2026-02-13T20:33:32.355457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2026-02-13T20:33:32.366753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2026-02-13T20:33:32.367164] [INFO ] [FORECASTER] Starting predict_future for URGN
[2026-02-13T20:33:32.368093] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2026-02-13T20:33:32.368147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:32.368181] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:32.368209] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:32.368268] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:32.424485] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:32.425281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:32.425369] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:32.425405] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:32.543774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:32.543930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:32.543968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:32.543996] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:32.547415] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2026-02-13T20:33:32.547730] [INFO ] [FORECASTER] Completed predict_future for URGN
[2026-02-13T20:33:32.547858] [INFO ] [sig       ] URGN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:32.688717] [INFO ] [LOCAL     ] Saved forecast: URGN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/URGN.txt
[2026-02-13T20:33:32.688860] [INFO ] [sig       ] [3146/3406] Completed URGN in 0.3s | 2.84 sym/s | Total: 18.5m | ETA: 1.5m
[2026-02-13T20:33:32.688899] [INFO ] [sig       ] [3147/3406] Forecasting URI...
[2026-02-13T20:33:32.688928] [INFO ] [sig       ] Generating forecast for: URI
[2026-02-13T20:33:32.688958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2026-02-13T20:33:32.701152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2026-02-13T20:33:32.701545] [INFO ] [FORECASTER] Starting predict_future for URI
[2026-02-13T20:33:32.702558] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2026-02-13T20:33:32.702643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:32.702753] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:32.702798] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:32.702883] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:32.763972] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:32.764824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:32.764912] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:32.764946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:32.898248] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:32.898412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:32.898464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:32.898501] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:32.902190] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=14.88%)
[2026-02-13T20:33:32.902481] [INFO ] [FORECASTER] Completed predict_future for URI
[2026-02-13T20:33:32.902650] [INFO ] [sig       ] URI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:33.048121] [INFO ] [LOCAL     ] Saved forecast: URI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/URI.txt
[2026-02-13T20:33:33.048282] [INFO ] [sig       ] [3147/3406] Completed URI in 0.4s | 2.84 sym/s | Total: 18.5m | ETA: 1.5m
[2026-02-13T20:33:33.048324] [INFO ] [sig       ] [3148/3406] Forecasting URNJ...
[2026-02-13T20:33:33.048370] [INFO ] [sig       ] Generating forecast for: URNJ
[2026-02-13T20:33:33.048405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2026-02-13T20:33:33.059510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2026-02-13T20:33:33.059891] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2026-02-13T20:33:33.060803] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2026-02-13T20:33:33.060857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:33.060889] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:33.060916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:33.060973] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:33.121728] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:33.122552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:33.122668] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:33.122733] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:33.252837] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:33.252993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:33.253036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:33.253066] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:33.256687] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: UP (p=68.27%)
[2026-02-13T20:33:33.256997] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2026-02-13T20:33:33.257145] [INFO ] [sig       ] URNJ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:33.409953] [INFO ] [LOCAL     ] Saved forecast: URNJ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/URNJ.txt
[2026-02-13T20:33:33.410111] [INFO ] [sig       ] [3148/3406] Completed URNJ in 0.4s | 2.84 sym/s | Total: 18.5m | ETA: 1.5m
[2026-02-13T20:33:33.410154] [INFO ] [sig       ] [3149/3406] Forecasting UROY...
[2026-02-13T20:33:33.410187] [INFO ] [sig       ] Generating forecast for: UROY
[2026-02-13T20:33:33.410218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2026-02-13T20:33:33.421663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2026-02-13T20:33:33.422023] [INFO ] [FORECASTER] Starting predict_future for UROY
[2026-02-13T20:33:33.422879] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2026-02-13T20:33:33.422933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:33.422966] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:33.422994] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:33.423057] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:33.484860] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:33.485824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:33.485917] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:33.485953] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:33.619349] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:33.619511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:33.619563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:33.619626] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:33.623352] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2026-02-13T20:33:33.623676] [INFO ] [FORECASTER] Completed predict_future for UROY
[2026-02-13T20:33:33.623844] [INFO ] [sig       ] UROY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:33.770230] [INFO ] [LOCAL     ] Saved forecast: UROY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UROY.txt
[2026-02-13T20:33:33.770400] [INFO ] [sig       ] [3149/3406] Completed UROY in 0.4s | 2.84 sym/s | Total: 18.5m | ETA: 1.5m
[2026-02-13T20:33:33.770465] [INFO ] [sig       ] [3150/3406] Forecasting USA...
[2026-02-13T20:33:33.770510] [INFO ] [sig       ] Generating forecast for: USA
[2026-02-13T20:33:33.770554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2026-02-13T20:33:33.782799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USA'.
[2026-02-13T20:33:33.783192] [INFO ] [FORECASTER] Starting predict_future for USA
[2026-02-13T20:33:33.784031] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2026-02-13T20:33:33.784086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:33.784119] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:33.784147] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:33.784206] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:33.845088] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:33.845956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:33.846046] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:33.846081] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:33.969338] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:33.969496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:33.969538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:33.969620] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:33.973274] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: DOWN (p=26.59%)
[2026-02-13T20:33:33.973605] [INFO ] [FORECASTER] Completed predict_future for USA
[2026-02-13T20:33:33.973746] [INFO ] [sig       ] USA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:34.123333] [INFO ] [LOCAL     ] Saved forecast: USA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/USA.txt
[2026-02-13T20:33:34.123480] [INFO ] [sig       ] [3150/3406] Completed USA in 0.4s | 2.84 sym/s | Total: 18.5m | ETA: 1.5m
[2026-02-13T20:33:34.123522] [INFO ] [sig       ] [3151/3406] Forecasting USAC...
[2026-02-13T20:33:34.123551] [INFO ] [sig       ] Generating forecast for: USAC
[2026-02-13T20:33:34.123600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2026-02-13T20:33:34.135619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2026-02-13T20:33:34.136026] [INFO ] [FORECASTER] Starting predict_future for USAC
[2026-02-13T20:33:34.136965] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2026-02-13T20:33:34.137019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:34.137053] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:34.137081] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:34.137140] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:34.200133] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:34.201015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:34.201103] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:34.201137] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:34.324819] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:34.324979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:34.325040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:34.325107] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:34.328966] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=61.66%)
[2026-02-13T20:33:34.329263] [INFO ] [FORECASTER] Completed predict_future for USAC
[2026-02-13T20:33:34.329397] [INFO ] [sig       ] USAC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:34.476430] [INFO ] [LOCAL     ] Saved forecast: USAC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/USAC.txt
[2026-02-13T20:33:34.476594] [INFO ] [sig       ] [3151/3406] Completed USAC in 0.4s | 2.84 sym/s | Total: 18.5m | ETA: 1.5m
[2026-02-13T20:33:34.476638] [INFO ] [sig       ] [3152/3406] Forecasting USB...
[2026-02-13T20:33:34.476671] [INFO ] [sig       ] Generating forecast for: USB
[2026-02-13T20:33:34.476703] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2026-02-13T20:33:34.488648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2026-02-13T20:33:34.489043] [INFO ] [FORECASTER] Starting predict_future for USB
[2026-02-13T20:33:34.489925] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2026-02-13T20:33:34.489979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:34.490012] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:34.490041] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:34.490099] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:34.550659] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:34.551513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:34.551618] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:34.551656] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:34.680124] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:34.680282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:34.680324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:34.680354] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:34.683999] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: UP (p=80.96%)
[2026-02-13T20:33:34.684329] [INFO ] [FORECASTER] Completed predict_future for USB
[2026-02-13T20:33:34.684483] [INFO ] [sig       ] USB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:34.832818] [INFO ] [LOCAL     ] Saved forecast: USB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/USB.txt
[2026-02-13T20:33:34.832970] [INFO ] [sig       ] [3152/3406] Completed USB in 0.4s | 2.84 sym/s | Total: 18.5m | ETA: 1.5m
[2026-02-13T20:33:34.833011] [INFO ] [sig       ] [3153/3406] Forecasting USCB...
[2026-02-13T20:33:34.833044] [INFO ] [sig       ] Generating forecast for: USCB
[2026-02-13T20:33:34.833076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2026-02-13T20:33:34.844333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2026-02-13T20:33:34.844733] [INFO ] [FORECASTER] Starting predict_future for USCB
[2026-02-13T20:33:34.845806] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2026-02-13T20:33:34.845870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:34.845910] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:34.845945] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:34.846189] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:34.907026] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:34.907839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:34.907937] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:34.908019] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:35.024561] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:35.024795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:35.024843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:35.024874] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:35.028780] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: DOWN (p=29.04%)
[2026-02-13T20:33:35.029098] [INFO ] [FORECASTER] Completed predict_future for USCB
[2026-02-13T20:33:35.029247] [INFO ] [sig       ] USCB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:35.174026] [INFO ] [LOCAL     ] Saved forecast: USCB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/USCB.txt
[2026-02-13T20:33:35.174193] [INFO ] [sig       ] [3153/3406] Completed USCB in 0.3s | 2.84 sym/s | Total: 18.5m | ETA: 1.5m
[2026-02-13T20:33:35.174251] [INFO ] [sig       ] [3154/3406] Forecasting USDX...
[2026-02-13T20:33:35.174287] [INFO ] [sig       ] Generating forecast for: USDX
[2026-02-13T20:33:35.174318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2026-02-13T20:33:35.185547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2026-02-13T20:33:35.185964] [INFO ] [FORECASTER] Starting predict_future for USDX
[2026-02-13T20:33:35.186862] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2026-02-13T20:33:35.186917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:35.186949] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:35.186978] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:35.187036] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:35.249098] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:35.250075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:35.250175] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:35.250224] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:35.365672] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:35.365829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:35.365872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:35.365902] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:35.369533] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=95.26%)
[2026-02-13T20:33:35.369848] [INFO ] [FORECASTER] Completed predict_future for USDX
[2026-02-13T20:33:35.369979] [INFO ] [sig       ] USDX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:35.521232] [INFO ] [LOCAL     ] Saved forecast: USDX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/USDX.txt
[2026-02-13T20:33:35.521384] [INFO ] [sig       ] [3154/3406] Completed USDX in 0.3s | 2.84 sym/s | Total: 18.5m | ETA: 1.5m
[2026-02-13T20:33:35.521425] [INFO ] [sig       ] [3155/3406] Forecasting USEA...
[2026-02-13T20:33:35.521457] [INFO ] [sig       ] Generating forecast for: USEA
[2026-02-13T20:33:35.521487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2026-02-13T20:33:35.533492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2026-02-13T20:33:35.533888] [INFO ] [FORECASTER] Starting predict_future for USEA
[2026-02-13T20:33:35.534797] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2026-02-13T20:33:35.534853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:35.534888] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:35.535097] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:35.535180] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:35.596986] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:35.597830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:35.597921] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:35.597956] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:35.716284] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:35.716442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:35.716483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:35.716513] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:35.720169] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2026-02-13T20:33:35.720466] [INFO ] [FORECASTER] Completed predict_future for USEA
[2026-02-13T20:33:35.720619] [INFO ] [sig       ] USEA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:35.865821] [INFO ] [LOCAL     ] Saved forecast: USEA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/USEA.txt
[2026-02-13T20:33:35.865983] [INFO ] [sig       ] [3155/3406] Completed USEA in 0.3s | 2.84 sym/s | Total: 18.5m | ETA: 1.5m
[2026-02-13T20:33:35.866025] [INFO ] [sig       ] [3156/3406] Forecasting USFD...
[2026-02-13T20:33:35.866055] [INFO ] [sig       ] Generating forecast for: USFD
[2026-02-13T20:33:35.866088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2026-02-13T20:33:35.877308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2026-02-13T20:33:35.877717] [INFO ] [FORECASTER] Starting predict_future for USFD
[2026-02-13T20:33:35.878635] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2026-02-13T20:33:35.878692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:35.878726] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:35.878754] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:35.878812] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:35.940334] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:35.941150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:35.941239] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:35.941274] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:36.068811] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:36.068975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:36.069015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:36.069045] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:36.072744] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=94.94%)
[2026-02-13T20:33:36.073069] [INFO ] [FORECASTER] Completed predict_future for USFD
[2026-02-13T20:33:36.073203] [INFO ] [sig       ] USFD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:36.215120] [INFO ] [LOCAL     ] Saved forecast: USFD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/USFD.txt
[2026-02-13T20:33:36.215259] [INFO ] [sig       ] [3156/3406] Completed USFD in 0.3s | 2.84 sym/s | Total: 18.5m | ETA: 1.5m
[2026-02-13T20:33:36.215300] [INFO ] [sig       ] [3157/3406] Forecasting USGO...
[2026-02-13T20:33:36.215328] [INFO ] [sig       ] Generating forecast for: USGO
[2026-02-13T20:33:36.215359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2026-02-13T20:33:36.226335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2026-02-13T20:33:36.226724] [INFO ] [FORECASTER] Starting predict_future for USGO
[2026-02-13T20:33:36.227532] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2026-02-13T20:33:36.227626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:36.227660] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:36.227688] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:36.227757] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:36.286917] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:36.287775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:36.287911] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:36.287949] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:36.407717] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:36.407874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:36.407913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:36.407942] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:36.411357] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=11.27%)
[2026-02-13T20:33:36.411654] [INFO ] [FORECASTER] Completed predict_future for USGO
[2026-02-13T20:33:36.411782] [INFO ] [sig       ] USGO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:36.563961] [INFO ] [LOCAL     ] Saved forecast: USGO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/USGO.txt
[2026-02-13T20:33:36.564134] [INFO ] [sig       ] [3157/3406] Completed USGO in 0.3s | 2.84 sym/s | Total: 18.5m | ETA: 1.5m
[2026-02-13T20:33:36.564194] [INFO ] [sig       ] [3158/3406] Forecasting USIG...
[2026-02-13T20:33:36.564230] [INFO ] [sig       ] Generating forecast for: USIG
[2026-02-13T20:33:36.564262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2026-02-13T20:33:36.575186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2026-02-13T20:33:36.575544] [INFO ] [FORECASTER] Starting predict_future for USIG
[2026-02-13T20:33:36.576508] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2026-02-13T20:33:36.576596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:36.576637] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:36.576666] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:36.576724] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:36.637802] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:36.638684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:36.638806] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:36.638852] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:36.769042] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:36.769203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:36.769243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:36.769274] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:36.773166] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: UP (p=80.68%)
[2026-02-13T20:33:36.773470] [INFO ] [FORECASTER] Completed predict_future for USIG
[2026-02-13T20:33:36.773641] [INFO ] [sig       ] USIG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:36.921755] [INFO ] [LOCAL     ] Saved forecast: USIG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/USIG.txt
[2026-02-13T20:33:36.921911] [INFO ] [sig       ] [3158/3406] Completed USIG in 0.4s | 2.84 sym/s | Total: 18.5m | ETA: 1.5m
[2026-02-13T20:33:36.921954] [INFO ] [sig       ] [3159/3406] Forecasting USIO...
[2026-02-13T20:33:36.921986] [INFO ] [sig       ] Generating forecast for: USIO
[2026-02-13T20:33:36.922032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2026-02-13T20:33:36.933612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIO'.
[2026-02-13T20:33:36.934019] [INFO ] [FORECASTER] Starting predict_future for USIO
[2026-02-13T20:33:36.934901] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2026-02-13T20:33:36.934955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:36.934988] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:36.935015] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:36.935073] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:36.993480] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:36.994378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:36.994467] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:36.994504] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:37.111853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:37.112030] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:37.112082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:37.112113] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:37.115907] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: UP (p=97.47%)
[2026-02-13T20:33:37.116209] [INFO ] [FORECASTER] Completed predict_future for USIO
[2026-02-13T20:33:37.116345] [INFO ] [sig       ] USIO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:37.265756] [INFO ] [LOCAL     ] Saved forecast: USIO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/USIO.txt
[2026-02-13T20:33:37.265914] [INFO ] [sig       ] [3159/3406] Completed USIO in 0.3s | 2.84 sym/s | Total: 18.5m | ETA: 1.4m
[2026-02-13T20:33:37.265954] [INFO ] [sig       ] [3160/3406] Forecasting USLM...
[2026-02-13T20:33:37.265985] [INFO ] [sig       ] Generating forecast for: USLM
[2026-02-13T20:33:37.266014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2026-02-13T20:33:37.277437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2026-02-13T20:33:37.277855] [INFO ] [FORECASTER] Starting predict_future for USLM
[2026-02-13T20:33:37.278698] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2026-02-13T20:33:37.278752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:37.278786] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:37.278815] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:37.278874] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:37.340061] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:37.340849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:37.340950] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:37.340991] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:37.463593] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:37.463755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:37.463800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:37.463834] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:37.467399] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: DOWN (p=23.76%)
[2026-02-13T20:33:37.467740] [INFO ] [FORECASTER] Completed predict_future for USLM
[2026-02-13T20:33:37.467876] [INFO ] [sig       ] USLM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:37.612911] [INFO ] [LOCAL     ] Saved forecast: USLM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/USLM.txt
[2026-02-13T20:33:37.613119] [INFO ] [sig       ] [3160/3406] Completed USLM in 0.3s | 2.84 sym/s | Total: 18.5m | ETA: 1.4m
[2026-02-13T20:33:37.613165] [INFO ] [sig       ] [3161/3406] Forecasting USMC...
[2026-02-13T20:33:37.613196] [INFO ] [sig       ] Generating forecast for: USMC
[2026-02-13T20:33:37.613226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2026-02-13T20:33:37.625041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2026-02-13T20:33:37.625456] [INFO ] [FORECASTER] Starting predict_future for USMC
[2026-02-13T20:33:37.626299] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2026-02-13T20:33:37.626354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:37.626388] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:37.626417] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:37.626476] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:37.688009] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:37.688985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:37.689072] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:37.689107] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:37.806857] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:37.807016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:37.807056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:37.807085] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:37.810537] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: UP (p=85.89%)
[2026-02-13T20:33:37.810833] [INFO ] [FORECASTER] Completed predict_future for USMC
[2026-02-13T20:33:37.810958] [INFO ] [sig       ] USMC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:37.954476] [INFO ] [LOCAL     ] Saved forecast: USMC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/USMC.txt
[2026-02-13T20:33:37.954658] [INFO ] [sig       ] [3161/3406] Completed USMC in 0.3s | 2.84 sym/s | Total: 18.6m | ETA: 1.4m
[2026-02-13T20:33:37.954706] [INFO ] [sig       ] [3162/3406] Forecasting USOI...
[2026-02-13T20:33:37.954740] [INFO ] [sig       ] Generating forecast for: USOI
[2026-02-13T20:33:37.954771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2026-02-13T20:33:37.966421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2026-02-13T20:33:37.966832] [INFO ] [FORECASTER] Starting predict_future for USOI
[2026-02-13T20:33:37.967723] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2026-02-13T20:33:37.967777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:37.967810] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:37.967838] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:37.967896] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:38.027913] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:38.028750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:38.028855] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:38.028897] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:38.157476] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:38.157693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:38.157743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:38.157781] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:38.162283] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=71.38%)
[2026-02-13T20:33:38.162624] [INFO ] [FORECASTER] Completed predict_future for USOI
[2026-02-13T20:33:38.162782] [INFO ] [sig       ] USOI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:38.310522] [INFO ] [LOCAL     ] Saved forecast: USOI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/USOI.txt
[2026-02-13T20:33:38.310686] [INFO ] [sig       ] [3162/3406] Completed USOI in 0.4s | 2.84 sym/s | Total: 18.6m | ETA: 1.4m
[2026-02-13T20:33:38.310731] [INFO ] [sig       ] [3163/3406] Forecasting USOY...
[2026-02-13T20:33:38.310766] [INFO ] [sig       ] Generating forecast for: USOY
[2026-02-13T20:33:38.310805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2026-02-13T20:33:38.322336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOY'.
[2026-02-13T20:33:38.322743] [INFO ] [FORECASTER] Starting predict_future for USOY
[2026-02-13T20:33:38.323594] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2026-02-13T20:33:38.323649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:38.323684] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:38.323713] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:38.323772] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:38.383778] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:38.384616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:38.384703] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:38.384738] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:38.507525] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:38.507721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:38.507765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:38.507797] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:38.511745] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: DOWN (p=18.87%)
[2026-02-13T20:33:38.512054] [INFO ] [FORECASTER] Completed predict_future for USOY
[2026-02-13T20:33:38.512191] [INFO ] [sig       ] USOY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:38.660306] [INFO ] [LOCAL     ] Saved forecast: USOY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/USOY.txt
[2026-02-13T20:33:38.660449] [INFO ] [sig       ] [3163/3406] Completed USOY in 0.3s | 2.84 sym/s | Total: 18.6m | ETA: 1.4m
[2026-02-13T20:33:38.660492] [INFO ] [sig       ] [3164/3406] Forecasting USTB...
[2026-02-13T20:33:38.660523] [INFO ] [sig       ] Generating forecast for: USTB
[2026-02-13T20:33:38.660555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2026-02-13T20:33:38.672104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USTB'.
[2026-02-13T20:33:38.672452] [INFO ] [FORECASTER] Starting predict_future for USTB
[2026-02-13T20:33:38.673468] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2026-02-13T20:33:38.673523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:38.673602] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:38.673634] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:38.673692] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:38.733866] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:38.734672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:38.734758] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:38.734794] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:38.856999] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:38.857157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:38.857200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:38.857230] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:38.860885] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: DOWN (p=19.06%)
[2026-02-13T20:33:38.861181] [INFO ] [FORECASTER] Completed predict_future for USTB
[2026-02-13T20:33:38.861316] [INFO ] [sig       ] USTB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:39.003121] [INFO ] [LOCAL     ] Saved forecast: USTB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/USTB.txt
[2026-02-13T20:33:39.003284] [INFO ] [sig       ] [3164/3406] Completed USTB in 0.3s | 2.84 sym/s | Total: 18.6m | ETA: 1.4m
[2026-02-13T20:33:39.003326] [INFO ] [sig       ] [3165/3406] Forecasting USVM...
[2026-02-13T20:33:39.003356] [INFO ] [sig       ] Generating forecast for: USVM
[2026-02-13T20:33:39.003386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2026-02-13T20:33:39.014856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2026-02-13T20:33:39.015305] [INFO ] [FORECASTER] Starting predict_future for USVM
[2026-02-13T20:33:39.016233] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2026-02-13T20:33:39.016286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:39.016320] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:39.016347] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:39.016403] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:39.076794] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:39.077719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:39.077815] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:39.077857] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:39.199931] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:39.200088] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:39.200130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:39.200159] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:39.203652] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: DOWN (p=8.71%)
[2026-02-13T20:33:39.203962] [INFO ] [FORECASTER] Completed predict_future for USVM
[2026-02-13T20:33:39.204091] [INFO ] [sig       ] USVM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:39.344502] [INFO ] [LOCAL     ] Saved forecast: USVM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/USVM.txt
[2026-02-13T20:33:39.344642] [INFO ] [sig       ] [3165/3406] Completed USVM in 0.3s | 2.84 sym/s | Total: 18.6m | ETA: 1.4m
[2026-02-13T20:33:39.344684] [INFO ] [sig       ] [3166/3406] Forecasting USXF...
[2026-02-13T20:33:39.344714] [INFO ] [sig       ] Generating forecast for: USXF
[2026-02-13T20:33:39.344743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2026-02-13T20:33:39.356308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2026-02-13T20:33:39.356686] [INFO ] [FORECASTER] Starting predict_future for USXF
[2026-02-13T20:33:39.357508] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2026-02-13T20:33:39.357560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:39.357663] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:39.357693] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:39.357777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:39.416392] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:39.417062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:39.417140] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:39.417173] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:39.534342] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:39.534502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:39.534542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:39.534587] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:39.538429] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2026-02-13T20:33:39.538747] [INFO ] [FORECASTER] Completed predict_future for USXF
[2026-02-13T20:33:39.538898] [INFO ] [sig       ] USXF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:39.682545] [INFO ] [LOCAL     ] Saved forecast: USXF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/USXF.txt
[2026-02-13T20:33:39.682717] [INFO ] [sig       ] [3166/3406] Completed USXF in 0.3s | 2.84 sym/s | Total: 18.6m | ETA: 1.4m
[2026-02-13T20:33:39.682764] [INFO ] [sig       ] [3167/3406] Forecasting UTEN...
[2026-02-13T20:33:39.682794] [INFO ] [sig       ] Generating forecast for: UTEN
[2026-02-13T20:33:39.682824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2026-02-13T20:33:39.694667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2026-02-13T20:33:39.695179] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2026-02-13T20:33:39.696025] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2026-02-13T20:33:39.696077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:39.696108] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:39.696135] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:39.696192] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:39.754626] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:39.755368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:39.755450] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:39.755483] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:39.878852] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:39.879009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:39.879049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:39.879113] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:39.882645] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: UP (p=75.18%)
[2026-02-13T20:33:39.882951] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2026-02-13T20:33:39.883080] [INFO ] [sig       ] UTEN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:40.022399] [INFO ] [LOCAL     ] Saved forecast: UTEN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UTEN.txt
[2026-02-13T20:33:40.022591] [INFO ] [sig       ] [3167/3406] Completed UTEN in 0.3s | 2.84 sym/s | Total: 18.6m | ETA: 1.4m
[2026-02-13T20:33:40.022644] [INFO ] [sig       ] [3168/3406] Forecasting UTF...
[2026-02-13T20:33:40.022678] [INFO ] [sig       ] Generating forecast for: UTF
[2026-02-13T20:33:40.022711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2026-02-13T20:33:40.034790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2026-02-13T20:33:40.035148] [INFO ] [FORECASTER] Starting predict_future for UTF
[2026-02-13T20:33:40.035959] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2026-02-13T20:33:40.036044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:40.036080] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:40.036107] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:40.036166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:40.093120] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:40.093791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:40.093870] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:40.093903] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:40.214943] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:40.215103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:40.215143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:40.215172] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:40.218594] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=81.56%)
[2026-02-13T20:33:40.218892] [INFO ] [FORECASTER] Completed predict_future for UTF
[2026-02-13T20:33:40.219036] [INFO ] [sig       ] UTF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:40.359262] [INFO ] [LOCAL     ] Saved forecast: UTF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UTF.txt
[2026-02-13T20:33:40.359410] [INFO ] [sig       ] [3168/3406] Completed UTF in 0.3s | 2.84 sym/s | Total: 18.6m | ETA: 1.4m
[2026-02-13T20:33:40.359449] [INFO ] [sig       ] [3169/3406] Forecasting UTI...
[2026-02-13T20:33:40.359478] [INFO ] [sig       ] Generating forecast for: UTI
[2026-02-13T20:33:40.359509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2026-02-13T20:33:40.371111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2026-02-13T20:33:40.371479] [INFO ] [FORECASTER] Starting predict_future for UTI
[2026-02-13T20:33:40.372291] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2026-02-13T20:33:40.372343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:40.372374] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:40.372401] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:40.372459] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:40.431164] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:40.431841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:40.431940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:40.431973] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:40.555340] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:40.555504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:40.555543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:40.555591] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:40.559080] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2026-02-13T20:33:40.559373] [INFO ] [FORECASTER] Completed predict_future for UTI
[2026-02-13T20:33:40.559510] [INFO ] [sig       ] UTI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:40.704778] [INFO ] [LOCAL     ] Saved forecast: UTI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UTI.txt
[2026-02-13T20:33:40.704941] [INFO ] [sig       ] [3169/3406] Completed UTI in 0.3s | 2.84 sym/s | Total: 18.6m | ETA: 1.4m
[2026-02-13T20:33:40.704981] [INFO ] [sig       ] [3170/3406] Forecasting UTL...
[2026-02-13T20:33:40.705011] [INFO ] [sig       ] Generating forecast for: UTL
[2026-02-13T20:33:40.705199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2026-02-13T20:33:40.717566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTL'.
[2026-02-13T20:33:40.718193] [INFO ] [FORECASTER] Starting predict_future for UTL
[2026-02-13T20:33:40.719039] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2026-02-13T20:33:40.719092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:40.719125] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:40.719152] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:40.719210] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:40.779552] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:40.780520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:40.780653] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:40.780705] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:40.922075] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:40.922229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:40.922270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:40.922299] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:40.925749] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: DOWN (p=23.01%)
[2026-02-13T20:33:40.926025] [INFO ] [FORECASTER] Completed predict_future for UTL
[2026-02-13T20:33:40.926155] [INFO ] [sig       ] UTL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:41.070075] [INFO ] [LOCAL     ] Saved forecast: UTL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UTL.txt
[2026-02-13T20:33:41.070235] [INFO ] [sig       ] [3170/3406] Completed UTL in 0.4s | 2.84 sym/s | Total: 18.6m | ETA: 1.4m
[2026-02-13T20:33:41.070279] [INFO ] [sig       ] [3171/3406] Forecasting UTMD...
[2026-02-13T20:33:41.070311] [INFO ] [sig       ] Generating forecast for: UTMD
[2026-02-13T20:33:41.070342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2026-02-13T20:33:41.081243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTMD'.
[2026-02-13T20:33:41.081673] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2026-02-13T20:33:41.082479] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2026-02-13T20:33:41.082533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:41.082567] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:41.082618] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:41.082678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:41.141068] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:41.141958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:41.142042] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:41.142076] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:41.255628] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:41.255825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:41.255883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:41.255916] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:41.259962] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: UP (p=93.72%)
[2026-02-13T20:33:41.260323] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2026-02-13T20:33:41.260466] [INFO ] [sig       ] UTMD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:41.408980] [INFO ] [LOCAL     ] Saved forecast: UTMD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UTMD.txt
[2026-02-13T20:33:41.409156] [INFO ] [sig       ] [3171/3406] Completed UTMD in 0.3s | 2.84 sym/s | Total: 18.6m | ETA: 1.4m
[2026-02-13T20:33:41.409198] [INFO ] [sig       ] [3172/3406] Forecasting UTZ...
[2026-02-13T20:33:41.409227] [INFO ] [sig       ] Generating forecast for: UTZ
[2026-02-13T20:33:41.409270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2026-02-13T20:33:41.422332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2026-02-13T20:33:41.422780] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2026-02-13T20:33:41.423737] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2026-02-13T20:33:41.423800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:41.423856] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:41.423892] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:41.423971] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:41.488689] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:41.489709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:41.489822] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:41.489861] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:41.639834] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:41.640023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:41.640076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:41.640112] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:41.645093] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: UP (p=85.91%)
[2026-02-13T20:33:41.645546] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2026-02-13T20:33:41.645764] [INFO ] [sig       ] UTZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:41.852873] [INFO ] [LOCAL     ] Saved forecast: UTZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UTZ.txt
[2026-02-13T20:33:41.853117] [INFO ] [sig       ] [3172/3406] Completed UTZ in 0.4s | 2.84 sym/s | Total: 18.6m | ETA: 1.4m
[2026-02-13T20:33:41.853187] [INFO ] [sig       ] [3173/3406] Forecasting UVE...
[2026-02-13T20:33:41.853238] [INFO ] [sig       ] Generating forecast for: UVE
[2026-02-13T20:33:41.853289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2026-02-13T20:33:41.870833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2026-02-13T20:33:41.871388] [INFO ] [FORECASTER] Starting predict_future for UVE
[2026-02-13T20:33:41.872679] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2026-02-13T20:33:41.872753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:41.872806] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:41.872853] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:41.872948] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:41.960176] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:41.961488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:41.961634] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:41.961695] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:42.140024] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:42.140229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:42.140291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:42.140339] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:42.145993] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=32.28%)
[2026-02-13T20:33:42.146554] [INFO ] [FORECASTER] Completed predict_future for UVE
[2026-02-13T20:33:42.146789] [INFO ] [sig       ] UVE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:42.360267] [INFO ] [LOCAL     ] Saved forecast: UVE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/UVE.txt
[2026-02-13T20:33:42.360452] [INFO ] [sig       ] [3173/3406] Completed UVE in 0.5s | 2.84 sym/s | Total: 18.6m | ETA: 1.4m
[2026-02-13T20:33:42.360495] [INFO ] [sig       ] [3174/3406] Forecasting UVSP...
[2026-02-13T20:33:42.360523] [INFO ] [sig       ] Generating forecast for: UVSP
[2026-02-13T20:33:42.360552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2026-02-13T20:33:42.408940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2026-02-13T20:33:42.409500] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2026-02-13T20:33:42.410792] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2026-02-13T20:33:42.410864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:42.410917] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:42.410964] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:42.411053] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:42.508718] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:42.510011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:42.510200] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:42.510258] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:42.652434] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:42.652659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:42.652722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:42.652770] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:42.658214] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: UP (p=67.15%)
[2026-02-13T20:33:42.658718] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2026-02-13T20:33:42.658924] [INFO ] [sig       ] UVSP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:42.822079] [INFO ] [LOCAL     ] Saved forecast: UVSP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UVSP.txt
[2026-02-13T20:33:42.822238] [INFO ] [sig       ] [3174/3406] Completed UVSP in 0.5s | 2.84 sym/s | Total: 18.6m | ETA: 1.4m
[2026-02-13T20:33:42.822279] [INFO ] [sig       ] [3175/3406] Forecasting UWMC...
[2026-02-13T20:33:42.822310] [INFO ] [sig       ] Generating forecast for: UWMC
[2026-02-13T20:33:42.822340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2026-02-13T20:33:42.833455] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2026-02-13T20:33:42.833852] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2026-02-13T20:33:42.834667] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2026-02-13T20:33:42.834721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:42.834754] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:42.834780] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:42.834836] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:42.892049] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:42.892964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:42.893054] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:42.893088] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:43.015236] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:43.015387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:43.015460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:43.015492] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:43.018949] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=93.55%)
[2026-02-13T20:33:43.019242] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2026-02-13T20:33:43.019368] [INFO ] [sig       ] UWMC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:43.158920] [INFO ] [LOCAL     ] Saved forecast: UWMC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UWMC.txt
[2026-02-13T20:33:43.159046] [INFO ] [sig       ] [3175/3406] Completed UWMC in 0.3s | 2.84 sym/s | Total: 18.6m | ETA: 1.4m
[2026-02-13T20:33:43.159085] [INFO ] [sig       ] [3176/3406] Forecasting UXIN...
[2026-02-13T20:33:43.159114] [INFO ] [sig       ] Generating forecast for: UXIN
[2026-02-13T20:33:43.159143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2026-02-13T20:33:43.170127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2026-02-13T20:33:43.170447] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2026-02-13T20:33:43.171255] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2026-02-13T20:33:43.171308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:43.171340] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:43.171366] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:43.171423] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:43.228107] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:43.228738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:43.228818] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:43.228854] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:43.339726] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:43.339856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:43.339893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:43.339921] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:43.343198] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: UP (p=95.22%)
[2026-02-13T20:33:43.343475] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2026-02-13T20:33:43.343636] [INFO ] [sig       ] UXIN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:43.482029] [INFO ] [LOCAL     ] Saved forecast: UXIN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UXIN.txt
[2026-02-13T20:33:43.482164] [INFO ] [sig       ] [3176/3406] Completed UXIN in 0.3s | 2.84 sym/s | Total: 18.6m | ETA: 1.4m
[2026-02-13T20:33:43.482203] [INFO ] [sig       ] [3177/3406] Forecasting UYLD...
[2026-02-13T20:33:43.482233] [INFO ] [sig       ] Generating forecast for: UYLD
[2026-02-13T20:33:43.482262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2026-02-13T20:33:43.493422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UYLD'.
[2026-02-13T20:33:43.493764] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2026-02-13T20:33:43.494557] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2026-02-13T20:33:43.494631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:43.494665] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:43.494693] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:43.494750] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:43.553275] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:43.554406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:43.554490] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:43.554523] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:43.664302] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:43.664461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:43.664503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:43.664534] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:43.668097] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=76.09%)
[2026-02-13T20:33:43.668378] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2026-02-13T20:33:43.668526] [INFO ] [sig       ] UYLD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:43.808161] [INFO ] [LOCAL     ] Saved forecast: UYLD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UYLD.txt
[2026-02-13T20:33:43.808324] [INFO ] [sig       ] [3177/3406] Completed UYLD in 0.3s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:43.808365] [INFO ] [sig       ] [3178/3406] Forecasting UZE...
[2026-02-13T20:33:43.808393] [INFO ] [sig       ] Generating forecast for: UZE
[2026-02-13T20:33:43.808422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2026-02-13T20:33:43.819137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2026-02-13T20:33:43.819514] [INFO ] [FORECASTER] Starting predict_future for UZE
[2026-02-13T20:33:43.820353] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2026-02-13T20:33:43.820405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:43.820437] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:43.820464] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:43.820521] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:43.877160] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:43.877887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:43.877968] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:43.878000] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:43.984637] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:43.984789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:43.984828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:43.984857] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:43.988267] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: UP (p=79.78%)
[2026-02-13T20:33:43.988549] [INFO ] [FORECASTER] Completed predict_future for UZE
[2026-02-13T20:33:43.988698] [INFO ] [sig       ] UZE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:44.126612] [INFO ] [LOCAL     ] Saved forecast: UZE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/UZE.txt
[2026-02-13T20:33:44.126758] [INFO ] [sig       ] [3178/3406] Completed UZE in 0.3s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:44.126799] [INFO ] [sig       ] [3179/3406] Forecasting VAC...
[2026-02-13T20:33:44.126828] [INFO ] [sig       ] Generating forecast for: VAC
[2026-02-13T20:33:44.126858] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2026-02-13T20:33:44.137509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAC'.
[2026-02-13T20:33:44.137893] [INFO ] [FORECASTER] Starting predict_future for VAC
[2026-02-13T20:33:44.138695] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2026-02-13T20:33:44.138747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:44.138804] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:44.138834] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:44.138890] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:44.195409] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:44.196190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:44.196271] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:44.196304] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:44.312840] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:44.312989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:44.313027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:44.313055] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:44.316488] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: DOWN (p=8.80%)
[2026-02-13T20:33:44.316786] [INFO ] [FORECASTER] Completed predict_future for VAC
[2026-02-13T20:33:44.316915] [INFO ] [sig       ] VAC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:44.455234] [INFO ] [LOCAL     ] Saved forecast: VAC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VAC.txt
[2026-02-13T20:33:44.455370] [INFO ] [sig       ] [3179/3406] Completed VAC in 0.3s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:44.455409] [INFO ] [sig       ] [3180/3406] Forecasting VAL...
[2026-02-13T20:33:44.455438] [INFO ] [sig       ] Generating forecast for: VAL
[2026-02-13T20:33:44.455467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2026-02-13T20:33:44.466254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2026-02-13T20:33:44.466620] [INFO ] [FORECASTER] Starting predict_future for VAL
[2026-02-13T20:33:44.467393] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2026-02-13T20:33:44.467445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:44.467478] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:44.467504] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:44.467560] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:44.525314] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:44.526020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:44.526101] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:44.526133] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:44.648490] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:44.648673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:44.648713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:44.648742] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:44.652735] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: DOWN (p=18.52%)
[2026-02-13T20:33:44.653087] [INFO ] [FORECASTER] Completed predict_future for VAL
[2026-02-13T20:33:44.653291] [INFO ] [sig       ] VAL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:44.812235] [INFO ] [LOCAL     ] Saved forecast: VAL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VAL.txt
[2026-02-13T20:33:44.812396] [INFO ] [sig       ] [3180/3406] Completed VAL in 0.4s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:44.812436] [INFO ] [sig       ] [3181/3406] Forecasting VALE...
[2026-02-13T20:33:44.812465] [INFO ] [sig       ] Generating forecast for: VALE
[2026-02-13T20:33:44.812495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2026-02-13T20:33:44.824600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALE'.
[2026-02-13T20:33:44.825016] [INFO ] [FORECASTER] Starting predict_future for VALE
[2026-02-13T20:33:44.825855] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2026-02-13T20:33:44.825909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:44.825968] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:44.826000] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:44.826060] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:44.886365] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:44.887221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:44.887304] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:44.887339] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:45.010118] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:45.010250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:45.010290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:45.010318] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:45.013740] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=92.20%)
[2026-02-13T20:33:45.014024] [INFO ] [FORECASTER] Completed predict_future for VALE
[2026-02-13T20:33:45.014151] [INFO ] [sig       ] VALE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:45.153047] [INFO ] [LOCAL     ] Saved forecast: VALE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VALE.txt
[2026-02-13T20:33:45.153164] [INFO ] [sig       ] [3181/3406] Completed VALE in 0.3s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:45.153204] [INFO ] [sig       ] [3182/3406] Forecasting VALN...
[2026-02-13T20:33:45.153232] [INFO ] [sig       ] Generating forecast for: VALN
[2026-02-13T20:33:45.153261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2026-02-13T20:33:45.163816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2026-02-13T20:33:45.164158] [INFO ] [FORECASTER] Starting predict_future for VALN
[2026-02-13T20:33:45.164941] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2026-02-13T20:33:45.164995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:45.165027] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:45.165053] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:45.165109] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:45.221505] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:45.222143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:45.222220] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:45.222252] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:45.330009] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:45.330133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:45.330170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:45.330198] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:45.333494] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=7.53%)
[2026-02-13T20:33:45.333797] [INFO ] [FORECASTER] Completed predict_future for VALN
[2026-02-13T20:33:45.333925] [INFO ] [sig       ] VALN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:45.473020] [INFO ] [LOCAL     ] Saved forecast: VALN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VALN.txt
[2026-02-13T20:33:45.473134] [INFO ] [sig       ] [3182/3406] Completed VALN in 0.3s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:45.473172] [INFO ] [sig       ] [3183/3406] Forecasting VANI...
[2026-02-13T20:33:45.473214] [INFO ] [sig       ] Generating forecast for: VANI
[2026-02-13T20:33:45.473245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2026-02-13T20:33:45.484413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2026-02-13T20:33:45.484735] [INFO ] [FORECASTER] Starting predict_future for VANI
[2026-02-13T20:33:45.485491] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2026-02-13T20:33:45.485542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:45.485593] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:45.485630] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:45.485691] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:45.541718] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:45.542332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:45.542411] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:45.542442] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:45.661786] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:45.661922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:45.661967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:45.662001] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:45.665384] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=40.39%)
[2026-02-13T20:33:45.665679] [INFO ] [FORECASTER] Completed predict_future for VANI
[2026-02-13T20:33:45.665807] [INFO ] [sig       ] VANI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:45.816498] [INFO ] [LOCAL     ] Saved forecast: VANI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VANI.txt
[2026-02-13T20:33:45.816645] [INFO ] [sig       ] [3183/3406] Completed VANI in 0.3s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:45.816688] [INFO ] [sig       ] [3184/3406] Forecasting VBF...
[2026-02-13T20:33:45.816718] [INFO ] [sig       ] Generating forecast for: VBF
[2026-02-13T20:33:45.816749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2026-02-13T20:33:45.828626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBF'.
[2026-02-13T20:33:45.828969] [INFO ] [FORECASTER] Starting predict_future for VBF
[2026-02-13T20:33:45.829957] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2026-02-13T20:33:45.830020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:45.830055] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:45.830084] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:45.830143] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:45.889996] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:45.890748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:45.890829] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:45.890862] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:46.014003] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:46.014169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:46.014210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:46.014279] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:46.017918] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: UP (p=90.33%)
[2026-02-13T20:33:46.018218] [INFO ] [FORECASTER] Completed predict_future for VBF
[2026-02-13T20:33:46.018353] [INFO ] [sig       ] VBF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:46.158390] [INFO ] [LOCAL     ] Saved forecast: VBF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VBF.txt
[2026-02-13T20:33:46.158562] [INFO ] [sig       ] [3184/3406] Completed VBF in 0.3s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:46.158625] [INFO ] [sig       ] [3185/3406] Forecasting VBNK...
[2026-02-13T20:33:46.158656] [INFO ] [sig       ] Generating forecast for: VBNK
[2026-02-13T20:33:46.158686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2026-02-13T20:33:46.170951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VBNK'.
[2026-02-13T20:33:46.171416] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2026-02-13T20:33:46.172596] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2026-02-13T20:33:46.172658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:46.172690] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:46.172717] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:46.172787] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:46.231893] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:46.232823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:46.232911] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:46.232942] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:46.356360] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:46.356532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:46.356593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:46.356625] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:46.360646] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: DOWN (p=47.17%)
[2026-02-13T20:33:46.361086] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2026-02-13T20:33:46.361252] [INFO ] [sig       ] VBNK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:46.534278] [INFO ] [LOCAL     ] Saved forecast: VBNK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VBNK.txt
[2026-02-13T20:33:46.534464] [INFO ] [sig       ] [3185/3406] Completed VBNK in 0.4s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:46.534522] [INFO ] [sig       ] [3186/3406] Forecasting VC...
[2026-02-13T20:33:46.534560] [INFO ] [sig       ] Generating forecast for: VC
[2026-02-13T20:33:46.534626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2026-02-13T20:33:46.546930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2026-02-13T20:33:46.547354] [INFO ] [FORECASTER] Starting predict_future for VC
[2026-02-13T20:33:46.548327] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2026-02-13T20:33:46.548388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:46.548422] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:46.548457] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:46.548538] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:46.616873] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:46.617884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:46.617972] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:46.618006] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:46.738219] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:46.738375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:46.738415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:46.738473] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:46.741953] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: DOWN (p=36.62%)
[2026-02-13T20:33:46.742235] [INFO ] [FORECASTER] Completed predict_future for VC
[2026-02-13T20:33:46.742369] [INFO ] [sig       ] VC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:46.881018] [INFO ] [LOCAL     ] Saved forecast: VC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VC.txt
[2026-02-13T20:33:46.881171] [INFO ] [sig       ] [3186/3406] Completed VC in 0.3s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:46.881212] [INFO ] [sig       ] [3187/3406] Forecasting VCEL...
[2026-02-13T20:33:46.881241] [INFO ] [sig       ] Generating forecast for: VCEL
[2026-02-13T20:33:46.881271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2026-02-13T20:33:46.892399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2026-02-13T20:33:46.892774] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2026-02-13T20:33:46.893564] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2026-02-13T20:33:46.893636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:46.893670] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:46.893696] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:46.893754] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:46.950822] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:46.951617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:46.951699] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:46.951732] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:47.064533] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:47.064718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:47.064759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:47.064787] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:47.068329] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: DOWN (p=19.34%)
[2026-02-13T20:33:47.068650] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2026-02-13T20:33:47.068786] [INFO ] [sig       ] VCEL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:47.208510] [INFO ] [LOCAL     ] Saved forecast: VCEL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VCEL.txt
[2026-02-13T20:33:47.208681] [INFO ] [sig       ] [3187/3406] Completed VCEL in 0.3s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:47.208724] [INFO ] [sig       ] [3188/3406] Forecasting VCRB...
[2026-02-13T20:33:47.208754] [INFO ] [sig       ] Generating forecast for: VCRB
[2026-02-13T20:33:47.208783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2026-02-13T20:33:47.220901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2026-02-13T20:33:47.221394] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2026-02-13T20:33:47.222431] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2026-02-13T20:33:47.222496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:47.222536] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:47.222568] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:47.222676] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:47.285553] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:47.286442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:47.286526] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:47.286611] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:47.406990] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:47.407145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:47.407183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:47.407213] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:47.410707] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: DOWN (p=42.08%)
[2026-02-13T20:33:47.410997] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2026-02-13T20:33:47.411144] [INFO ] [sig       ] VCRB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:47.551422] [INFO ] [LOCAL     ] Saved forecast: VCRB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VCRB.txt
[2026-02-13T20:33:47.551611] [INFO ] [sig       ] [3188/3406] Completed VCRB in 0.3s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:47.551656] [INFO ] [sig       ] [3189/3406] Forecasting VCSH...
[2026-02-13T20:33:47.551686] [INFO ] [sig       ] Generating forecast for: VCSH
[2026-02-13T20:33:47.551715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2026-02-13T20:33:47.562791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2026-02-13T20:33:47.563205] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2026-02-13T20:33:47.564094] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2026-02-13T20:33:47.564149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:47.564180] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:47.564208] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:47.564266] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:47.627331] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:47.628300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:47.628386] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:47.628420] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:47.761910] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:47.762077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:47.762117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:47.762147] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:47.765771] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=75.54%)
[2026-02-13T20:33:47.766077] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2026-02-13T20:33:47.766213] [INFO ] [sig       ] VCSH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:47.906559] [INFO ] [LOCAL     ] Saved forecast: VCSH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VCSH.txt
[2026-02-13T20:33:47.906720] [INFO ] [sig       ] [3189/3406] Completed VCSH in 0.4s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:47.906759] [INFO ] [sig       ] [3190/3406] Forecasting VECO...
[2026-02-13T20:33:47.906789] [INFO ] [sig       ] Generating forecast for: VECO
[2026-02-13T20:33:47.906820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2026-02-13T20:33:47.917709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2026-02-13T20:33:47.918062] [INFO ] [FORECASTER] Starting predict_future for VECO
[2026-02-13T20:33:47.918867] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2026-02-13T20:33:47.918918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:47.918950] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:47.918997] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:47.919068] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:47.975731] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:47.976491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:47.976591] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:47.976627] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:48.098384] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:48.098537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:48.098598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:48.098631] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:48.102308] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2026-02-13T20:33:48.102629] [INFO ] [FORECASTER] Completed predict_future for VECO
[2026-02-13T20:33:48.102767] [INFO ] [sig       ] VECO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:48.243058] [INFO ] [LOCAL     ] Saved forecast: VECO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VECO.txt
[2026-02-13T20:33:48.243237] [INFO ] [sig       ] [3190/3406] Completed VECO in 0.3s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:48.243281] [INFO ] [sig       ] [3191/3406] Forecasting VEL...
[2026-02-13T20:33:48.243311] [INFO ] [sig       ] Generating forecast for: VEL
[2026-02-13T20:33:48.243340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2026-02-13T20:33:48.254597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEL'.
[2026-02-13T20:33:48.254972] [INFO ] [FORECASTER] Starting predict_future for VEL
[2026-02-13T20:33:48.255899] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2026-02-13T20:33:48.255953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:48.256007] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:48.256036] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:48.256094] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:48.316207] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:48.317288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:48.317441] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:48.317486] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:48.445092] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:48.445261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:48.445301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:48.445330] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:48.448903] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=38.42%)
[2026-02-13T20:33:48.449219] [INFO ] [FORECASTER] Completed predict_future for VEL
[2026-02-13T20:33:48.449354] [INFO ] [sig       ] VEL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:48.590550] [INFO ] [LOCAL     ] Saved forecast: VEL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VEL.txt
[2026-02-13T20:33:48.590704] [INFO ] [sig       ] [3191/3406] Completed VEL in 0.3s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:48.590744] [INFO ] [sig       ] [3192/3406] Forecasting VEON...
[2026-02-13T20:33:48.590775] [INFO ] [sig       ] Generating forecast for: VEON
[2026-02-13T20:33:48.590804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2026-02-13T20:33:48.602259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEON'.
[2026-02-13T20:33:48.602622] [INFO ] [FORECASTER] Starting predict_future for VEON
[2026-02-13T20:33:48.603463] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2026-02-13T20:33:48.603514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:48.603545] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:48.603589] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:48.603647] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:48.660177] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:48.661064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:48.661162] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:48.661196] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:48.791314] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:48.791479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:48.791522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:48.791552] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:48.795199] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: UP (p=76.95%)
[2026-02-13T20:33:48.795495] [INFO ] [FORECASTER] Completed predict_future for VEON
[2026-02-13T20:33:48.795654] [INFO ] [sig       ] VEON: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:48.937922] [INFO ] [LOCAL     ] Saved forecast: VEON	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VEON.txt
[2026-02-13T20:33:48.938098] [INFO ] [sig       ] [3192/3406] Completed VEON in 0.3s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:48.938147] [INFO ] [sig       ] [3193/3406] Forecasting VERA...
[2026-02-13T20:33:48.938183] [INFO ] [sig       ] Generating forecast for: VERA
[2026-02-13T20:33:48.938213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2026-02-13T20:33:48.949269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2026-02-13T20:33:48.949889] [INFO ] [FORECASTER] Starting predict_future for VERA
[2026-02-13T20:33:48.950739] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2026-02-13T20:33:48.950792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:48.950825] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:48.950852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:48.950910] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:49.010108] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:49.011060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:49.011148] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:49.011182] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:49.136901] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:49.137069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:49.137119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:49.137155] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:49.141143] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: DOWN (p=14.05%)
[2026-02-13T20:33:49.141655] [INFO ] [FORECASTER] Completed predict_future for VERA
[2026-02-13T20:33:49.141790] [INFO ] [sig       ] VERA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:49.286406] [INFO ] [LOCAL     ] Saved forecast: VERA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VERA.txt
[2026-02-13T20:33:49.286591] [INFO ] [sig       ] [3193/3406] Completed VERA in 0.3s | 2.84 sym/s | Total: 18.7m | ETA: 1.3m
[2026-02-13T20:33:49.286637] [INFO ] [sig       ] [3194/3406] Forecasting VERI...
[2026-02-13T20:33:49.286667] [INFO ] [sig       ] Generating forecast for: VERI
[2026-02-13T20:33:49.286705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2026-02-13T20:33:49.299237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2026-02-13T20:33:49.299854] [INFO ] [FORECASTER] Starting predict_future for VERI
[2026-02-13T20:33:49.300887] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2026-02-13T20:33:49.300941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:49.300974] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:49.301001] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:49.301063] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:49.359969] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:49.360858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:49.360940] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:49.360973] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:49.483979] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:49.484138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:49.484179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:49.484208] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:49.487724] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: DOWN (p=25.86%)
[2026-02-13T20:33:49.488012] [INFO ] [FORECASTER] Completed predict_future for VERI
[2026-02-13T20:33:49.488165] [INFO ] [sig       ] VERI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:49.627452] [INFO ] [LOCAL     ] Saved forecast: VERI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VERI.txt
[2026-02-13T20:33:49.627665] [INFO ] [sig       ] [3194/3406] Completed VERI in 0.3s | 2.84 sym/s | Total: 18.7m | ETA: 1.2m
[2026-02-13T20:33:49.627710] [INFO ] [sig       ] [3195/3406] Forecasting VERX...
[2026-02-13T20:33:49.627741] [INFO ] [sig       ] Generating forecast for: VERX
[2026-02-13T20:33:49.627772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2026-02-13T20:33:49.638511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERX'.
[2026-02-13T20:33:49.638896] [INFO ] [FORECASTER] Starting predict_future for VERX
[2026-02-13T20:33:49.639677] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2026-02-13T20:33:49.639729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:49.639760] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:49.639787] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:49.639843] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:49.696188] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:49.696960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:49.697041] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:49.697072] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:49.818131] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:49.818294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:49.818333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:49.818361] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:49.821825] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=2.90%)
[2026-02-13T20:33:49.822126] [INFO ] [FORECASTER] Completed predict_future for VERX
[2026-02-13T20:33:49.822266] [INFO ] [sig       ] VERX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:49.973073] [INFO ] [LOCAL     ] Saved forecast: VERX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VERX.txt
[2026-02-13T20:33:49.973294] [INFO ] [sig       ] [3195/3406] Completed VERX in 0.3s | 2.84 sym/s | Total: 18.8m | ETA: 1.2m
[2026-02-13T20:33:49.973354] [INFO ] [sig       ] [3196/3406] Forecasting VFC...
[2026-02-13T20:33:49.973393] [INFO ] [sig       ] Generating forecast for: VFC
[2026-02-13T20:33:49.973432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2026-02-13T20:33:49.985523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2026-02-13T20:33:49.986035] [INFO ] [FORECASTER] Starting predict_future for VFC
[2026-02-13T20:33:49.987165] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2026-02-13T20:33:49.987236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:49.987280] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:49.987314] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:49.987381] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:50.050135] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:50.051048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:50.051132] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:50.051165] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:50.187247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:50.187422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:50.187470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:50.187511] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:50.192130] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2026-02-13T20:33:50.192563] [INFO ] [FORECASTER] Completed predict_future for VFC
[2026-02-13T20:33:50.192758] [INFO ] [sig       ] VFC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:50.339135] [INFO ] [LOCAL     ] Saved forecast: VFC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VFC.txt
[2026-02-13T20:33:50.339319] [INFO ] [sig       ] [3196/3406] Completed VFC in 0.4s | 2.84 sym/s | Total: 18.8m | ETA: 1.2m
[2026-02-13T20:33:50.339360] [INFO ] [sig       ] [3197/3406] Forecasting VFF...
[2026-02-13T20:33:50.339388] [INFO ] [sig       ] Generating forecast for: VFF
[2026-02-13T20:33:50.339417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2026-02-13T20:33:50.350972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2026-02-13T20:33:50.351333] [INFO ] [FORECASTER] Starting predict_future for VFF
[2026-02-13T20:33:50.352122] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2026-02-13T20:33:50.352173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:50.352205] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:50.352232] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:50.352288] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:50.409623] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:50.410460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:50.410543] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:50.410595] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:50.529260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:50.529431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:50.529472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:50.529501] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:50.533160] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: UP (p=61.45%)
[2026-02-13T20:33:50.533527] [INFO ] [FORECASTER] Completed predict_future for VFF
[2026-02-13T20:33:50.533699] [INFO ] [sig       ] VFF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:50.674748] [INFO ] [LOCAL     ] Saved forecast: VFF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VFF.txt
[2026-02-13T20:33:50.674895] [INFO ] [sig       ] [3197/3406] Completed VFF in 0.3s | 2.84 sym/s | Total: 18.8m | ETA: 1.2m
[2026-02-13T20:33:50.674936] [INFO ] [sig       ] [3198/3406] Forecasting VFLO...
[2026-02-13T20:33:50.674966] [INFO ] [sig       ] Generating forecast for: VFLO
[2026-02-13T20:33:50.674996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2026-02-13T20:33:50.685833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2026-02-13T20:33:50.686205] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2026-02-13T20:33:50.687001] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2026-02-13T20:33:50.687062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:50.687136] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:50.687170] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:50.687237] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:50.745475] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:50.746371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:50.746457] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:50.746491] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:50.878193] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:50.878357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:50.878396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:50.878426] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:50.882153] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=20.03%)
[2026-02-13T20:33:50.882476] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2026-02-13T20:33:50.882655] [INFO ] [sig       ] VFLO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:51.030664] [INFO ] [LOCAL     ] Saved forecast: VFLO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VFLO.txt
[2026-02-13T20:33:51.030829] [INFO ] [sig       ] [3198/3406] Completed VFLO in 0.4s | 2.84 sym/s | Total: 18.8m | ETA: 1.2m
[2026-02-13T20:33:51.030871] [INFO ] [sig       ] [3199/3406] Forecasting VFS...
[2026-02-13T20:33:51.030901] [INFO ] [sig       ] Generating forecast for: VFS
[2026-02-13T20:33:51.030930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2026-02-13T20:33:51.042099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFS'.
[2026-02-13T20:33:51.042569] [INFO ] [FORECASTER] Starting predict_future for VFS
[2026-02-13T20:33:51.043590] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2026-02-13T20:33:51.043653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:51.043687] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:51.043718] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:51.043792] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:51.114976] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:51.116100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:51.116300] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:51.116350] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:51.243925] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:51.244086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:51.244133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:51.244168] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:51.247696] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=85.25%)
[2026-02-13T20:33:51.248005] [INFO ] [FORECASTER] Completed predict_future for VFS
[2026-02-13T20:33:51.248135] [INFO ] [sig       ] VFS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:51.408064] [INFO ] [LOCAL     ] Saved forecast: VFS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VFS.txt
[2026-02-13T20:33:51.408254] [INFO ] [sig       ] [3199/3406] Completed VFS in 0.4s | 2.84 sym/s | Total: 18.8m | ETA: 1.2m
[2026-02-13T20:33:51.408297] [INFO ] [sig       ] [3200/3406] Forecasting VGI...
[2026-02-13T20:33:51.408326] [INFO ] [sig       ] Generating forecast for: VGI
[2026-02-13T20:33:51.408357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2026-02-13T20:33:51.418992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2026-02-13T20:33:51.419384] [INFO ] [FORECASTER] Starting predict_future for VGI
[2026-02-13T20:33:51.420228] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2026-02-13T20:33:51.420281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:51.420314] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:51.420340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:51.420397] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:51.478676] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:51.479506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:51.479610] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:51.479647] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:51.597028] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:51.597182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:51.597223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:51.597253] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:51.601382] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: DOWN (p=35.08%)
[2026-02-13T20:33:51.601694] [INFO ] [FORECASTER] Completed predict_future for VGI
[2026-02-13T20:33:51.601845] [INFO ] [sig       ] VGI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:51.742681] [INFO ] [LOCAL     ] Saved forecast: VGI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VGI.txt
[2026-02-13T20:33:51.742832] [INFO ] [sig       ] [3200/3406] Completed VGI in 0.3s | 2.84 sym/s | Total: 18.8m | ETA: 1.2m
[2026-02-13T20:33:51.742873] [INFO ] [sig       ] [3201/3406] Forecasting VGM...
[2026-02-13T20:33:51.742903] [INFO ] [sig       ] Generating forecast for: VGM
[2026-02-13T20:33:51.742934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2026-02-13T20:33:51.753435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2026-02-13T20:33:51.753817] [INFO ] [FORECASTER] Starting predict_future for VGM
[2026-02-13T20:33:51.754687] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2026-02-13T20:33:51.754739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:51.754770] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:51.754796] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:51.754851] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:51.813907] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:51.814728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:51.814816] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:51.814851] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:51.942323] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:51.942462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:51.942502] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:51.942584] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:51.947206] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=46.68%)
[2026-02-13T20:33:51.947513] [INFO ] [FORECASTER] Completed predict_future for VGM
[2026-02-13T20:33:51.947704] [INFO ] [sig       ] VGM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:52.088979] [INFO ] [LOCAL     ] Saved forecast: VGM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VGM.txt
[2026-02-13T20:33:52.089139] [INFO ] [sig       ] [3201/3406] Completed VGM in 0.3s | 2.84 sym/s | Total: 18.8m | ETA: 1.2m
[2026-02-13T20:33:52.089185] [INFO ] [sig       ] [3202/3406] Forecasting VGSH...
[2026-02-13T20:33:52.089222] [INFO ] [sig       ] Generating forecast for: VGSH
[2026-02-13T20:33:52.089259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2026-02-13T20:33:52.099593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2026-02-13T20:33:52.099996] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2026-02-13T20:33:52.100866] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2026-02-13T20:33:52.100920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:52.100953] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:52.100981] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:52.101040] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:52.161119] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:52.161975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:52.162069] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:52.162111] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:52.290141] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:52.290494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:52.290535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:52.290565] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:52.294159] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=67.06%)
[2026-02-13T20:33:52.294450] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2026-02-13T20:33:52.294601] [INFO ] [sig       ] VGSH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:52.441131] [INFO ] [LOCAL     ] Saved forecast: VGSH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VGSH.txt
[2026-02-13T20:33:52.441289] [INFO ] [sig       ] [3202/3406] Completed VGSH in 0.4s | 2.84 sym/s | Total: 18.8m | ETA: 1.2m
[2026-02-13T20:33:52.441329] [INFO ] [sig       ] [3203/3406] Forecasting VICI...
[2026-02-13T20:33:52.441359] [INFO ] [sig       ] Generating forecast for: VICI
[2026-02-13T20:33:52.441390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2026-02-13T20:33:52.451408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2026-02-13T20:33:52.451824] [INFO ] [FORECASTER] Starting predict_future for VICI
[2026-02-13T20:33:52.452711] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2026-02-13T20:33:52.452780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:52.452814] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:52.452841] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:52.452901] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:52.509622] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:52.510382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:52.510466] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:52.510501] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:52.632735] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:52.632888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:52.632925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:52.632954] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:52.636351] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=7.58%)
[2026-02-13T20:33:52.636649] [INFO ] [FORECASTER] Completed predict_future for VICI
[2026-02-13T20:33:52.636775] [INFO ] [sig       ] VICI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:52.775164] [INFO ] [LOCAL     ] Saved forecast: VICI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VICI.txt
[2026-02-13T20:33:52.775298] [INFO ] [sig       ] [3203/3406] Completed VICI in 0.3s | 2.84 sym/s | Total: 18.8m | ETA: 1.2m
[2026-02-13T20:33:52.775339] [INFO ] [sig       ] [3204/3406] Forecasting VIGI...
[2026-02-13T20:33:52.775369] [INFO ] [sig       ] Generating forecast for: VIGI
[2026-02-13T20:33:52.775399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2026-02-13T20:33:52.785426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIGI'.
[2026-02-13T20:33:52.785789] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2026-02-13T20:33:52.786655] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2026-02-13T20:33:52.786709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:52.786742] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:52.786769] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:52.786827] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:52.845800] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:52.846629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:52.846715] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:52.846749] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:52.967663] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:52.967829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:52.967871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:52.967902] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:52.971513] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2026-02-13T20:33:52.971831] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2026-02-13T20:33:52.971965] [INFO ] [sig       ] VIGI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:53.121817] [INFO ] [LOCAL     ] Saved forecast: VIGI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VIGI.txt
[2026-02-13T20:33:53.121980] [INFO ] [sig       ] [3204/3406] Completed VIGI in 0.3s | 2.84 sym/s | Total: 18.8m | ETA: 1.2m
[2026-02-13T20:33:53.122027] [INFO ] [sig       ] [3205/3406] Forecasting VINP...
[2026-02-13T20:33:53.122060] [INFO ] [sig       ] Generating forecast for: VINP
[2026-02-13T20:33:53.122094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2026-02-13T20:33:53.132795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2026-02-13T20:33:53.133170] [INFO ] [FORECASTER] Starting predict_future for VINP
[2026-02-13T20:33:53.133998] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2026-02-13T20:33:53.134053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:53.134087] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:53.134117] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:53.134176] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:53.192301] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:53.193044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:53.193131] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:53.193172] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:53.313240] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:53.313404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:53.313455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:53.313493] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:53.317625] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2026-02-13T20:33:53.318028] [INFO ] [FORECASTER] Completed predict_future for VINP
[2026-02-13T20:33:53.318204] [INFO ] [sig       ] VINP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:53.465738] [INFO ] [LOCAL     ] Saved forecast: VINP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VINP.txt
[2026-02-13T20:33:53.465875] [INFO ] [sig       ] [3205/3406] Completed VINP in 0.3s | 2.84 sym/s | Total: 18.8m | ETA: 1.2m
[2026-02-13T20:33:53.465916] [INFO ] [sig       ] [3206/3406] Forecasting VIPS...
[2026-02-13T20:33:53.465945] [INFO ] [sig       ] Generating forecast for: VIPS
[2026-02-13T20:33:53.465975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2026-02-13T20:33:53.476320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2026-02-13T20:33:53.476664] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2026-02-13T20:33:53.477463] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2026-02-13T20:33:53.477517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:53.477550] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:53.477630] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:53.477696] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:53.537683] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:53.538376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:53.538635] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:53.538670] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:53.661347] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:53.661496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:53.661534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:53.661562] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:53.664981] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: UP (p=60.27%)
[2026-02-13T20:33:53.665302] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2026-02-13T20:33:53.665428] [INFO ] [sig       ] VIPS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:53.806411] [INFO ] [LOCAL     ] Saved forecast: VIPS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VIPS.txt
[2026-02-13T20:33:53.806547] [INFO ] [sig       ] [3206/3406] Completed VIPS in 0.3s | 2.84 sym/s | Total: 18.8m | ETA: 1.2m
[2026-02-13T20:33:53.806613] [INFO ] [sig       ] [3207/3406] Forecasting VIRC...
[2026-02-13T20:33:53.806645] [INFO ] [sig       ] Generating forecast for: VIRC
[2026-02-13T20:33:53.806675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2026-02-13T20:33:53.816320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2026-02-13T20:33:53.816685] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2026-02-13T20:33:53.817481] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2026-02-13T20:33:53.817532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:53.817564] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:53.817635] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:53.817693] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:53.874946] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:53.875625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:53.875707] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:53.875739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:53.996671] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:53.996827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:53.996865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:53.996894] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:54.000459] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: UP (p=76.07%)
[2026-02-13T20:33:54.000758] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2026-02-13T20:33:54.000886] [INFO ] [sig       ] VIRC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:54.139698] [INFO ] [LOCAL     ] Saved forecast: VIRC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VIRC.txt
[2026-02-13T20:33:54.139828] [INFO ] [sig       ] [3207/3406] Completed VIRC in 0.3s | 2.84 sym/s | Total: 18.8m | ETA: 1.2m
[2026-02-13T20:33:54.139868] [INFO ] [sig       ] [3208/3406] Forecasting VITL...
[2026-02-13T20:33:54.139897] [INFO ] [sig       ] Generating forecast for: VITL
[2026-02-13T20:33:54.139927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2026-02-13T20:33:54.150257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2026-02-13T20:33:54.150800] [INFO ] [FORECASTER] Starting predict_future for VITL
[2026-02-13T20:33:54.151693] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2026-02-13T20:33:54.151748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:54.151781] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:54.151810] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:54.151868] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:54.210093] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:54.210802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:54.210909] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:54.210952] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:54.335807] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:54.335961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:54.335999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:54.336028] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:54.339473] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: DOWN (p=37.49%)
[2026-02-13T20:33:54.339786] [INFO ] [FORECASTER] Completed predict_future for VITL
[2026-02-13T20:33:54.339911] [INFO ] [sig       ] VITL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:54.480527] [INFO ] [LOCAL     ] Saved forecast: VITL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VITL.txt
[2026-02-13T20:33:54.480678] [INFO ] [sig       ] [3208/3406] Completed VITL in 0.3s | 2.84 sym/s | Total: 18.8m | ETA: 1.2m
[2026-02-13T20:33:54.480718] [INFO ] [sig       ] [3209/3406] Forecasting VKQ...
[2026-02-13T20:33:54.480748] [INFO ] [sig       ] Generating forecast for: VKQ
[2026-02-13T20:33:54.480778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2026-02-13T20:33:54.491749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2026-02-13T20:33:54.492082] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2026-02-13T20:33:54.492952] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2026-02-13T20:33:54.493006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:54.493038] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:54.493066] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:54.493125] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:54.550507] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:54.551202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:54.551296] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:54.551330] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:54.675069] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:54.675213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:54.675252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:54.675280] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:54.678690] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=12.58%)
[2026-02-13T20:33:54.678962] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2026-02-13T20:33:54.679084] [INFO ] [sig       ] VKQ: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:54.818337] [INFO ] [LOCAL     ] Saved forecast: VKQ	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VKQ.txt
[2026-02-13T20:33:54.818467] [INFO ] [sig       ] [3209/3406] Completed VKQ in 0.3s | 2.84 sym/s | Total: 18.8m | ETA: 1.2m
[2026-02-13T20:33:54.818508] [INFO ] [sig       ] [3210/3406] Forecasting VKTX...
[2026-02-13T20:33:54.818537] [INFO ] [sig       ] Generating forecast for: VKTX
[2026-02-13T20:33:54.818566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2026-02-13T20:33:54.828880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2026-02-13T20:33:54.829235] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2026-02-13T20:33:54.830038] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2026-02-13T20:33:54.830099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:54.830130] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:54.830156] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:54.830211] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:54.887661] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:54.888371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:54.888451] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:54.888484] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:55.021712] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:55.021872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:55.021927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:55.021957] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:55.025389] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: UP (p=52.91%)
[2026-02-13T20:33:55.025684] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2026-02-13T20:33:55.025812] [INFO ] [sig       ] VKTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:55.165777] [INFO ] [LOCAL     ] Saved forecast: VKTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VKTX.txt
[2026-02-13T20:33:55.165907] [INFO ] [sig       ] [3210/3406] Completed VKTX in 0.3s | 2.84 sym/s | Total: 18.8m | ETA: 1.2m
[2026-02-13T20:33:55.165945] [INFO ] [sig       ] [3211/3406] Forecasting VLGEA...
[2026-02-13T20:33:55.165975] [INFO ] [sig       ] Generating forecast for: VLGEA
[2026-02-13T20:33:55.166005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2026-02-13T20:33:55.175878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2026-02-13T20:33:55.176240] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2026-02-13T20:33:55.177056] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2026-02-13T20:33:55.177108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:55.177141] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:55.177168] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:55.177226] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:55.234139] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:55.234875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:55.234956] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:55.234988] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:55.360613] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:55.360771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:55.360812] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:55.360840] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:55.364211] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2026-02-13T20:33:55.364502] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2026-02-13T20:33:55.364653] [INFO ] [sig       ] VLGEA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:55.505755] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VLGEA.txt
[2026-02-13T20:33:55.505910] [INFO ] [sig       ] [3211/3406] Completed VLGEA in 0.3s | 2.84 sym/s | Total: 18.8m | ETA: 1.1m
[2026-02-13T20:33:55.505950] [INFO ] [sig       ] [3212/3406] Forecasting VLN...
[2026-02-13T20:33:55.505979] [INFO ] [sig       ] Generating forecast for: VLN
[2026-02-13T20:33:55.506009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2026-02-13T20:33:55.515841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2026-02-13T20:33:55.516188] [INFO ] [FORECASTER] Starting predict_future for VLN
[2026-02-13T20:33:55.516980] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2026-02-13T20:33:55.517031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:55.517063] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:55.517090] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:55.517151] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:55.574793] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:55.575456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:55.575535] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:55.575567] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:55.694857] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:55.695015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:55.695056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:55.695085] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:55.698609] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=17.25%)
[2026-02-13T20:33:55.698904] [INFO ] [FORECASTER] Completed predict_future for VLN
[2026-02-13T20:33:55.699036] [INFO ] [sig       ] VLN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:55.839410] [INFO ] [LOCAL     ] Saved forecast: VLN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VLN.txt
[2026-02-13T20:33:55.839561] [INFO ] [sig       ] [3212/3406] Completed VLN in 0.3s | 2.84 sym/s | Total: 18.9m | ETA: 1.1m
[2026-02-13T20:33:55.839621] [INFO ] [sig       ] [3213/3406] Forecasting VLO...
[2026-02-13T20:33:55.839651] [INFO ] [sig       ] Generating forecast for: VLO
[2026-02-13T20:33:55.839682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2026-02-13T20:33:55.850273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2026-02-13T20:33:55.850636] [INFO ] [FORECASTER] Starting predict_future for VLO
[2026-02-13T20:33:55.851433] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2026-02-13T20:33:55.851485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:55.851516] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:55.851542] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:55.851621] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:55.910029] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:55.910769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:55.910850] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:55.910883] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:56.044619] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:56.044926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:56.044975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:56.045005] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:56.048860] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=60.20%)
[2026-02-13T20:33:56.049162] [INFO ] [FORECASTER] Completed predict_future for VLO
[2026-02-13T20:33:56.049315] [INFO ] [sig       ] VLO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:56.191235] [INFO ] [LOCAL     ] Saved forecast: VLO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VLO.txt
[2026-02-13T20:33:56.191388] [INFO ] [sig       ] [3213/3406] Completed VLO in 0.4s | 2.84 sym/s | Total: 18.9m | ETA: 1.1m
[2026-02-13T20:33:56.191427] [INFO ] [sig       ] [3214/3406] Forecasting VLRS...
[2026-02-13T20:33:56.191456] [INFO ] [sig       ] Generating forecast for: VLRS
[2026-02-13T20:33:56.191486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2026-02-13T20:33:56.202315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2026-02-13T20:33:56.202755] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2026-02-13T20:33:56.203652] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2026-02-13T20:33:56.203709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:56.203757] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:56.203787] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:56.203844] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:56.262538] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:56.263375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:56.263472] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:56.263509] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:56.384385] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:56.384549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:56.384612] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:56.384645] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:56.388073] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=8.72%)
[2026-02-13T20:33:56.388365] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2026-02-13T20:33:56.388496] [INFO ] [sig       ] VLRS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:56.529003] [INFO ] [LOCAL     ] Saved forecast: VLRS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VLRS.txt
[2026-02-13T20:33:56.529154] [INFO ] [sig       ] [3214/3406] Completed VLRS in 0.3s | 2.84 sym/s | Total: 18.9m | ETA: 1.1m
[2026-02-13T20:33:56.529194] [INFO ] [sig       ] [3215/3406] Forecasting VLTO...
[2026-02-13T20:33:56.529231] [INFO ] [sig       ] Generating forecast for: VLTO
[2026-02-13T20:33:56.529267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2026-02-13T20:33:56.541300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2026-02-13T20:33:56.541877] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2026-02-13T20:33:56.542923] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2026-02-13T20:33:56.542976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:56.543038] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:56.543067] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:56.543125] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:56.603953] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:56.604687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:56.604766] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:56.604798] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:56.734401] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:56.734645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:56.734706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:56.734751] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:56.738864] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=56.81%)
[2026-02-13T20:33:56.739160] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2026-02-13T20:33:56.739300] [INFO ] [sig       ] VLTO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:56.882707] [INFO ] [LOCAL     ] Saved forecast: VLTO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VLTO.txt
[2026-02-13T20:33:56.882849] [INFO ] [sig       ] [3215/3406] Completed VLTO in 0.4s | 2.84 sym/s | Total: 18.9m | ETA: 1.1m
[2026-02-13T20:33:56.882889] [INFO ] [sig       ] [3216/3406] Forecasting VLY...
[2026-02-13T20:33:56.882920] [INFO ] [sig       ] Generating forecast for: VLY
[2026-02-13T20:33:56.882949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2026-02-13T20:33:56.893355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2026-02-13T20:33:56.893721] [INFO ] [FORECASTER] Starting predict_future for VLY
[2026-02-13T20:33:56.894502] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2026-02-13T20:33:56.894554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:56.894615] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:56.894645] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:56.894701] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:56.952967] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:56.953846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:56.953933] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:56.953968] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:57.081028] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:57.081201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:57.081252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:57.081292] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:57.086179] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: UP (p=69.54%)
[2026-02-13T20:33:57.086675] [INFO ] [FORECASTER] Completed predict_future for VLY
[2026-02-13T20:33:57.086807] [INFO ] [sig       ] VLY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:57.228790] [INFO ] [LOCAL     ] Saved forecast: VLY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VLY.txt
[2026-02-13T20:33:57.228933] [INFO ] [sig       ] [3216/3406] Completed VLY in 0.3s | 2.84 sym/s | Total: 18.9m | ETA: 1.1m
[2026-02-13T20:33:57.228972] [INFO ] [sig       ] [3217/3406] Forecasting VMBS...
[2026-02-13T20:33:57.229002] [INFO ] [sig       ] Generating forecast for: VMBS
[2026-02-13T20:33:57.229033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2026-02-13T20:33:57.239669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2026-02-13T20:33:57.240016] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2026-02-13T20:33:57.240826] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2026-02-13T20:33:57.240878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:57.240910] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:57.240937] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:57.240993] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:57.298800] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:57.299614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:57.299698] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:57.299730] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:57.429974] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:57.430147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:57.430187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:57.430214] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:57.433869] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: DOWN (p=35.47%)
[2026-02-13T20:33:57.434169] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2026-02-13T20:33:57.434323] [INFO ] [sig       ] VMBS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:57.577431] [INFO ] [LOCAL     ] Saved forecast: VMBS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VMBS.txt
[2026-02-13T20:33:57.577608] [INFO ] [sig       ] [3217/3406] Completed VMBS in 0.3s | 2.84 sym/s | Total: 18.9m | ETA: 1.1m
[2026-02-13T20:33:57.577659] [INFO ] [sig       ] [3218/3406] Forecasting VMD...
[2026-02-13T20:33:57.577695] [INFO ] [sig       ] Generating forecast for: VMD
[2026-02-13T20:33:57.577732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2026-02-13T20:33:57.588677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2026-02-13T20:33:57.589022] [INFO ] [FORECASTER] Starting predict_future for VMD
[2026-02-13T20:33:57.590003] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2026-02-13T20:33:57.590055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:57.590086] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:57.590113] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:57.590169] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:57.649681] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:57.650651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:57.650772] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:57.650808] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:57.776282] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:57.776457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:57.776501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:57.776761] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:57.780438] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=6.69%)
[2026-02-13T20:33:57.780894] [INFO ] [FORECASTER] Completed predict_future for VMD
[2026-02-13T20:33:57.781027] [INFO ] [sig       ] VMD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:57.923293] [INFO ] [LOCAL     ] Saved forecast: VMD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VMD.txt
[2026-02-13T20:33:57.923457] [INFO ] [sig       ] [3218/3406] Completed VMD in 0.3s | 2.84 sym/s | Total: 18.9m | ETA: 1.1m
[2026-02-13T20:33:57.923497] [INFO ] [sig       ] [3219/3406] Forecasting VMI...
[2026-02-13T20:33:57.923527] [INFO ] [sig       ] Generating forecast for: VMI
[2026-02-13T20:33:57.923566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2026-02-13T20:33:57.933212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2026-02-13T20:33:57.933550] [INFO ] [FORECASTER] Starting predict_future for VMI
[2026-02-13T20:33:57.934399] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2026-02-13T20:33:57.934453] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:57.934485] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:57.934513] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:57.934589] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:57.993497] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:57.994325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:57.994408] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:57.994440] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:58.119769] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:58.119965] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:58.120015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:58.120047] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:58.123749] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=45.68%)
[2026-02-13T20:33:58.124040] [INFO ] [FORECASTER] Completed predict_future for VMI
[2026-02-13T20:33:58.124188] [INFO ] [sig       ] VMI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:58.264914] [INFO ] [LOCAL     ] Saved forecast: VMI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VMI.txt
[2026-02-13T20:33:58.265076] [INFO ] [sig       ] [3219/3406] Completed VMI in 0.3s | 2.84 sym/s | Total: 18.9m | ETA: 1.1m
[2026-02-13T20:33:58.265115] [INFO ] [sig       ] [3220/3406] Forecasting VMO...
[2026-02-13T20:33:58.265145] [INFO ] [sig       ] Generating forecast for: VMO
[2026-02-13T20:33:58.265176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2026-02-13T20:33:58.275118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2026-02-13T20:33:58.275473] [INFO ] [FORECASTER] Starting predict_future for VMO
[2026-02-13T20:33:58.276299] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2026-02-13T20:33:58.276364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:58.276397] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:58.276423] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:58.276480] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:58.332975] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:58.333840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:58.333925] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:58.333959] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:58.455801] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:58.455964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:58.456003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:58.456031] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:58.459555] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: DOWN (p=25.38%)
[2026-02-13T20:33:58.459858] [INFO ] [FORECASTER] Completed predict_future for VMO
[2026-02-13T20:33:58.459987] [INFO ] [sig       ] VMO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:58.601328] [INFO ] [LOCAL     ] Saved forecast: VMO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VMO.txt
[2026-02-13T20:33:58.601482] [INFO ] [sig       ] [3220/3406] Completed VMO in 0.3s | 2.84 sym/s | Total: 18.9m | ETA: 1.1m
[2026-02-13T20:33:58.601520] [INFO ] [sig       ] [3221/3406] Forecasting VNDA...
[2026-02-13T20:33:58.601550] [INFO ] [sig       ] Generating forecast for: VNDA
[2026-02-13T20:33:58.601602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2026-02-13T20:33:58.611984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2026-02-13T20:33:58.612413] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2026-02-13T20:33:58.613254] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2026-02-13T20:33:58.613307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:58.613339] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:58.613365] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:58.613421] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:58.671550] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:58.672417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:58.672502] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:58.672534] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:58.795769] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:58.795925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:58.795966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:58.796013] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:58.802851] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=44.61%)
[2026-02-13T20:33:58.803202] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2026-02-13T20:33:58.803352] [INFO ] [sig       ] VNDA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:58.942437] [INFO ] [LOCAL     ] Saved forecast: VNDA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VNDA.txt
[2026-02-13T20:33:58.942602] [INFO ] [sig       ] [3221/3406] Completed VNDA in 0.3s | 2.84 sym/s | Total: 18.9m | ETA: 1.1m
[2026-02-13T20:33:58.942643] [INFO ] [sig       ] [3222/3406] Forecasting VNO...
[2026-02-13T20:33:58.942674] [INFO ] [sig       ] Generating forecast for: VNO
[2026-02-13T20:33:58.942704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2026-02-13T20:33:58.953029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2026-02-13T20:33:58.953388] [INFO ] [FORECASTER] Starting predict_future for VNO
[2026-02-13T20:33:58.954203] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2026-02-13T20:33:58.954255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:58.954290] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:58.954329] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:58.954399] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:59.012125] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:59.012954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:59.013035] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:59.013068] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:59.132013] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:59.132171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:59.132210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:59.132239] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:59.135629] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2026-02-13T20:33:59.135906] [INFO ] [FORECASTER] Completed predict_future for VNO
[2026-02-13T20:33:59.136030] [INFO ] [sig       ] VNO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:59.274817] [INFO ] [LOCAL     ] Saved forecast: VNO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VNO.txt
[2026-02-13T20:33:59.274981] [INFO ] [sig       ] [3222/3406] Completed VNO in 0.3s | 2.84 sym/s | Total: 18.9m | ETA: 1.1m
[2026-02-13T20:33:59.275034] [INFO ] [sig       ] [3223/3406] Forecasting VNOM...
[2026-02-13T20:33:59.275077] [INFO ] [sig       ] Generating forecast for: VNOM
[2026-02-13T20:33:59.275118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2026-02-13T20:33:59.285352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNOM'.
[2026-02-13T20:33:59.285733] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2026-02-13T20:33:59.286538] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2026-02-13T20:33:59.286609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:59.286644] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:59.286673] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:59.286732] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:59.344213] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:59.345080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:59.345176] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:59.345210] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:59.464247] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:59.464424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:59.464465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:59.464494] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:59.467980] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2026-02-13T20:33:59.468266] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2026-02-13T20:33:59.468398] [INFO ] [sig       ] VNOM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:33:59.612768] [INFO ] [LOCAL     ] Saved forecast: VNOM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VNOM.txt
[2026-02-13T20:33:59.612936] [INFO ] [sig       ] [3223/3406] Completed VNOM in 0.3s | 2.84 sym/s | Total: 18.9m | ETA: 1.1m
[2026-02-13T20:33:59.612977] [INFO ] [sig       ] [3224/3406] Forecasting VNQI...
[2026-02-13T20:33:59.613006] [INFO ] [sig       ] Generating forecast for: VNQI
[2026-02-13T20:33:59.613036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2026-02-13T20:33:59.623431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2026-02-13T20:33:59.623789] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2026-02-13T20:33:59.624601] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2026-02-13T20:33:59.624652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:59.624683] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:59.624710] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:59.624765] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:33:59.684231] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:33:59.685200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:33:59.685288] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:33:59.685322] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:33:59.806772] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:33:59.806926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:33:59.806964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:33:59.806994] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:33:59.810535] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: DOWN (p=31.09%)
[2026-02-13T20:33:59.810834] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2026-02-13T20:33:59.810963] [INFO ] [sig       ] VNQI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:33:59.948730] [INFO ] [LOCAL     ] Saved forecast: VNQI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VNQI.txt
[2026-02-13T20:33:59.948870] [INFO ] [sig       ] [3224/3406] Completed VNQI in 0.3s | 2.84 sym/s | Total: 18.9m | ETA: 1.1m
[2026-02-13T20:33:59.948910] [INFO ] [sig       ] [3225/3406] Forecasting VOC...
[2026-02-13T20:33:59.948941] [INFO ] [sig       ] Generating forecast for: VOC
[2026-02-13T20:33:59.948972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2026-02-13T20:33:59.959853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2026-02-13T20:33:59.960197] [INFO ] [FORECASTER] Starting predict_future for VOC
[2026-02-13T20:33:59.960986] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2026-02-13T20:33:59.961037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:33:59.961068] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:33:59.961112] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:33:59.961169] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:00.018444] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:00.019389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:00.019519] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:00.019553] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:00.142279] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:00.142460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:00.142501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:00.142529] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:00.146090] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=85.92%)
[2026-02-13T20:34:00.146403] [INFO ] [FORECASTER] Completed predict_future for VOC
[2026-02-13T20:34:00.146541] [INFO ] [sig       ] VOC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:00.293361] [INFO ] [LOCAL     ] Saved forecast: VOC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VOC.txt
[2026-02-13T20:34:00.293530] [INFO ] [sig       ] [3225/3406] Completed VOC in 0.3s | 2.84 sym/s | Total: 18.9m | ETA: 1.1m
[2026-02-13T20:34:00.293587] [INFO ] [sig       ] [3226/3406] Forecasting VOD...
[2026-02-13T20:34:00.293621] [INFO ] [sig       ] Generating forecast for: VOD
[2026-02-13T20:34:00.293652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2026-02-13T20:34:00.306027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2026-02-13T20:34:00.306709] [INFO ] [FORECASTER] Starting predict_future for VOD
[2026-02-13T20:34:00.307847] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2026-02-13T20:34:00.307910] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:00.307951] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:00.307986] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:00.308064] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:00.382442] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:00.383413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:00.383507] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:00.383541] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:00.505215] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:00.505415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:00.505470] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:00.505511] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:00.510804] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: UP (p=64.19%)
[2026-02-13T20:34:00.511220] [INFO ] [FORECASTER] Completed predict_future for VOD
[2026-02-13T20:34:00.511426] [INFO ] [sig       ] VOD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:00.672631] [INFO ] [LOCAL     ] Saved forecast: VOD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VOD.txt
[2026-02-13T20:34:00.672795] [INFO ] [sig       ] [3226/3406] Completed VOD in 0.4s | 2.84 sym/s | Total: 18.9m | ETA: 1.1m
[2026-02-13T20:34:00.672838] [INFO ] [sig       ] [3227/3406] Forecasting VONE...
[2026-02-13T20:34:00.672867] [INFO ] [sig       ] Generating forecast for: VONE
[2026-02-13T20:34:00.672898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2026-02-13T20:34:00.683190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONE'.
[2026-02-13T20:34:00.683615] [INFO ] [FORECASTER] Starting predict_future for VONE
[2026-02-13T20:34:00.684431] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2026-02-13T20:34:00.684484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:00.684515] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:00.684541] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:00.684616] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:00.741710] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:00.742569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:00.742674] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:00.742706] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:00.865678] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:00.865836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:00.865875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:00.865902] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:00.869350] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=21.18%)
[2026-02-13T20:34:00.869651] [INFO ] [FORECASTER] Completed predict_future for VONE
[2026-02-13T20:34:00.869778] [INFO ] [sig       ] VONE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:01.013922] [INFO ] [LOCAL     ] Saved forecast: VONE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VONE.txt
[2026-02-13T20:34:01.014046] [INFO ] [sig       ] [3227/3406] Completed VONE in 0.3s | 2.84 sym/s | Total: 18.9m | ETA: 1.1m
[2026-02-13T20:34:01.014084] [INFO ] [sig       ] [3228/3406] Forecasting VONG...
[2026-02-13T20:34:01.014114] [INFO ] [sig       ] Generating forecast for: VONG
[2026-02-13T20:34:01.014144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2026-02-13T20:34:01.024097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VONG'.
[2026-02-13T20:34:01.024395] [INFO ] [FORECASTER] Starting predict_future for VONG
[2026-02-13T20:34:01.025220] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2026-02-13T20:34:01.025273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:01.025304] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:01.025330] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:01.025387] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:01.084940] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:01.085878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:01.085958] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:01.085991] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:01.207642] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:01.207792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:01.207830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:01.207859] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:01.211231] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=19.72%)
[2026-02-13T20:34:01.211508] [INFO ] [FORECASTER] Completed predict_future for VONG
[2026-02-13T20:34:01.211656] [INFO ] [sig       ] VONG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:01.352216] [INFO ] [LOCAL     ] Saved forecast: VONG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VONG.txt
[2026-02-13T20:34:01.352374] [INFO ] [sig       ] [3228/3406] Completed VONG in 0.3s | 2.84 sym/s | Total: 18.9m | ETA: 1.0m
[2026-02-13T20:34:01.352414] [INFO ] [sig       ] [3229/3406] Forecasting VOTE...
[2026-02-13T20:34:01.352445] [INFO ] [sig       ] Generating forecast for: VOTE
[2026-02-13T20:34:01.352481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2026-02-13T20:34:01.362938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2026-02-13T20:34:01.363297] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2026-02-13T20:34:01.364095] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2026-02-13T20:34:01.364146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:01.364178] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:01.364205] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:01.364262] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:01.421072] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:01.421741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:01.421819] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:01.421851] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:01.553529] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:01.553711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:01.553755] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:01.553784] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:01.557329] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: UP (p=66.71%)
[2026-02-13T20:34:01.557669] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2026-02-13T20:34:01.557805] [INFO ] [sig       ] VOTE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:01.699963] [INFO ] [LOCAL     ] Saved forecast: VOTE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VOTE.txt
[2026-02-13T20:34:01.700094] [INFO ] [sig       ] [3229/3406] Completed VOTE in 0.3s | 2.84 sym/s | Total: 18.9m | ETA: 1.0m
[2026-02-13T20:34:01.700135] [INFO ] [sig       ] [3230/3406] Forecasting VPG...
[2026-02-13T20:34:01.700164] [INFO ] [sig       ] Generating forecast for: VPG
[2026-02-13T20:34:01.700194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2026-02-13T20:34:01.710278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2026-02-13T20:34:01.710633] [INFO ] [FORECASTER] Starting predict_future for VPG
[2026-02-13T20:34:01.711417] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2026-02-13T20:34:01.711469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:01.711501] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:01.711528] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:01.711600] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:01.768815] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:01.769538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:01.769640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:01.769676] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:01.895660] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:01.895849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:01.895906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:01.895944] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:01.900775] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=69.78%)
[2026-02-13T20:34:01.901211] [INFO ] [FORECASTER] Completed predict_future for VPG
[2026-02-13T20:34:01.901400] [INFO ] [sig       ] VPG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:02.048971] [INFO ] [LOCAL     ] Saved forecast: VPG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VPG.txt
[2026-02-13T20:34:02.049142] [INFO ] [sig       ] [3230/3406] Completed VPG in 0.3s | 2.84 sym/s | Total: 19.0m | ETA: 1.0m
[2026-02-13T20:34:02.049182] [INFO ] [sig       ] [3231/3406] Forecasting VPLS...
[2026-02-13T20:34:02.049214] [INFO ] [sig       ] Generating forecast for: VPLS
[2026-02-13T20:34:02.049245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2026-02-13T20:34:02.059905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2026-02-13T20:34:02.060320] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2026-02-13T20:34:02.061176] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2026-02-13T20:34:02.061228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:02.061260] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:02.061287] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:02.061344] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:02.124170] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:02.125069] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:02.125157] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:02.125190] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:02.245515] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:02.245705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:02.245747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:02.245775] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:02.249369] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=74.74%)
[2026-02-13T20:34:02.249706] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2026-02-13T20:34:02.249840] [INFO ] [sig       ] VPLS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:02.404996] [INFO ] [LOCAL     ] Saved forecast: VPLS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VPLS.txt
[2026-02-13T20:34:02.405153] [INFO ] [sig       ] [3231/3406] Completed VPLS in 0.4s | 2.84 sym/s | Total: 19.0m | ETA: 1.0m
[2026-02-13T20:34:02.405193] [INFO ] [sig       ] [3232/3406] Forecasting VRA...
[2026-02-13T20:34:02.405226] [INFO ] [sig       ] Generating forecast for: VRA
[2026-02-13T20:34:02.405256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2026-02-13T20:34:02.415905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2026-02-13T20:34:02.416258] [INFO ] [FORECASTER] Starting predict_future for VRA
[2026-02-13T20:34:02.417046] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2026-02-13T20:34:02.417099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:02.417183] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:02.417212] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:02.417269] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:02.474747] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:02.475668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:02.475749] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:02.475782] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:02.590019] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:02.590178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:02.590219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:02.590248] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:02.593785] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=7.83%)
[2026-02-13T20:34:02.594061] [INFO ] [FORECASTER] Completed predict_future for VRA
[2026-02-13T20:34:02.594191] [INFO ] [sig       ] VRA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:02.733926] [INFO ] [LOCAL     ] Saved forecast: VRA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VRA.txt
[2026-02-13T20:34:02.734057] [INFO ] [sig       ] [3232/3406] Completed VRA in 0.3s | 2.84 sym/s | Total: 19.0m | ETA: 1.0m
[2026-02-13T20:34:02.734097] [INFO ] [sig       ] [3233/3406] Forecasting VRCA...
[2026-02-13T20:34:02.734126] [INFO ] [sig       ] Generating forecast for: VRCA
[2026-02-13T20:34:02.734156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2026-02-13T20:34:02.744295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2026-02-13T20:34:02.744669] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2026-02-13T20:34:02.745480] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2026-02-13T20:34:02.745534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:02.745566] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:02.745623] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:02.745680] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:02.802403] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:02.803341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:02.803444] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:02.803486] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:02.922166] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:02.922318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:02.922364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:02.922399] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:02.925814] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=35.02%)
[2026-02-13T20:34:02.926089] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2026-02-13T20:34:02.926215] [INFO ] [sig       ] VRCA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:03.066615] [INFO ] [LOCAL     ] Saved forecast: VRCA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VRCA.txt
[2026-02-13T20:34:03.066746] [INFO ] [sig       ] [3233/3406] Completed VRCA in 0.3s | 2.84 sym/s | Total: 19.0m | ETA: 1.0m
[2026-02-13T20:34:03.066785] [INFO ] [sig       ] [3234/3406] Forecasting VRDN...
[2026-02-13T20:34:03.066813] [INFO ] [sig       ] Generating forecast for: VRDN
[2026-02-13T20:34:03.066841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2026-02-13T20:34:03.077421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRDN'.
[2026-02-13T20:34:03.077967] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2026-02-13T20:34:03.078926] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2026-02-13T20:34:03.078979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:03.079013] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:03.079040] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:03.079098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:03.137620] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:03.138530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:03.138640] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:03.138679] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:03.257837] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:03.257988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:03.258027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:03.258055] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:03.261557] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: DOWN (p=14.42%)
[2026-02-13T20:34:03.261862] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2026-02-13T20:34:03.261985] [INFO ] [sig       ] VRDN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:03.401182] [INFO ] [LOCAL     ] Saved forecast: VRDN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VRDN.txt
[2026-02-13T20:34:03.401303] [INFO ] [sig       ] [3234/3406] Completed VRDN in 0.3s | 2.84 sym/s | Total: 19.0m | ETA: 1.0m
[2026-02-13T20:34:03.401341] [INFO ] [sig       ] [3235/3406] Forecasting VRE...
[2026-02-13T20:34:03.401370] [INFO ] [sig       ] Generating forecast for: VRE
[2026-02-13T20:34:03.401400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2026-02-13T20:34:03.411751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2026-02-13T20:34:03.412093] [INFO ] [FORECASTER] Starting predict_future for VRE
[2026-02-13T20:34:03.412884] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2026-02-13T20:34:03.412935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:03.412967] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:03.412993] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:03.413049] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:03.478084] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:03.478977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:03.479060] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:03.479093] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:03.598392] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:03.598533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:03.598586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:03.598649] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:03.603539] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=16.79%)
[2026-02-13T20:34:03.603872] [INFO ] [FORECASTER] Completed predict_future for VRE
[2026-02-13T20:34:03.604006] [INFO ] [sig       ] VRE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:03.745927] [INFO ] [LOCAL     ] Saved forecast: VRE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VRE.txt
[2026-02-13T20:34:03.746057] [INFO ] [sig       ] [3235/3406] Completed VRE in 0.3s | 2.84 sym/s | Total: 19.0m | ETA: 1.0m
[2026-02-13T20:34:03.746096] [INFO ] [sig       ] [3236/3406] Forecasting VREX...
[2026-02-13T20:34:03.746127] [INFO ] [sig       ] Generating forecast for: VREX
[2026-02-13T20:34:03.746156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2026-02-13T20:34:03.757253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2026-02-13T20:34:03.757634] [INFO ] [FORECASTER] Starting predict_future for VREX
[2026-02-13T20:34:03.758418] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2026-02-13T20:34:03.758482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:03.758520] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:03.758548] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:03.758639] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:03.817836] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:03.818779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:03.818865] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:03.818900] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:03.947361] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:03.947526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:03.947568] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:03.947639] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:03.951172] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2026-02-13T20:34:03.951486] [INFO ] [FORECASTER] Completed predict_future for VREX
[2026-02-13T20:34:03.951745] [INFO ] [sig       ] VREX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:04.101431] [INFO ] [LOCAL     ] Saved forecast: VREX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VREX.txt
[2026-02-13T20:34:04.101605] [INFO ] [sig       ] [3236/3406] Completed VREX in 0.4s | 2.84 sym/s | Total: 19.0m | ETA: 59.9s
[2026-02-13T20:34:04.101648] [INFO ] [sig       ] [3237/3406] Forecasting VRIG...
[2026-02-13T20:34:04.101677] [INFO ] [sig       ] Generating forecast for: VRIG
[2026-02-13T20:34:04.101708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2026-02-13T20:34:04.112129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2026-02-13T20:34:04.112548] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2026-02-13T20:34:04.113462] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2026-02-13T20:34:04.113516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:04.113549] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:04.113611] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:04.113678] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:04.179421] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:04.180349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:04.180432] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:04.180465] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:04.274497] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:04.274644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:04.274684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:04.274714] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:04.278127] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=75.98%)
[2026-02-13T20:34:04.278426] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2026-02-13T20:34:04.278563] [INFO ] [sig       ] VRIG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:04.417267] [INFO ] [LOCAL     ] Saved forecast: VRIG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VRIG.txt
[2026-02-13T20:34:04.417419] [INFO ] [sig       ] [3237/3406] Completed VRIG in 0.3s | 2.84 sym/s | Total: 19.0m | ETA: 59.5s
[2026-02-13T20:34:04.417458] [INFO ] [sig       ] [3238/3406] Forecasting VRNS...
[2026-02-13T20:34:04.417489] [INFO ] [sig       ] Generating forecast for: VRNS
[2026-02-13T20:34:04.417519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2026-02-13T20:34:04.427533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRNS'.
[2026-02-13T20:34:04.427914] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2026-02-13T20:34:04.428755] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2026-02-13T20:34:04.428821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:04.428853] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:04.428879] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:04.428934] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:04.485925] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:04.486993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:04.487084] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:04.487116] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:04.617291] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:04.617468] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:04.617521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:04.617553] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:04.621266] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: DOWN (p=19.49%)
[2026-02-13T20:34:04.621554] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2026-02-13T20:34:04.621705] [INFO ] [sig       ] VRNS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:04.767158] [INFO ] [LOCAL     ] Saved forecast: VRNS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VRNS.txt
[2026-02-13T20:34:04.767316] [INFO ] [sig       ] [3238/3406] Completed VRNS in 0.3s | 2.84 sym/s | Total: 19.0m | ETA: 59.2s
[2026-02-13T20:34:04.767357] [INFO ] [sig       ] [3239/3406] Forecasting VRRM...
[2026-02-13T20:34:04.767387] [INFO ] [sig       ] Generating forecast for: VRRM
[2026-02-13T20:34:04.767423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2026-02-13T20:34:04.778641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2026-02-13T20:34:04.779046] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2026-02-13T20:34:04.779882] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2026-02-13T20:34:04.779936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:04.779968] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:04.779996] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:04.780054] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:04.839332] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:04.840419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:04.840532] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:04.840565] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:04.970210] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:04.970378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:04.970418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:04.970448] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:04.974087] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: DOWN (p=32.42%)
[2026-02-13T20:34:04.974368] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2026-02-13T20:34:04.974501] [INFO ] [sig       ] VRRM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:05.115678] [INFO ] [LOCAL     ] Saved forecast: VRRM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VRRM.txt
[2026-02-13T20:34:05.115808] [INFO ] [sig       ] [3239/3406] Completed VRRM in 0.3s | 2.84 sym/s | Total: 19.0m | ETA: 58.8s
[2026-02-13T20:34:05.115847] [INFO ] [sig       ] [3240/3406] Forecasting VRSK...
[2026-02-13T20:34:05.115876] [INFO ] [sig       ] Generating forecast for: VRSK
[2026-02-13T20:34:05.115905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2026-02-13T20:34:05.127025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2026-02-13T20:34:05.127379] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2026-02-13T20:34:05.128239] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2026-02-13T20:34:05.128293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:05.128326] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:05.128352] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:05.128409] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:05.190715] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:05.191466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:05.191551] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:05.191601] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:05.312262] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:05.312419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:05.312466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:05.312500] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:05.315981] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: DOWN (p=16.96%)
[2026-02-13T20:34:05.316267] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2026-02-13T20:34:05.316395] [INFO ] [sig       ] VRSK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:05.457869] [INFO ] [LOCAL     ] Saved forecast: VRSK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VRSK.txt
[2026-02-13T20:34:05.458031] [INFO ] [sig       ] [3240/3406] Completed VRSK in 0.3s | 2.84 sym/s | Total: 19.0m | ETA: 58.4s
[2026-02-13T20:34:05.458074] [INFO ] [sig       ] [3241/3406] Forecasting VRSN...
[2026-02-13T20:34:05.458103] [INFO ] [sig       ] Generating forecast for: VRSN
[2026-02-13T20:34:05.458133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2026-02-13T20:34:05.468853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2026-02-13T20:34:05.469252] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2026-02-13T20:34:05.470083] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2026-02-13T20:34:05.470136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:05.470167] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:05.470194] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:05.470251] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:05.528033] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:05.528961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:05.529047] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:05.529079] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:05.659460] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:05.659649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:05.659692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:05.659721] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:05.663306] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: UP (p=90.11%)
[2026-02-13T20:34:05.663677] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2026-02-13T20:34:05.663822] [INFO ] [sig       ] VRSN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:05.809052] [INFO ] [LOCAL     ] Saved forecast: VRSN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VRSN.txt
[2026-02-13T20:34:05.809216] [INFO ] [sig       ] [3241/3406] Completed VRSN in 0.4s | 2.84 sym/s | Total: 19.0m | ETA: 58.1s
[2026-02-13T20:34:05.809255] [INFO ] [sig       ] [3242/3406] Forecasting VRTS...
[2026-02-13T20:34:05.809285] [INFO ] [sig       ] Generating forecast for: VRTS
[2026-02-13T20:34:05.809317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2026-02-13T20:34:05.820184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2026-02-13T20:34:05.820497] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2026-02-13T20:34:05.821278] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2026-02-13T20:34:05.821330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:05.821362] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:05.821395] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:05.821464] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:05.879806] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:05.880510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:05.880654] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:05.880689] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:06.012516] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:06.012701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:06.012744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:06.012774] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:06.016272] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=51.54%)
[2026-02-13T20:34:06.016606] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2026-02-13T20:34:06.016759] [INFO ] [sig       ] VRTS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:06.156410] [INFO ] [LOCAL     ] Saved forecast: VRTS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VRTS.txt
[2026-02-13T20:34:06.156595] [INFO ] [sig       ] [3242/3406] Completed VRTS in 0.3s | 2.84 sym/s | Total: 19.0m | ETA: 57.7s
[2026-02-13T20:34:06.156644] [INFO ] [sig       ] [3243/3406] Forecasting VRTX...
[2026-02-13T20:34:06.156674] [INFO ] [sig       ] Generating forecast for: VRTX
[2026-02-13T20:34:06.156705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2026-02-13T20:34:06.167174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTX'.
[2026-02-13T20:34:06.167566] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2026-02-13T20:34:06.168431] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2026-02-13T20:34:06.168494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:06.168533] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:06.168565] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:06.168644] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:06.227005] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:06.227961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:06.228054] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:06.228086] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:06.345293] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:06.345467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:06.345515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:06.345552] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:06.349136] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=94.09%)
[2026-02-13T20:34:06.349445] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2026-02-13T20:34:06.349630] [INFO ] [sig       ] VRTX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:06.487834] [INFO ] [LOCAL     ] Saved forecast: VRTX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VRTX.txt
[2026-02-13T20:34:06.487972] [INFO ] [sig       ] [3243/3406] Completed VRTX in 0.3s | 2.84 sym/s | Total: 19.0m | ETA: 57.4s
[2026-02-13T20:34:06.488011] [INFO ] [sig       ] [3244/3406] Forecasting VS...
[2026-02-13T20:34:06.488041] [INFO ] [sig       ] Generating forecast for: VS
[2026-02-13T20:34:06.488070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2026-02-13T20:34:06.498039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2026-02-13T20:34:06.498403] [INFO ] [FORECASTER] Starting predict_future for VS
[2026-02-13T20:34:06.499230] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2026-02-13T20:34:06.499282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:06.499313] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:06.499340] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:06.499399] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:06.559071] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:06.560038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:06.560123] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:06.560156] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:06.672805] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:06.672990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:06.673031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:06.673059] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:06.676889] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: UP (p=86.24%)
[2026-02-13T20:34:06.677191] [INFO ] [FORECASTER] Completed predict_future for VS
[2026-02-13T20:34:06.677342] [INFO ] [sig       ] VS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:06.817481] [INFO ] [LOCAL     ] Saved forecast: VS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VS.txt
[2026-02-13T20:34:06.817673] [INFO ] [sig       ] [3244/3406] Completed VS in 0.3s | 2.84 sym/s | Total: 19.0m | ETA: 57.0s
[2026-02-13T20:34:06.817717] [INFO ] [sig       ] [3245/3406] Forecasting VSCO...
[2026-02-13T20:34:06.817746] [INFO ] [sig       ] Generating forecast for: VSCO
[2026-02-13T20:34:06.817788] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2026-02-13T20:34:06.828552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2026-02-13T20:34:06.828982] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2026-02-13T20:34:06.829799] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2026-02-13T20:34:06.829851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:06.829883] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:06.829910] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:06.829990] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:06.888218] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:06.889184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:06.889297] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:06.889340] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:07.013362] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:07.013560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:07.013626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:07.013662] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:07.017317] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=79.73%)
[2026-02-13T20:34:07.017672] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2026-02-13T20:34:07.017821] [INFO ] [sig       ] VSCO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:07.159282] [INFO ] [LOCAL     ] Saved forecast: VSCO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VSCO.txt
[2026-02-13T20:34:07.159476] [INFO ] [sig       ] [3245/3406] Completed VSCO in 0.3s | 2.84 sym/s | Total: 19.0m | ETA: 56.7s
[2026-02-13T20:34:07.159527] [INFO ] [sig       ] [3246/3406] Forecasting VSDA...
[2026-02-13T20:34:07.159563] [INFO ] [sig       ] Generating forecast for: VSDA
[2026-02-13T20:34:07.159620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2026-02-13T20:34:07.170091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2026-02-13T20:34:07.170506] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2026-02-13T20:34:07.171364] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2026-02-13T20:34:07.171419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:07.171452] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:07.171479] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:07.171537] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:07.229228] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:07.230143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:07.230236] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:07.230269] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:07.357967] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:07.358147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:07.358189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:07.358219] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:07.362164] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: UP (p=61.95%)
[2026-02-13T20:34:07.362637] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2026-02-13T20:34:07.362812] [INFO ] [sig       ] VSDA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:07.506995] [INFO ] [LOCAL     ] Saved forecast: VSDA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VSDA.txt
[2026-02-13T20:34:07.507155] [INFO ] [sig       ] [3246/3406] Completed VSDA in 0.3s | 2.84 sym/s | Total: 19.0m | ETA: 56.3s
[2026-02-13T20:34:07.507196] [INFO ] [sig       ] [3247/3406] Forecasting VSEC...
[2026-02-13T20:34:07.507249] [INFO ] [sig       ] Generating forecast for: VSEC
[2026-02-13T20:34:07.507302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2026-02-13T20:34:07.518173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2026-02-13T20:34:07.518542] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2026-02-13T20:34:07.519419] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2026-02-13T20:34:07.519475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:07.519529] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:07.519593] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:07.519657] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:07.579235] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:07.580038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:07.580130] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:07.580165] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:07.708884] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:07.709047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:07.709089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:07.709120] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:07.713068] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=27.84%)
[2026-02-13T20:34:07.713357] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2026-02-13T20:34:07.713502] [INFO ] [sig       ] VSEC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:07.860336] [INFO ] [LOCAL     ] Saved forecast: VSEC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VSEC.txt
[2026-02-13T20:34:07.860475] [INFO ] [sig       ] [3247/3406] Completed VSEC in 0.4s | 2.84 sym/s | Total: 19.1m | ETA: 56.0s
[2026-02-13T20:34:07.860523] [INFO ] [sig       ] [3248/3406] Forecasting VSH...
[2026-02-13T20:34:07.860556] [INFO ] [sig       ] Generating forecast for: VSH
[2026-02-13T20:34:07.860613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2026-02-13T20:34:07.871053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2026-02-13T20:34:07.871394] [INFO ] [FORECASTER] Starting predict_future for VSH
[2026-02-13T20:34:07.872226] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2026-02-13T20:34:07.872279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:07.872311] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:07.872338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:07.872394] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:07.931257] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:07.932134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:07.932222] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:07.932256] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:08.058388] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:08.058543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:08.058600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:08.058632] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:08.062082] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2026-02-13T20:34:08.062369] [INFO ] [FORECASTER] Completed predict_future for VSH
[2026-02-13T20:34:08.062506] [INFO ] [sig       ] VSH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:08.206639] [INFO ] [LOCAL     ] Saved forecast: VSH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VSH.txt
[2026-02-13T20:34:08.206772] [INFO ] [sig       ] [3248/3406] Completed VSH in 0.3s | 2.84 sym/s | Total: 19.1m | ETA: 55.6s
[2026-02-13T20:34:08.206813] [INFO ] [sig       ] [3249/3406] Forecasting VSTM...
[2026-02-13T20:34:08.206841] [INFO ] [sig       ] Generating forecast for: VSTM
[2026-02-13T20:34:08.206871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2026-02-13T20:34:08.216847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2026-02-13T20:34:08.217209] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2026-02-13T20:34:08.218092] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2026-02-13T20:34:08.218146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:08.218243] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:08.218274] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:08.218331] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:08.277776] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:08.278661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:08.278746] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:08.278780] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:08.403622] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:08.403786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:08.403827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:08.403858] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:08.407521] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2026-02-13T20:34:08.408059] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2026-02-13T20:34:08.408212] [INFO ] [sig       ] VSTM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:08.552879] [INFO ] [LOCAL     ] Saved forecast: VSTM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VSTM.txt
[2026-02-13T20:34:08.553059] [INFO ] [sig       ] [3249/3406] Completed VSTM in 0.3s | 2.84 sym/s | Total: 19.1m | ETA: 55.3s
[2026-02-13T20:34:08.553101] [INFO ] [sig       ] [3250/3406] Forecasting VSTS...
[2026-02-13T20:34:08.553131] [INFO ] [sig       ] Generating forecast for: VSTS
[2026-02-13T20:34:08.553162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2026-02-13T20:34:08.564765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTS'.
[2026-02-13T20:34:08.565094] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2026-02-13T20:34:08.565931] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2026-02-13T20:34:08.565984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:08.566016] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:08.566043] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:08.566099] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:08.622238] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:08.622917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:08.622998] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:08.623030] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:08.747359] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:08.747521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:08.747561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:08.747625] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:08.751097] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: DOWN (p=30.06%)
[2026-02-13T20:34:08.751376] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2026-02-13T20:34:08.751508] [INFO ] [sig       ] VSTS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:08.894699] [INFO ] [LOCAL     ] Saved forecast: VSTS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VSTS.txt
[2026-02-13T20:34:08.894869] [INFO ] [sig       ] [3250/3406] Completed VSTS in 0.3s | 2.84 sym/s | Total: 19.1m | ETA: 54.9s
[2026-02-13T20:34:08.894910] [INFO ] [sig       ] [3251/3406] Forecasting VTC...
[2026-02-13T20:34:08.894940] [INFO ] [sig       ] Generating forecast for: VTC
[2026-02-13T20:34:08.894970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2026-02-13T20:34:08.905707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2026-02-13T20:34:08.906102] [INFO ] [FORECASTER] Starting predict_future for VTC
[2026-02-13T20:34:08.906945] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2026-02-13T20:34:08.906998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:08.907031] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:08.907059] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:08.907115] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:08.963608] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:08.964367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:08.964456] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:08.964487] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:09.086207] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:09.086383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:09.086425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:09.086454] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:09.090163] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2026-02-13T20:34:09.090460] [INFO ] [FORECASTER] Completed predict_future for VTC
[2026-02-13T20:34:09.090648] [INFO ] [sig       ] VTC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:09.233053] [INFO ] [LOCAL     ] Saved forecast: VTC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VTC.txt
[2026-02-13T20:34:09.233189] [INFO ] [sig       ] [3251/3406] Completed VTC in 0.3s | 2.84 sym/s | Total: 19.1m | ETA: 54.6s
[2026-02-13T20:34:09.233230] [INFO ] [sig       ] [3252/3406] Forecasting VTEX...
[2026-02-13T20:34:09.233258] [INFO ] [sig       ] Generating forecast for: VTEX
[2026-02-13T20:34:09.233287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2026-02-13T20:34:09.244546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTEX'.
[2026-02-13T20:34:09.244909] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2026-02-13T20:34:09.245728] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2026-02-13T20:34:09.245780] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:09.245811] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:09.245837] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:09.245892] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:09.302499] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:09.303118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:09.303196] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:09.303228] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:09.420267] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:09.420435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:09.420474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:09.420545] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:09.424081] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: DOWN (p=9.39%)
[2026-02-13T20:34:09.424371] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2026-02-13T20:34:09.424501] [INFO ] [sig       ] VTEX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:09.564025] [INFO ] [LOCAL     ] Saved forecast: VTEX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VTEX.txt
[2026-02-13T20:34:09.564183] [INFO ] [sig       ] [3252/3406] Completed VTEX in 0.3s | 2.84 sym/s | Total: 19.1m | ETA: 54.2s
[2026-02-13T20:34:09.564231] [INFO ] [sig       ] [3253/3406] Forecasting VTIP...
[2026-02-13T20:34:09.564262] [INFO ] [sig       ] Generating forecast for: VTIP
[2026-02-13T20:34:09.564292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2026-02-13T20:34:09.575350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTIP'.
[2026-02-13T20:34:09.575944] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2026-02-13T20:34:09.576742] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2026-02-13T20:34:09.576794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:09.576825] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:09.576852] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:09.576908] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:09.634013] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:09.634682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:09.634760] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:09.634793] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:09.750357] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:09.750519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:09.750559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:09.750611] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:09.754077] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: UP (p=83.82%)
[2026-02-13T20:34:09.754367] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2026-02-13T20:34:09.754496] [INFO ] [sig       ] VTIP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:09.892809] [INFO ] [LOCAL     ] Saved forecast: VTIP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VTIP.txt
[2026-02-13T20:34:09.892953] [INFO ] [sig       ] [3253/3406] Completed VTIP in 0.3s | 2.84 sym/s | Total: 19.1m | ETA: 53.9s
[2026-02-13T20:34:09.892991] [INFO ] [sig       ] [3254/3406] Forecasting VTMX...
[2026-02-13T20:34:09.893021] [INFO ] [sig       ] Generating forecast for: VTMX
[2026-02-13T20:34:09.893051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2026-02-13T20:34:09.903305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2026-02-13T20:34:09.903754] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2026-02-13T20:34:09.904522] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2026-02-13T20:34:09.904601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:09.904636] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:09.904662] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:09.904720] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:09.960887] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:09.961729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:09.961812] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:09.961845] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:10.084634] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:10.084992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:10.085031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:10.085059] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:10.089226] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=72.32%)
[2026-02-13T20:34:10.089545] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2026-02-13T20:34:10.089728] [INFO ] [sig       ] VTMX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:10.235451] [INFO ] [LOCAL     ] Saved forecast: VTMX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VTMX.txt
[2026-02-13T20:34:10.235708] [INFO ] [sig       ] [3254/3406] Completed VTMX in 0.3s | 2.84 sym/s | Total: 19.1m | ETA: 53.5s
[2026-02-13T20:34:10.235775] [INFO ] [sig       ] [3255/3406] Forecasting VTN...
[2026-02-13T20:34:10.235807] [INFO ] [sig       ] Generating forecast for: VTN
[2026-02-13T20:34:10.235839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2026-02-13T20:34:10.252061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTN'.
[2026-02-13T20:34:10.252495] [INFO ] [FORECASTER] Starting predict_future for VTN
[2026-02-13T20:34:10.253380] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2026-02-13T20:34:10.253433] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:10.253466] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:10.253494] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:10.253552] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:10.311166] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:10.311872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:10.312024] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:10.312059] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:10.430940] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:10.431100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:10.431141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:10.431171] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:10.434818] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=41.53%)
[2026-02-13T20:34:10.435100] [INFO ] [FORECASTER] Completed predict_future for VTN
[2026-02-13T20:34:10.435241] [INFO ] [sig       ] VTN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:10.584081] [INFO ] [LOCAL     ] Saved forecast: VTN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VTN.txt
[2026-02-13T20:34:10.584229] [INFO ] [sig       ] [3255/3406] Completed VTN in 0.3s | 2.84 sym/s | Total: 19.1m | ETA: 53.2s
[2026-02-13T20:34:10.584269] [INFO ] [sig       ] [3256/3406] Forecasting VTOL...
[2026-02-13T20:34:10.584298] [INFO ] [sig       ] Generating forecast for: VTOL
[2026-02-13T20:34:10.584327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2026-02-13T20:34:10.594419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2026-02-13T20:34:10.594797] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2026-02-13T20:34:10.595603] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2026-02-13T20:34:10.595658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:10.595691] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:10.595719] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:10.595799] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:10.653797] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:10.654440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:10.654521] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:10.654558] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:10.778296] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:10.778458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:10.778522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:10.778559] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:10.782384] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: UP (p=91.65%)
[2026-02-13T20:34:10.782699] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2026-02-13T20:34:10.782834] [INFO ] [sig       ] VTOL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:10.931601] [INFO ] [LOCAL     ] Saved forecast: VTOL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VTOL.txt
[2026-02-13T20:34:10.931745] [INFO ] [sig       ] [3256/3406] Completed VTOL in 0.3s | 2.84 sym/s | Total: 19.1m | ETA: 52.8s
[2026-02-13T20:34:10.931785] [INFO ] [sig       ] [3257/3406] Forecasting VTRS...
[2026-02-13T20:34:10.931815] [INFO ] [sig       ] Generating forecast for: VTRS
[2026-02-13T20:34:10.931845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2026-02-13T20:34:10.942318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2026-02-13T20:34:10.942701] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2026-02-13T20:34:10.943492] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2026-02-13T20:34:10.943552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:10.943616] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:10.943648] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:10.943707] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:11.002602] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:11.003260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:11.003342] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:11.003376] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:11.127895] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:11.128061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:11.128102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:11.128132] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:11.131686] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: UP (p=85.24%)
[2026-02-13T20:34:11.131974] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2026-02-13T20:34:11.132102] [INFO ] [sig       ] VTRS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:11.278067] [INFO ] [LOCAL     ] Saved forecast: VTRS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VTRS.txt
[2026-02-13T20:34:11.278254] [INFO ] [sig       ] [3257/3406] Completed VTRS in 0.3s | 2.84 sym/s | Total: 19.1m | ETA: 52.5s
[2026-02-13T20:34:11.278310] [INFO ] [sig       ] [3258/3406] Forecasting VTS...
[2026-02-13T20:34:11.278344] [INFO ] [sig       ] Generating forecast for: VTS
[2026-02-13T20:34:11.278378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2026-02-13T20:34:11.289334] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2026-02-13T20:34:11.289746] [INFO ] [FORECASTER] Starting predict_future for VTS
[2026-02-13T20:34:11.290557] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2026-02-13T20:34:11.290649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:11.290691] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:11.290721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:11.290791] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:11.352215] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:11.353167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:11.353272] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:11.353309] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:11.470638] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:11.470804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:11.470844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:11.470873] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:11.474297] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2026-02-13T20:34:11.474593] [INFO ] [FORECASTER] Completed predict_future for VTS
[2026-02-13T20:34:11.474724] [INFO ] [sig       ] VTS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:11.616613] [INFO ] [LOCAL     ] Saved forecast: VTS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VTS.txt
[2026-02-13T20:34:11.616779] [INFO ] [sig       ] [3258/3406] Completed VTS in 0.3s | 2.84 sym/s | Total: 19.1m | ETA: 52.1s
[2026-02-13T20:34:11.616821] [INFO ] [sig       ] [3259/3406] Forecasting VTSI...
[2026-02-13T20:34:11.616853] [INFO ] [sig       ] Generating forecast for: VTSI
[2026-02-13T20:34:11.616884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2026-02-13T20:34:11.627564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2026-02-13T20:34:11.628024] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2026-02-13T20:34:11.628851] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2026-02-13T20:34:11.628904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:11.628935] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:11.628961] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:11.629018] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:11.685031] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:11.685956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:11.686100] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:11.686133] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:11.808374] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:11.808539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:11.808599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:11.808630] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:11.812077] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=18.70%)
[2026-02-13T20:34:11.812365] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2026-02-13T20:34:11.812493] [INFO ] [sig       ] VTSI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:11.951079] [INFO ] [LOCAL     ] Saved forecast: VTSI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VTSI.txt
[2026-02-13T20:34:11.951227] [INFO ] [sig       ] [3259/3406] Completed VTSI in 0.3s | 2.84 sym/s | Total: 19.1m | ETA: 51.7s
[2026-02-13T20:34:11.951268] [INFO ] [sig       ] [3260/3406] Forecasting VTWG...
[2026-02-13T20:34:11.951300] [INFO ] [sig       ] Generating forecast for: VTWG
[2026-02-13T20:34:11.951329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2026-02-13T20:34:11.961478] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2026-02-13T20:34:11.961874] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2026-02-13T20:34:11.962699] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2026-02-13T20:34:11.962754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:11.962801] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:11.962828] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:11.962885] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:12.019740] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:12.020526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:12.020633] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:12.020668] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:12.141714] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:12.141873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:12.141913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:12.141943] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:12.145387] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=27.99%)
[2026-02-13T20:34:12.145699] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2026-02-13T20:34:12.145829] [INFO ] [sig       ] VTWG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:12.284606] [INFO ] [LOCAL     ] Saved forecast: VTWG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VTWG.txt
[2026-02-13T20:34:12.284746] [INFO ] [sig       ] [3260/3406] Completed VTWG in 0.3s | 2.84 sym/s | Total: 19.1m | ETA: 51.4s
[2026-02-13T20:34:12.284785] [INFO ] [sig       ] [3261/3406] Forecasting VTWO...
[2026-02-13T20:34:12.284815] [INFO ] [sig       ] Generating forecast for: VTWO
[2026-02-13T20:34:12.284845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2026-02-13T20:34:12.295469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2026-02-13T20:34:12.296042] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2026-02-13T20:34:12.296846] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2026-02-13T20:34:12.296898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:12.296930] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:12.296956] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:12.297013] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:12.353736] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:12.354398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:12.354479] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:12.354511] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:12.474301] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:12.474458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:12.474496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:12.474525] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:12.478050] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=23.26%)
[2026-02-13T20:34:12.478333] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2026-02-13T20:34:12.478464] [INFO ] [sig       ] VTWO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:12.617168] [INFO ] [LOCAL     ] Saved forecast: VTWO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VTWO.txt
[2026-02-13T20:34:12.617310] [INFO ] [sig       ] [3261/3406] Completed VTWO in 0.3s | 2.84 sym/s | Total: 19.1m | ETA: 51.0s
[2026-02-13T20:34:12.617349] [INFO ] [sig       ] [3262/3406] Forecasting VTYX...
[2026-02-13T20:34:12.617378] [INFO ] [sig       ] Generating forecast for: VTYX
[2026-02-13T20:34:12.617408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2026-02-13T20:34:12.628360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2026-02-13T20:34:12.628767] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2026-02-13T20:34:12.629761] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2026-02-13T20:34:12.629812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:12.629844] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:12.629870] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:12.629925] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:12.690256] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:12.691273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:12.691382] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:12.691423] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:12.824843] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:12.825002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:12.825043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:12.825075] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:12.828834] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: UP (p=83.21%)
[2026-02-13T20:34:12.829124] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2026-02-13T20:34:12.829258] [INFO ] [sig       ] VTYX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:12.974874] [INFO ] [LOCAL     ] Saved forecast: VTYX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VTYX.txt
[2026-02-13T20:34:12.975059] [INFO ] [sig       ] [3262/3406] Completed VTYX in 0.4s | 2.84 sym/s | Total: 19.1m | ETA: 50.7s
[2026-02-13T20:34:12.975112] [INFO ] [sig       ] [3263/3406] Forecasting VUZI...
[2026-02-13T20:34:12.975154] [INFO ] [sig       ] Generating forecast for: VUZI
[2026-02-13T20:34:12.975190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2026-02-13T20:34:12.986257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2026-02-13T20:34:12.986698] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2026-02-13T20:34:12.987542] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2026-02-13T20:34:12.987655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:12.987692] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:12.987721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:12.987780] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:13.054191] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:13.055227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:13.055333] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:13.055374] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:13.190964] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:13.191120] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:13.191160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:13.191188] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:13.194675] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=3.59%)
[2026-02-13T20:34:13.194994] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2026-02-13T20:34:13.195138] [INFO ] [sig       ] VUZI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:13.333188] [INFO ] [LOCAL     ] Saved forecast: VUZI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VUZI.txt
[2026-02-13T20:34:13.333347] [INFO ] [sig       ] [3263/3406] Completed VUZI in 0.4s | 2.84 sym/s | Total: 19.1m | ETA: 50.3s
[2026-02-13T20:34:13.333387] [INFO ] [sig       ] [3264/3406] Forecasting VVOS...
[2026-02-13T20:34:13.333425] [INFO ] [sig       ] Generating forecast for: VVOS
[2026-02-13T20:34:13.333457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2026-02-13T20:34:13.343864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2026-02-13T20:34:13.344256] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2026-02-13T20:34:13.345105] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2026-02-13T20:34:13.345165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:13.345198] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:13.345223] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:13.345279] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:13.405360] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:13.406276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:13.406361] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:13.406393] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:13.525619] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:13.525802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:13.525846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:13.525874] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:13.529818] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=94.02%)
[2026-02-13T20:34:13.530335] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2026-02-13T20:34:13.530477] [INFO ] [sig       ] VVOS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:13.693688] [INFO ] [LOCAL     ] Saved forecast: VVOS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VVOS.txt
[2026-02-13T20:34:13.693859] [INFO ] [sig       ] [3264/3406] Completed VVOS in 0.4s | 2.84 sym/s | Total: 19.1m | ETA: 50.0s
[2026-02-13T20:34:13.693901] [INFO ] [sig       ] [3265/3406] Forecasting VVX...
[2026-02-13T20:34:13.693934] [INFO ] [sig       ] Generating forecast for: VVX
[2026-02-13T20:34:13.693964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2026-02-13T20:34:13.705081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2026-02-13T20:34:13.705475] [INFO ] [FORECASTER] Starting predict_future for VVX
[2026-02-13T20:34:13.706300] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2026-02-13T20:34:13.706354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:13.706388] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:13.706414] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:13.706471] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:13.764230] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:13.765155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:13.765243] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:13.765276] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:13.901501] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:13.901679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:13.901719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:13.901749] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:13.905201] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=49.49%)
[2026-02-13T20:34:13.905481] [INFO ] [FORECASTER] Completed predict_future for VVX
[2026-02-13T20:34:13.905631] [INFO ] [sig       ] VVX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:14.044126] [INFO ] [LOCAL     ] Saved forecast: VVX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VVX.txt
[2026-02-13T20:34:14.044258] [INFO ] [sig       ] [3265/3406] Completed VVX in 0.4s | 2.84 sym/s | Total: 19.2m | ETA: 49.6s
[2026-02-13T20:34:14.044296] [INFO ] [sig       ] [3266/3406] Forecasting VWOB...
[2026-02-13T20:34:14.044326] [INFO ] [sig       ] Generating forecast for: VWOB
[2026-02-13T20:34:14.044355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2026-02-13T20:34:14.054797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2026-02-13T20:34:14.055127] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2026-02-13T20:34:14.055934] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2026-02-13T20:34:14.056012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:14.056045] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:14.056072] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:14.056128] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:14.112869] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:14.113549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:14.113646] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:14.113680] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:14.236359] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:14.236517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:14.236555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:14.236602] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:14.240038] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: UP (p=99.27%)
[2026-02-13T20:34:14.240320] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2026-02-13T20:34:14.240472] [INFO ] [sig       ] VWOB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:14.379986] [INFO ] [LOCAL     ] Saved forecast: VWOB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VWOB.txt
[2026-02-13T20:34:14.380141] [INFO ] [sig       ] [3266/3406] Completed VWOB in 0.3s | 2.84 sym/s | Total: 19.2m | ETA: 49.3s
[2026-02-13T20:34:14.380180] [INFO ] [sig       ] [3267/3406] Forecasting VXUS...
[2026-02-13T20:34:14.380209] [INFO ] [sig       ] Generating forecast for: VXUS
[2026-02-13T20:34:14.380238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2026-02-13T20:34:14.390299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2026-02-13T20:34:14.390707] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2026-02-13T20:34:14.391470] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2026-02-13T20:34:14.391522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:14.391553] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:14.391606] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:14.391671] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:14.448100] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:14.449052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:14.449141] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:14.449173] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:14.574192] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:14.574352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:14.574392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:14.574438] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:14.578330] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: DOWN (p=12.99%)
[2026-02-13T20:34:14.578631] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2026-02-13T20:34:14.578758] [INFO ] [sig       ] VXUS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:14.718867] [INFO ] [LOCAL     ] Saved forecast: VXUS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VXUS.txt
[2026-02-13T20:34:14.719019] [INFO ] [sig       ] [3267/3406] Completed VXUS in 0.3s | 2.84 sym/s | Total: 19.2m | ETA: 48.9s
[2026-02-13T20:34:14.719059] [INFO ] [sig       ] [3268/3406] Forecasting VYMI...
[2026-02-13T20:34:14.719091] [INFO ] [sig       ] Generating forecast for: VYMI
[2026-02-13T20:34:14.719122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2026-02-13T20:34:14.729345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2026-02-13T20:34:14.729708] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2026-02-13T20:34:14.730509] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2026-02-13T20:34:14.730563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:14.730618] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:14.730647] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:14.730704] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:14.788227] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:14.788889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:14.788970] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:14.789004] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:14.909597] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:14.909726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:14.909766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:14.909795] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:14.913204] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: DOWN (p=23.33%)
[2026-02-13T20:34:14.913485] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2026-02-13T20:34:14.913634] [INFO ] [sig       ] VYMI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:15.063356] [INFO ] [LOCAL     ] Saved forecast: VYMI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VYMI.txt
[2026-02-13T20:34:15.063502] [INFO ] [sig       ] [3268/3406] Completed VYMI in 0.3s | 2.84 sym/s | Total: 19.2m | ETA: 48.6s
[2026-02-13T20:34:15.063543] [INFO ] [sig       ] [3269/3406] Forecasting VYX...
[2026-02-13T20:34:15.063608] [INFO ] [sig       ] Generating forecast for: VYX
[2026-02-13T20:34:15.063643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2026-02-13T20:34:15.075358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2026-02-13T20:34:15.075714] [INFO ] [FORECASTER] Starting predict_future for VYX
[2026-02-13T20:34:15.076483] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2026-02-13T20:34:15.076535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:15.076566] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:15.076615] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:15.076671] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:15.132938] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:15.133567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:15.133663] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:15.133711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:15.255267] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:15.255413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:15.255495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:15.255526] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:15.259058] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: DOWN (p=21.09%)
[2026-02-13T20:34:15.259337] [INFO ] [FORECASTER] Completed predict_future for VYX
[2026-02-13T20:34:15.259463] [INFO ] [sig       ] VYX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:15.399866] [INFO ] [LOCAL     ] Saved forecast: VYX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/VYX.txt
[2026-02-13T20:34:15.399995] [INFO ] [sig       ] [3269/3406] Completed VYX in 0.3s | 2.84 sym/s | Total: 19.2m | ETA: 48.2s
[2026-02-13T20:34:15.400033] [INFO ] [sig       ] [3270/3406] Forecasting VZ...
[2026-02-13T20:34:15.400064] [INFO ] [sig       ] Generating forecast for: VZ
[2026-02-13T20:34:15.400093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2026-02-13T20:34:15.410142] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2026-02-13T20:34:15.410500] [INFO ] [FORECASTER] Starting predict_future for VZ
[2026-02-13T20:34:15.411318] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2026-02-13T20:34:15.411371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:15.411402] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:15.411429] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:15.411487] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:15.468552] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:15.469294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:15.469373] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:15.469406] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:15.590363] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:15.590497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:15.590535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:15.590563] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:15.593887] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=66.90%)
[2026-02-13T20:34:15.594160] [INFO ] [FORECASTER] Completed predict_future for VZ
[2026-02-13T20:34:15.594285] [INFO ] [sig       ] VZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:15.735769] [INFO ] [LOCAL     ] Saved forecast: VZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/VZ.txt
[2026-02-13T20:34:15.735903] [INFO ] [sig       ] [3270/3406] Completed VZ in 0.3s | 2.84 sym/s | Total: 19.2m | ETA: 47.9s
[2026-02-13T20:34:15.735941] [INFO ] [sig       ] [3271/3406] Forecasting WAB...
[2026-02-13T20:34:15.735969] [INFO ] [sig       ] Generating forecast for: WAB
[2026-02-13T20:34:15.735999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2026-02-13T20:34:15.746359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2026-02-13T20:34:15.746693] [INFO ] [FORECASTER] Starting predict_future for WAB
[2026-02-13T20:34:15.747486] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2026-02-13T20:34:15.747536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:15.747601] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:15.747649] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:15.747708] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:15.803659] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:15.804310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:15.804391] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:15.804422] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:15.925942] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:15.926080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:15.926118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:15.926146] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:15.929599] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: UP (p=76.87%)
[2026-02-13T20:34:15.929917] [INFO ] [FORECASTER] Completed predict_future for WAB
[2026-02-13T20:34:15.930046] [INFO ] [sig       ] WAB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:16.069362] [INFO ] [LOCAL     ] Saved forecast: WAB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WAB.txt
[2026-02-13T20:34:16.069504] [INFO ] [sig       ] [3271/3406] Completed WAB in 0.3s | 2.84 sym/s | Total: 19.2m | ETA: 47.5s
[2026-02-13T20:34:16.069543] [INFO ] [sig       ] [3272/3406] Forecasting WABC...
[2026-02-13T20:34:16.069595] [INFO ] [sig       ] Generating forecast for: WABC
[2026-02-13T20:34:16.069629] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2026-02-13T20:34:16.079391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2026-02-13T20:34:16.079722] [INFO ] [FORECASTER] Starting predict_future for WABC
[2026-02-13T20:34:16.080481] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2026-02-13T20:34:16.080532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:16.080564] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:16.080610] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:16.080667] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:16.137464] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:16.138122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:16.138199] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:16.138231] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:16.263360] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:16.263528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:16.263593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:16.263627] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:16.267329] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: UP (p=55.13%)
[2026-02-13T20:34:16.267666] [INFO ] [FORECASTER] Completed predict_future for WABC
[2026-02-13T20:34:16.267802] [INFO ] [sig       ] WABC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:16.411021] [INFO ] [LOCAL     ] Saved forecast: WABC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WABC.txt
[2026-02-13T20:34:16.411176] [INFO ] [sig       ] [3272/3406] Completed WABC in 0.3s | 2.84 sym/s | Total: 19.2m | ETA: 47.2s
[2026-02-13T20:34:16.411215] [INFO ] [sig       ] [3273/3406] Forecasting WAFD...
[2026-02-13T20:34:16.411245] [INFO ] [sig       ] Generating forecast for: WAFD
[2026-02-13T20:34:16.411326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2026-02-13T20:34:16.422193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2026-02-13T20:34:16.422565] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2026-02-13T20:34:16.423417] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2026-02-13T20:34:16.423470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:16.423501] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:16.423527] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:16.423606] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:16.480150] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:16.481061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:16.481147] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:16.481180] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:16.597536] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:16.597720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:16.597761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:16.597789] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:16.601277] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2026-02-13T20:34:16.601556] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2026-02-13T20:34:16.601703] [INFO ] [sig       ] WAFD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:16.746454] [INFO ] [LOCAL     ] Saved forecast: WAFD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WAFD.txt
[2026-02-13T20:34:16.746637] [INFO ] [sig       ] [3273/3406] Completed WAFD in 0.3s | 2.84 sym/s | Total: 19.2m | ETA: 46.8s
[2026-02-13T20:34:16.746682] [INFO ] [sig       ] [3274/3406] Forecasting WAFDP...
[2026-02-13T20:34:16.746714] [INFO ] [sig       ] Generating forecast for: WAFDP
[2026-02-13T20:34:16.746745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2026-02-13T20:34:16.757418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2026-02-13T20:34:16.757834] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2026-02-13T20:34:16.758710] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2026-02-13T20:34:16.758777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:16.758819] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:16.758860] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:16.758943] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:16.829132] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:16.830109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:16.830203] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:16.830255] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:16.942874] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:16.943041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:16.943083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:16.943115] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:16.946610] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: UP (p=65.14%)
[2026-02-13T20:34:16.946914] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2026-02-13T20:34:16.947049] [INFO ] [sig       ] WAFDP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:17.148243] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WAFDP.txt
[2026-02-13T20:34:17.148398] [INFO ] [sig       ] [3274/3406] Completed WAFDP in 0.4s | 2.84 sym/s | Total: 19.2m | ETA: 46.5s
[2026-02-13T20:34:17.148438] [INFO ] [sig       ] [3275/3406] Forecasting WAL...
[2026-02-13T20:34:17.148468] [INFO ] [sig       ] Generating forecast for: WAL
[2026-02-13T20:34:17.148523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2026-02-13T20:34:17.159339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2026-02-13T20:34:17.159761] [INFO ] [FORECASTER] Starting predict_future for WAL
[2026-02-13T20:34:17.160594] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2026-02-13T20:34:17.160649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:17.160688] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:17.160721] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:17.160789] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:17.217631] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:17.218543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:17.218651] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:17.218686] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:17.342489] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:17.342667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:17.342716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:17.342751] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:17.346232] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: DOWN (p=18.99%)
[2026-02-13T20:34:17.346509] [INFO ] [FORECASTER] Completed predict_future for WAL
[2026-02-13T20:34:17.346659] [INFO ] [sig       ] WAL: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:17.490216] [INFO ] [LOCAL     ] Saved forecast: WAL	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WAL.txt
[2026-02-13T20:34:17.490378] [INFO ] [sig       ] [3275/3406] Completed WAL in 0.3s | 2.84 sym/s | Total: 19.2m | ETA: 46.1s
[2026-02-13T20:34:17.490418] [INFO ] [sig       ] [3276/3406] Forecasting WALD...
[2026-02-13T20:34:17.490448] [INFO ] [sig       ] Generating forecast for: WALD
[2026-02-13T20:34:17.490478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2026-02-13T20:34:17.500978] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2026-02-13T20:34:17.501339] [INFO ] [FORECASTER] Starting predict_future for WALD
[2026-02-13T20:34:17.502214] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2026-02-13T20:34:17.502267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:17.502299] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:17.502324] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:17.502380] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:17.558464] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:17.559178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:17.559260] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:17.559292] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:17.674422] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:17.674602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:17.674643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:17.674671] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:17.678183] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2026-02-13T20:34:17.678466] [INFO ] [FORECASTER] Completed predict_future for WALD
[2026-02-13T20:34:17.678615] [INFO ] [sig       ] WALD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:17.821815] [INFO ] [LOCAL     ] Saved forecast: WALD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WALD.txt
[2026-02-13T20:34:17.821974] [INFO ] [sig       ] [3276/3406] Completed WALD in 0.3s | 2.84 sym/s | Total: 19.2m | ETA: 45.8s
[2026-02-13T20:34:17.822014] [INFO ] [sig       ] [3277/3406] Forecasting WASH...
[2026-02-13T20:34:17.822045] [INFO ] [sig       ] Generating forecast for: WASH
[2026-02-13T20:34:17.822075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2026-02-13T20:34:17.832298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2026-02-13T20:34:17.832683] [INFO ] [FORECASTER] Starting predict_future for WASH
[2026-02-13T20:34:17.833486] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2026-02-13T20:34:17.833538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:17.833569] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:17.833621] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:17.833683] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:17.889609] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:17.890300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:17.890381] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:17.890415] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:18.013930] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:18.014091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:18.014131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:18.014159] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:18.017619] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=8.44%)
[2026-02-13T20:34:18.017901] [INFO ] [FORECASTER] Completed predict_future for WASH
[2026-02-13T20:34:18.018029] [INFO ] [sig       ] WASH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:18.156098] [INFO ] [LOCAL     ] Saved forecast: WASH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WASH.txt
[2026-02-13T20:34:18.156228] [INFO ] [sig       ] [3277/3406] Completed WASH in 0.3s | 2.84 sym/s | Total: 19.2m | ETA: 45.4s
[2026-02-13T20:34:18.156267] [INFO ] [sig       ] [3278/3406] Forecasting WAVE...
[2026-02-13T20:34:18.156296] [INFO ] [sig       ] Generating forecast for: WAVE
[2026-02-13T20:34:18.156325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2026-02-13T20:34:18.166376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2026-02-13T20:34:18.166743] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2026-02-13T20:34:18.167536] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2026-02-13T20:34:18.167634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:18.167668] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:18.167699] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:18.167769] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:18.224114] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:18.224801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:18.224883] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:18.224915] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:18.341042] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:18.341209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:18.341250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:18.341280] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:18.345170] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: DOWN (p=0.63%)
[2026-02-13T20:34:18.345518] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2026-02-13T20:34:18.345689] [INFO ] [sig       ] WAVE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:18.494142] [INFO ] [LOCAL     ] Saved forecast: WAVE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WAVE.txt
[2026-02-13T20:34:18.494301] [INFO ] [sig       ] [3278/3406] Completed WAVE in 0.3s | 2.84 sym/s | Total: 19.2m | ETA: 45.1s
[2026-02-13T20:34:18.494345] [INFO ] [sig       ] [3279/3406] Forecasting WAY...
[2026-02-13T20:34:18.494379] [INFO ] [sig       ] Generating forecast for: WAY
[2026-02-13T20:34:18.494412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2026-02-13T20:34:18.505345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2026-02-13T20:34:18.505758] [INFO ] [FORECASTER] Starting predict_future for WAY
[2026-02-13T20:34:18.506704] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2026-02-13T20:34:18.506759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:18.506793] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:18.506826] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:18.506891] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:18.572086] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:18.572914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:18.573007] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:18.573044] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:18.703825] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:18.704010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:18.704062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:18.704094] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:18.707720] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: UP (p=61.58%)
[2026-02-13T20:34:18.708037] [INFO ] [FORECASTER] Completed predict_future for WAY
[2026-02-13T20:34:18.708234] [INFO ] [sig       ] WAY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:18.856331] [INFO ] [LOCAL     ] Saved forecast: WAY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WAY.txt
[2026-02-13T20:34:18.856505] [INFO ] [sig       ] [3279/3406] Completed WAY in 0.4s | 2.84 sym/s | Total: 19.2m | ETA: 44.7s
[2026-02-13T20:34:18.856548] [INFO ] [sig       ] [3280/3406] Forecasting WB...
[2026-02-13T20:34:18.856597] [INFO ] [sig       ] Generating forecast for: WB
[2026-02-13T20:34:18.856631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2026-02-13T20:34:18.867654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2026-02-13T20:34:18.868024] [INFO ] [FORECASTER] Starting predict_future for WB
[2026-02-13T20:34:18.868944] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2026-02-13T20:34:18.868999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:18.869032] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:18.869060] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:18.869120] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:18.930238] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:18.931207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:18.931309] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:18.931348] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:19.059791] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:19.059950] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:19.059990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:19.060024] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:19.063691] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: UP (p=57.47%)
[2026-02-13T20:34:19.063983] [INFO ] [FORECASTER] Completed predict_future for WB
[2026-02-13T20:34:19.064123] [INFO ] [sig       ] WB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:19.211015] [INFO ] [LOCAL     ] Saved forecast: WB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WB.txt
[2026-02-13T20:34:19.211162] [INFO ] [sig       ] [3280/3406] Completed WB in 0.4s | 2.84 sym/s | Total: 19.2m | ETA: 44.3s
[2026-02-13T20:34:19.211204] [INFO ] [sig       ] [3281/3406] Forecasting WBD...
[2026-02-13T20:34:19.211233] [INFO ] [sig       ] Generating forecast for: WBD
[2026-02-13T20:34:19.211264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2026-02-13T20:34:19.221610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2026-02-13T20:34:19.222002] [INFO ] [FORECASTER] Starting predict_future for WBD
[2026-02-13T20:34:19.222875] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2026-02-13T20:34:19.222929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:19.222962] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:19.222988] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:19.223045] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:19.288494] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:19.289318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:19.289403] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:19.289439] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:19.422597] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:19.422763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:19.422805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:19.422836] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:19.426455] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2026-02-13T20:34:19.426796] [INFO ] [FORECASTER] Completed predict_future for WBD
[2026-02-13T20:34:19.426940] [INFO ] [sig       ] WBD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:19.573261] [INFO ] [LOCAL     ] Saved forecast: WBD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WBD.txt
[2026-02-13T20:34:19.573404] [INFO ] [sig       ] [3281/3406] Completed WBD in 0.4s | 2.84 sym/s | Total: 19.2m | ETA: 44.0s
[2026-02-13T20:34:19.573445] [INFO ] [sig       ] [3282/3406] Forecasting WBIY...
[2026-02-13T20:34:19.573474] [INFO ] [sig       ] Generating forecast for: WBIY
[2026-02-13T20:34:19.573504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBIY' from 'https://tdm.silogroup.org/data/derivative_storage/WBIY.csv'.
[2026-02-13T20:34:19.582842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBIY'.
[2026-02-13T20:34:19.583172] [INFO ] [FORECASTER] Starting predict_future for WBIY
[2026-02-13T20:34:19.583977] [DEBUG] [LOCAL     ] No optimal features file found for WBIY: ./output/feature-sets/WBIY.txt
[2026-02-13T20:34:19.584029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:19.584061] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:19.584087] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:19.584143] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:19.642862] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:19.643814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:19.643919] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:19.643972] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:19.749244] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:19.749431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:19.749482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:19.749517] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:19.753349] [DEBUG] [FORECASTER] WBIY: Forecast T+1@11:T+2@11: UP (p=86.12%)
[2026-02-13T20:34:19.753723] [INFO ] [FORECASTER] Completed predict_future for WBIY
[2026-02-13T20:34:19.753875] [INFO ] [sig       ] WBIY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:19.900969] [INFO ] [LOCAL     ] Saved forecast: WBIY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WBIY.txt
[2026-02-13T20:34:19.901124] [INFO ] [sig       ] [3282/3406] Completed WBIY in 0.3s | 2.84 sym/s | Total: 19.3m | ETA: 43.6s
[2026-02-13T20:34:19.901163] [INFO ] [sig       ] [3283/3406] Forecasting WBS...
[2026-02-13T20:34:19.901192] [INFO ] [sig       ] Generating forecast for: WBS
[2026-02-13T20:34:19.901223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2026-02-13T20:34:19.911927] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2026-02-13T20:34:19.912319] [INFO ] [FORECASTER] Starting predict_future for WBS
[2026-02-13T20:34:19.913175] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2026-02-13T20:34:19.913228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:19.913261] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:19.913289] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:19.913347] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:19.975211] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:19.976302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:19.976391] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:19.976426] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:20.108236] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:20.108462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:20.108517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:20.108558] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:20.112230] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: UP (p=67.47%)
[2026-02-13T20:34:20.112542] [INFO ] [FORECASTER] Completed predict_future for WBS
[2026-02-13T20:34:20.112703] [INFO ] [sig       ] WBS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:20.268612] [INFO ] [LOCAL     ] Saved forecast: WBS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WBS.txt
[2026-02-13T20:34:20.268749] [INFO ] [sig       ] [3283/3406] Completed WBS in 0.4s | 2.84 sym/s | Total: 19.3m | ETA: 43.3s
[2026-02-13T20:34:20.268790] [INFO ] [sig       ] [3284/3406] Forecasting WBTN...
[2026-02-13T20:34:20.268818] [INFO ] [sig       ] Generating forecast for: WBTN
[2026-02-13T20:34:20.268848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2026-02-13T20:34:20.279138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2026-02-13T20:34:20.279499] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2026-02-13T20:34:20.280346] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2026-02-13T20:34:20.280420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:20.280457] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:20.280486] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:20.280544] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:20.341219] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:20.341966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:20.342049] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:20.342083] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:20.468661] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:20.468829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:20.468870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:20.468899] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:20.472525] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: DOWN (p=29.04%)
[2026-02-13T20:34:20.472860] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2026-02-13T20:34:20.473000] [INFO ] [sig       ] WBTN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:20.629404] [INFO ] [LOCAL     ] Saved forecast: WBTN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WBTN.txt
[2026-02-13T20:34:20.629541] [INFO ] [sig       ] [3284/3406] Completed WBTN in 0.4s | 2.84 sym/s | Total: 19.3m | ETA: 42.9s
[2026-02-13T20:34:20.629599] [INFO ] [sig       ] [3285/3406] Forecasting WBX...
[2026-02-13T20:34:20.629632] [INFO ] [sig       ] Generating forecast for: WBX
[2026-02-13T20:34:20.629662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2026-02-13T20:34:20.639778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2026-02-13T20:34:20.640129] [INFO ] [FORECASTER] Starting predict_future for WBX
[2026-02-13T20:34:20.640945] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2026-02-13T20:34:20.641000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:20.641032] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:20.641058] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:20.641114] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:20.699407] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:20.700312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:20.700397] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:20.700432] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:20.833687] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:20.834071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:20.834113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:20.834142] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:20.837703] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=27.86%)
[2026-02-13T20:34:20.838004] [INFO ] [FORECASTER] Completed predict_future for WBX
[2026-02-13T20:34:20.838136] [INFO ] [sig       ] WBX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:20.988415] [INFO ] [LOCAL     ] Saved forecast: WBX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WBX.txt
[2026-02-13T20:34:20.988601] [INFO ] [sig       ] [3285/3406] Completed WBX in 0.4s | 2.84 sym/s | Total: 19.3m | ETA: 42.6s
[2026-02-13T20:34:20.988646] [INFO ] [sig       ] [3286/3406] Forecasting WCC...
[2026-02-13T20:34:20.988679] [INFO ] [sig       ] Generating forecast for: WCC
[2026-02-13T20:34:20.988710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2026-02-13T20:34:21.000313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2026-02-13T20:34:21.000710] [INFO ] [FORECASTER] Starting predict_future for WCC
[2026-02-13T20:34:21.001519] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2026-02-13T20:34:21.001600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:21.001638] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:21.001665] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:21.001730] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:21.058890] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:21.059561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:21.059659] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:21.059692] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:21.183939] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:21.184124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:21.184164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:21.184192] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:21.187628] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: DOWN (p=24.72%)
[2026-02-13T20:34:21.187923] [INFO ] [FORECASTER] Completed predict_future for WCC
[2026-02-13T20:34:21.188055] [INFO ] [sig       ] WCC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:21.330074] [INFO ] [LOCAL     ] Saved forecast: WCC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WCC.txt
[2026-02-13T20:34:21.330211] [INFO ] [sig       ] [3286/3406] Completed WCC in 0.3s | 2.84 sym/s | Total: 19.3m | ETA: 42.2s
[2026-02-13T20:34:21.330250] [INFO ] [sig       ] [3287/3406] Forecasting WCLD...
[2026-02-13T20:34:21.330279] [INFO ] [sig       ] Generating forecast for: WCLD
[2026-02-13T20:34:21.330308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2026-02-13T20:34:21.340416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2026-02-13T20:34:21.340756] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2026-02-13T20:34:21.341521] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2026-02-13T20:34:21.341591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:21.341626] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:21.341652] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:21.341708] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:21.398997] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:21.399904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:21.399993] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:21.400025] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:21.526727] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:21.526894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:21.526935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:21.526964] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:21.530599] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: DOWN (p=7.27%)
[2026-02-13T20:34:21.530914] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2026-02-13T20:34:21.531053] [INFO ] [sig       ] WCLD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:21.675346] [INFO ] [LOCAL     ] Saved forecast: WCLD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WCLD.txt
[2026-02-13T20:34:21.675508] [INFO ] [sig       ] [3287/3406] Completed WCLD in 0.3s | 2.84 sym/s | Total: 19.3m | ETA: 41.9s
[2026-02-13T20:34:21.675560] [INFO ] [sig       ] [3288/3406] Forecasting WD...
[2026-02-13T20:34:21.675613] [INFO ] [sig       ] Generating forecast for: WD
[2026-02-13T20:34:21.675646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2026-02-13T20:34:21.686009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2026-02-13T20:34:21.686395] [INFO ] [FORECASTER] Starting predict_future for WD
[2026-02-13T20:34:21.687199] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2026-02-13T20:34:21.687251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:21.687283] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:21.687308] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:21.687363] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:21.745601] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:21.746480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:21.746565] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:21.746619] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:21.866713] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:21.866885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:21.866931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:21.866965] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:21.870434] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=18.58%)
[2026-02-13T20:34:21.870745] [INFO ] [FORECASTER] Completed predict_future for WD
[2026-02-13T20:34:21.870875] [INFO ] [sig       ] WD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:22.010038] [INFO ] [LOCAL     ] Saved forecast: WD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WD.txt
[2026-02-13T20:34:22.010373] [INFO ] [sig       ] [3288/3406] Completed WD in 0.3s | 2.84 sym/s | Total: 19.3m | ETA: 41.5s
[2026-02-13T20:34:22.010413] [INFO ] [sig       ] [3289/3406] Forecasting WDAY...
[2026-02-13T20:34:22.010441] [INFO ] [sig       ] Generating forecast for: WDAY
[2026-02-13T20:34:22.010468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2026-02-13T20:34:22.021838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2026-02-13T20:34:22.022200] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2026-02-13T20:34:22.022977] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2026-02-13T20:34:22.023029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:22.023060] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:22.023274] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:22.023330] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:22.081193] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:22.081853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:22.081933] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:22.081965] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:22.205031] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:22.205182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:22.205226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:22.205256] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:22.208875] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: DOWN (p=13.38%)
[2026-02-13T20:34:22.209168] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2026-02-13T20:34:22.209332] [INFO ] [sig       ] WDAY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:22.348275] [INFO ] [LOCAL     ] Saved forecast: WDAY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WDAY.txt
[2026-02-13T20:34:22.348438] [INFO ] [sig       ] [3289/3406] Completed WDAY in 0.3s | 2.84 sym/s | Total: 19.3m | ETA: 41.2s
[2026-02-13T20:34:22.348515] [INFO ] [sig       ] [3290/3406] Forecasting WDC...
[2026-02-13T20:34:22.348546] [INFO ] [sig       ] Generating forecast for: WDC
[2026-02-13T20:34:22.348594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2026-02-13T20:34:22.359901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2026-02-13T20:34:22.360313] [INFO ] [FORECASTER] Starting predict_future for WDC
[2026-02-13T20:34:22.361194] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2026-02-13T20:34:22.361247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:22.361279] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:22.361305] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:22.361361] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:22.419468] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:22.420412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:22.420496] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:22.420529] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:22.544918] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:22.545086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:22.545127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:22.545156] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:22.548848] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: UP (p=88.54%)
[2026-02-13T20:34:22.549224] [INFO ] [FORECASTER] Completed predict_future for WDC
[2026-02-13T20:34:22.549370] [INFO ] [sig       ] WDC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:22.689678] [INFO ] [LOCAL     ] Saved forecast: WDC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WDC.txt
[2026-02-13T20:34:22.689849] [INFO ] [sig       ] [3290/3406] Completed WDC in 0.3s | 2.84 sym/s | Total: 19.3m | ETA: 40.8s
[2026-02-13T20:34:22.689890] [INFO ] [sig       ] [3291/3406] Forecasting WDFC...
[2026-02-13T20:34:22.689919] [INFO ] [sig       ] Generating forecast for: WDFC
[2026-02-13T20:34:22.689949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2026-02-13T20:34:22.700226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2026-02-13T20:34:22.700633] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2026-02-13T20:34:22.701440] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2026-02-13T20:34:22.701492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:22.701523] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:22.701549] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:22.701625] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:22.758346] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:22.759319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:22.759402] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:22.759435] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:22.878907] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:22.879064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:22.879138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:22.879169] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:22.882611] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: DOWN (p=31.20%)
[2026-02-13T20:34:22.882888] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2026-02-13T20:34:22.883013] [INFO ] [sig       ] WDFC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:23.027879] [INFO ] [LOCAL     ] Saved forecast: WDFC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WDFC.txt
[2026-02-13T20:34:23.028041] [INFO ] [sig       ] [3291/3406] Completed WDFC in 0.3s | 2.84 sym/s | Total: 19.3m | ETA: 40.5s
[2026-02-13T20:34:23.028084] [INFO ] [sig       ] [3292/3406] Forecasting WDH...
[2026-02-13T20:34:23.028114] [INFO ] [sig       ] Generating forecast for: WDH
[2026-02-13T20:34:23.028145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2026-02-13T20:34:23.038450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2026-02-13T20:34:23.038788] [INFO ] [FORECASTER] Starting predict_future for WDH
[2026-02-13T20:34:23.039561] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2026-02-13T20:34:23.039640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:23.039672] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:23.039699] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:23.039756] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:23.097355] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:23.098062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:23.098145] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:23.098178] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:23.216806] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:23.216963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:23.217003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:23.217030] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:23.220527] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: DOWN (p=33.67%)
[2026-02-13T20:34:23.220824] [INFO ] [FORECASTER] Completed predict_future for WDH
[2026-02-13T20:34:23.220951] [INFO ] [sig       ] WDH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:23.366501] [INFO ] [LOCAL     ] Saved forecast: WDH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WDH.txt
[2026-02-13T20:34:23.366650] [INFO ] [sig       ] [3292/3406] Completed WDH in 0.3s | 2.84 sym/s | Total: 19.3m | ETA: 40.1s
[2026-02-13T20:34:23.366691] [INFO ] [sig       ] [3293/3406] Forecasting WDI...
[2026-02-13T20:34:23.366720] [INFO ] [sig       ] Generating forecast for: WDI
[2026-02-13T20:34:23.366750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2026-02-13T20:34:23.377437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2026-02-13T20:34:23.377832] [INFO ] [FORECASTER] Starting predict_future for WDI
[2026-02-13T20:34:23.378619] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2026-02-13T20:34:23.378671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:23.378702] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:23.378758] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:23.378825] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:23.437922] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:23.438822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:23.438952] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:23.438995] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:23.563166] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:23.563325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:23.563367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:23.563398] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:23.566874] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: UP (p=78.16%)
[2026-02-13T20:34:23.567162] [INFO ] [FORECASTER] Completed predict_future for WDI
[2026-02-13T20:34:23.567295] [INFO ] [sig       ] WDI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:23.709179] [INFO ] [LOCAL     ] Saved forecast: WDI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WDI.txt
[2026-02-13T20:34:23.709311] [INFO ] [sig       ] [3293/3406] Completed WDI in 0.3s | 2.84 sym/s | Total: 19.3m | ETA: 39.8s
[2026-02-13T20:34:23.709356] [INFO ] [sig       ] [3294/3406] Forecasting WDS...
[2026-02-13T20:34:23.709392] [INFO ] [sig       ] Generating forecast for: WDS
[2026-02-13T20:34:23.709429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2026-02-13T20:34:23.720029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2026-02-13T20:34:23.720362] [INFO ] [FORECASTER] Starting predict_future for WDS
[2026-02-13T20:34:23.721224] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2026-02-13T20:34:23.721277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:23.721310] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:23.721338] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:23.721395] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:23.778050] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:23.778760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:23.778849] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:23.778890] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:23.900262] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:23.900427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:23.900467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:23.900496] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:23.904077] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=95.93%)
[2026-02-13T20:34:23.904419] [INFO ] [FORECASTER] Completed predict_future for WDS
[2026-02-13T20:34:23.904558] [INFO ] [sig       ] WDS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:24.052273] [INFO ] [LOCAL     ] Saved forecast: WDS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WDS.txt
[2026-02-13T20:34:24.052431] [INFO ] [sig       ] [3294/3406] Completed WDS in 0.3s | 2.84 sym/s | Total: 19.3m | ETA: 39.4s
[2026-02-13T20:34:24.052473] [INFO ] [sig       ] [3295/3406] Forecasting WEA...
[2026-02-13T20:34:24.052503] [INFO ] [sig       ] Generating forecast for: WEA
[2026-02-13T20:34:24.052534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2026-02-13T20:34:24.062754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2026-02-13T20:34:24.063148] [INFO ] [FORECASTER] Starting predict_future for WEA
[2026-02-13T20:34:24.063946] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2026-02-13T20:34:24.063998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:24.064072] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:24.064103] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:24.064159] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:24.122609] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:24.123479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:24.123567] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:24.123620] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:24.237690] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:24.237849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:24.237889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:24.237917] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:24.241524] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: DOWN (p=8.84%)
[2026-02-13T20:34:24.241851] [INFO ] [FORECASTER] Completed predict_future for WEA
[2026-02-13T20:34:24.241986] [INFO ] [sig       ] WEA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:24.392047] [INFO ] [LOCAL     ] Saved forecast: WEA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WEA.txt
[2026-02-13T20:34:24.392228] [INFO ] [sig       ] [3295/3406] Completed WEA in 0.3s | 2.84 sym/s | Total: 19.3m | ETA: 39.1s
[2026-02-13T20:34:24.392282] [INFO ] [sig       ] [3296/3406] Forecasting WEC...
[2026-02-13T20:34:24.392328] [INFO ] [sig       ] Generating forecast for: WEC
[2026-02-13T20:34:24.392369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2026-02-13T20:34:24.408322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2026-02-13T20:34:24.408757] [INFO ] [FORECASTER] Starting predict_future for WEC
[2026-02-13T20:34:24.409651] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2026-02-13T20:34:24.409705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:24.409737] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:24.409764] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:24.409825] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:24.470433] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:24.471480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:24.471568] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:24.471623] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:24.602250] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:24.602410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:24.602452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:24.602482] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:24.606196] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: DOWN (p=21.72%)
[2026-02-13T20:34:24.606526] [INFO ] [FORECASTER] Completed predict_future for WEC
[2026-02-13T20:34:24.606682] [INFO ] [sig       ] WEC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:24.762263] [INFO ] [LOCAL     ] Saved forecast: WEC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WEC.txt
[2026-02-13T20:34:24.762416] [INFO ] [sig       ] [3296/3406] Completed WEC in 0.4s | 2.84 sym/s | Total: 19.3m | ETA: 38.7s
[2026-02-13T20:34:24.762457] [INFO ] [sig       ] [3297/3406] Forecasting WEN...
[2026-02-13T20:34:24.762486] [INFO ] [sig       ] Generating forecast for: WEN
[2026-02-13T20:34:24.762516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2026-02-13T20:34:24.773703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2026-02-13T20:34:24.774108] [INFO ] [FORECASTER] Starting predict_future for WEN
[2026-02-13T20:34:24.775016] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2026-02-13T20:34:24.775071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:24.775104] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:24.775131] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:24.775190] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:24.836543] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:24.837441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:24.837529] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:24.837563] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:24.966112] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:24.966269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:24.966311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:24.966341] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:24.969946] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: DOWN (p=24.94%)
[2026-02-13T20:34:24.970246] [INFO ] [FORECASTER] Completed predict_future for WEN
[2026-02-13T20:34:24.970377] [INFO ] [sig       ] WEN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:25.109013] [INFO ] [LOCAL     ] Saved forecast: WEN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WEN.txt
[2026-02-13T20:34:25.109173] [INFO ] [sig       ] [3297/3406] Completed WEN in 0.3s | 2.84 sym/s | Total: 19.3m | ETA: 38.4s
[2026-02-13T20:34:25.109214] [INFO ] [sig       ] [3298/3406] Forecasting WERN...
[2026-02-13T20:34:25.109244] [INFO ] [sig       ] Generating forecast for: WERN
[2026-02-13T20:34:25.109274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2026-02-13T20:34:25.119560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2026-02-13T20:34:25.119978] [INFO ] [FORECASTER] Starting predict_future for WERN
[2026-02-13T20:34:25.120782] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2026-02-13T20:34:25.120835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:25.120867] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:25.120894] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:25.120950] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:25.181763] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:25.182758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:25.182859] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:25.182893] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:25.301700] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:25.301851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:25.301892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:25.301923] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:25.305540] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: DOWN (p=30.59%)
[2026-02-13T20:34:25.305856] [INFO ] [FORECASTER] Completed predict_future for WERN
[2026-02-13T20:34:25.306016] [INFO ] [sig       ] WERN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:25.450840] [INFO ] [LOCAL     ] Saved forecast: WERN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WERN.txt
[2026-02-13T20:34:25.450977] [INFO ] [sig       ] [3298/3406] Completed WERN in 0.3s | 2.84 sym/s | Total: 19.3m | ETA: 38.0s
[2026-02-13T20:34:25.451017] [INFO ] [sig       ] [3299/3406] Forecasting WES...
[2026-02-13T20:34:25.451052] [INFO ] [sig       ] Generating forecast for: WES
[2026-02-13T20:34:25.451083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2026-02-13T20:34:25.462526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2026-02-13T20:34:25.462903] [INFO ] [FORECASTER] Starting predict_future for WES
[2026-02-13T20:34:25.463792] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2026-02-13T20:34:25.463847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:25.463878] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:25.463903] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:25.463959] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:25.522531] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:25.523295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:25.523378] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:25.523412] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:25.645440] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:25.645615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:25.645656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:25.645684] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:25.649398] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: DOWN (p=25.15%)
[2026-02-13T20:34:25.649748] [INFO ] [FORECASTER] Completed predict_future for WES
[2026-02-13T20:34:25.649886] [INFO ] [sig       ] WES: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:25.790667] [INFO ] [LOCAL     ] Saved forecast: WES	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WES.txt
[2026-02-13T20:34:25.790825] [INFO ] [sig       ] [3299/3406] Completed WES in 0.3s | 2.84 sym/s | Total: 19.4m | ETA: 37.7s
[2026-02-13T20:34:25.790868] [INFO ] [sig       ] [3300/3406] Forecasting WEX...
[2026-02-13T20:34:25.790905] [INFO ] [sig       ] Generating forecast for: WEX
[2026-02-13T20:34:25.790943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2026-02-13T20:34:25.801839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2026-02-13T20:34:25.802226] [INFO ] [FORECASTER] Starting predict_future for WEX
[2026-02-13T20:34:25.803043] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2026-02-13T20:34:25.803098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:25.803131] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:25.803159] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:25.803218] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:25.861155] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:25.861882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:25.861964] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:25.861999] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:25.986126] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:25.986291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:25.986335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:25.986364] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:25.989995] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=82.75%)
[2026-02-13T20:34:25.990292] [INFO ] [FORECASTER] Completed predict_future for WEX
[2026-02-13T20:34:25.990419] [INFO ] [sig       ] WEX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:26.132689] [INFO ] [LOCAL     ] Saved forecast: WEX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WEX.txt
[2026-02-13T20:34:26.132855] [INFO ] [sig       ] [3300/3406] Completed WEX in 0.3s | 2.84 sym/s | Total: 19.4m | ETA: 37.3s
[2026-02-13T20:34:26.132895] [INFO ] [sig       ] [3301/3406] Forecasting WEYS...
[2026-02-13T20:34:26.132927] [INFO ] [sig       ] Generating forecast for: WEYS
[2026-02-13T20:34:26.132957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2026-02-13T20:34:26.143364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2026-02-13T20:34:26.143800] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2026-02-13T20:34:26.144650] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2026-02-13T20:34:26.144704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:26.144735] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:26.144761] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:26.144817] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:26.204092] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:26.205037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:26.205138] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:26.205174] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:26.320301] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:26.320482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:26.320534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:26.320565] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:26.324340] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=37.51%)
[2026-02-13T20:34:26.324725] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2026-02-13T20:34:26.324887] [INFO ] [sig       ] WEYS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:26.471354] [INFO ] [LOCAL     ] Saved forecast: WEYS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WEYS.txt
[2026-02-13T20:34:26.471499] [INFO ] [sig       ] [3301/3406] Completed WEYS in 0.3s | 2.84 sym/s | Total: 19.4m | ETA: 37.0s
[2026-02-13T20:34:26.471539] [INFO ] [sig       ] [3302/3406] Forecasting WF...
[2026-02-13T20:34:26.471585] [INFO ] [sig       ] Generating forecast for: WF
[2026-02-13T20:34:26.471620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2026-02-13T20:34:26.482019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2026-02-13T20:34:26.482362] [INFO ] [FORECASTER] Starting predict_future for WF
[2026-02-13T20:34:26.483144] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2026-02-13T20:34:26.483197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:26.483228] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:26.483255] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:26.483310] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:26.542448] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:26.543315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:26.543403] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:26.543436] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:26.671421] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:26.671656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:26.671707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:26.671738] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:26.675540] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=64.03%)
[2026-02-13T20:34:26.675892] [INFO ] [FORECASTER] Completed predict_future for WF
[2026-02-13T20:34:26.676033] [INFO ] [sig       ] WF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:26.823706] [INFO ] [LOCAL     ] Saved forecast: WF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WF.txt
[2026-02-13T20:34:26.823855] [INFO ] [sig       ] [3302/3406] Completed WF in 0.4s | 2.84 sym/s | Total: 19.4m | ETA: 36.6s
[2026-02-13T20:34:26.823899] [INFO ] [sig       ] [3303/3406] Forecasting WFG...
[2026-02-13T20:34:26.823934] [INFO ] [sig       ] Generating forecast for: WFG
[2026-02-13T20:34:26.823970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2026-02-13T20:34:26.834695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2026-02-13T20:34:26.835066] [INFO ] [FORECASTER] Starting predict_future for WFG
[2026-02-13T20:34:26.835911] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2026-02-13T20:34:26.835964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:26.835997] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:26.836023] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:26.836083] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:26.893835] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:26.894551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:26.894650] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:26.894684] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:27.019192] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:27.019349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:27.019390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:27.019420] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:27.022923] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=64.15%)
[2026-02-13T20:34:27.023208] [INFO ] [FORECASTER] Completed predict_future for WFG
[2026-02-13T20:34:27.023337] [INFO ] [sig       ] WFG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:27.162935] [INFO ] [LOCAL     ] Saved forecast: WFG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WFG.txt
[2026-02-13T20:34:27.163071] [INFO ] [sig       ] [3303/3406] Completed WFG in 0.3s | 2.84 sym/s | Total: 19.4m | ETA: 36.2s
[2026-02-13T20:34:27.163112] [INFO ] [sig       ] [3304/3406] Forecasting WFRD...
[2026-02-13T20:34:27.163141] [INFO ] [sig       ] Generating forecast for: WFRD
[2026-02-13T20:34:27.163171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2026-02-13T20:34:27.173466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2026-02-13T20:34:27.173821] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2026-02-13T20:34:27.174610] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2026-02-13T20:34:27.174661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:27.174693] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:27.174720] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:27.174777] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:27.232305] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:27.233126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:27.233211] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:27.233245] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:27.359033] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:27.359222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:27.359275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:27.359306] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:27.363149] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=78.10%)
[2026-02-13T20:34:27.363474] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2026-02-13T20:34:27.363637] [INFO ] [sig       ] WFRD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:27.504839] [INFO ] [LOCAL     ] Saved forecast: WFRD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WFRD.txt
[2026-02-13T20:34:27.504990] [INFO ] [sig       ] [3304/3406] Completed WFRD in 0.3s | 2.84 sym/s | Total: 19.4m | ETA: 35.9s
[2026-02-13T20:34:27.505039] [INFO ] [sig       ] [3305/3406] Forecasting WGMI...
[2026-02-13T20:34:27.505071] [INFO ] [sig       ] Generating forecast for: WGMI
[2026-02-13T20:34:27.505101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2026-02-13T20:34:27.515773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2026-02-13T20:34:27.516174] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2026-02-13T20:34:27.516998] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2026-02-13T20:34:27.517052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:27.517084] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:27.517110] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:27.517166] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:27.576107] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:27.577036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:27.577122] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:27.577156] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:27.701817] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:27.701980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:27.702020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:27.702049] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:27.705649] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: UP (p=86.07%)
[2026-02-13T20:34:27.705962] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2026-02-13T20:34:27.706117] [INFO ] [sig       ] WGMI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:27.847062] [INFO ] [LOCAL     ] Saved forecast: WGMI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WGMI.txt
[2026-02-13T20:34:27.847201] [INFO ] [sig       ] [3305/3406] Completed WGMI in 0.3s | 2.84 sym/s | Total: 19.4m | ETA: 35.5s
[2026-02-13T20:34:27.847240] [INFO ] [sig       ] [3306/3406] Forecasting WGO...
[2026-02-13T20:34:27.847269] [INFO ] [sig       ] Generating forecast for: WGO
[2026-02-13T20:34:27.847298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2026-02-13T20:34:27.857518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2026-02-13T20:34:27.857927] [INFO ] [FORECASTER] Starting predict_future for WGO
[2026-02-13T20:34:27.858724] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2026-02-13T20:34:27.858775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:27.858806] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:27.858832] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:27.858904] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:27.917342] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:27.918121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:27.918202] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:27.918237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:28.040053] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:28.040211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:28.040251] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:28.040280] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:28.044190] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=1.26%)
[2026-02-13T20:34:28.044488] [INFO ] [FORECASTER] Completed predict_future for WGO
[2026-02-13T20:34:28.044643] [INFO ] [sig       ] WGO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:28.191189] [INFO ] [LOCAL     ] Saved forecast: WGO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WGO.txt
[2026-02-13T20:34:28.191351] [INFO ] [sig       ] [3306/3406] Completed WGO in 0.3s | 2.84 sym/s | Total: 19.4m | ETA: 35.2s
[2026-02-13T20:34:28.191427] [INFO ] [sig       ] [3307/3406] Forecasting WGS...
[2026-02-13T20:34:28.191462] [INFO ] [sig       ] Generating forecast for: WGS
[2026-02-13T20:34:28.191494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2026-02-13T20:34:28.202606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2026-02-13T20:34:28.202967] [INFO ] [FORECASTER] Starting predict_future for WGS
[2026-02-13T20:34:28.203817] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2026-02-13T20:34:28.203870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:28.203904] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:28.203931] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:28.203990] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:28.265624] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:28.266432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:28.266538] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:28.266594] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:28.394445] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:28.394645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:28.394709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:28.394749] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:28.398763] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: UP (p=51.22%)
[2026-02-13T20:34:28.399083] [INFO ] [FORECASTER] Completed predict_future for WGS
[2026-02-13T20:34:28.399229] [INFO ] [sig       ] WGS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:28.540502] [INFO ] [LOCAL     ] Saved forecast: WGS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WGS.txt
[2026-02-13T20:34:28.540668] [INFO ] [sig       ] [3307/3406] Completed WGS in 0.3s | 2.84 sym/s | Total: 19.4m | ETA: 34.8s
[2026-02-13T20:34:28.540713] [INFO ] [sig       ] [3308/3406] Forecasting WH...
[2026-02-13T20:34:28.540743] [INFO ] [sig       ] Generating forecast for: WH
[2026-02-13T20:34:28.540775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2026-02-13T20:34:28.551412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2026-02-13T20:34:28.551834] [INFO ] [FORECASTER] Starting predict_future for WH
[2026-02-13T20:34:28.552735] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2026-02-13T20:34:28.552805] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:28.552839] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:28.552865] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:28.552922] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:28.611279] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:28.612113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:28.612198] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:28.612232] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:28.736410] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:28.736562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:28.736620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:28.736649] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:28.740098] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: DOWN (p=39.11%)
[2026-02-13T20:34:28.740383] [INFO ] [FORECASTER] Completed predict_future for WH
[2026-02-13T20:34:28.740513] [INFO ] [sig       ] WH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:28.881320] [INFO ] [LOCAL     ] Saved forecast: WH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WH.txt
[2026-02-13T20:34:28.881469] [INFO ] [sig       ] [3308/3406] Completed WH in 0.3s | 2.84 sym/s | Total: 19.4m | ETA: 34.5s
[2026-02-13T20:34:28.881512] [INFO ] [sig       ] [3309/3406] Forecasting WHD...
[2026-02-13T20:34:28.881542] [INFO ] [sig       ] Generating forecast for: WHD
[2026-02-13T20:34:28.881590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2026-02-13T20:34:28.891753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2026-02-13T20:34:28.892111] [INFO ] [FORECASTER] Starting predict_future for WHD
[2026-02-13T20:34:28.892960] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2026-02-13T20:34:28.893012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:28.893044] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:28.893071] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:28.893127] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:28.950232] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:28.951233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:28.951318] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:28.951350] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:29.071236] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:29.071399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:29.071439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:29.071467] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:29.074929] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=69.00%)
[2026-02-13T20:34:29.075215] [INFO ] [FORECASTER] Completed predict_future for WHD
[2026-02-13T20:34:29.075347] [INFO ] [sig       ] WHD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:29.214159] [INFO ] [LOCAL     ] Saved forecast: WHD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WHD.txt
[2026-02-13T20:34:29.214293] [INFO ] [sig       ] [3309/3406] Completed WHD in 0.3s | 2.84 sym/s | Total: 19.4m | ETA: 34.1s
[2026-02-13T20:34:29.214332] [INFO ] [sig       ] [3310/3406] Forecasting WHF...
[2026-02-13T20:34:29.214361] [INFO ] [sig       ] Generating forecast for: WHF
[2026-02-13T20:34:29.214392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2026-02-13T20:34:29.224634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2026-02-13T20:34:29.224970] [INFO ] [FORECASTER] Starting predict_future for WHF
[2026-02-13T20:34:29.225755] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2026-02-13T20:34:29.225807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:29.225838] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:29.225863] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:29.225947] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:29.282437] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:29.283086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:29.283164] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:29.283196] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:29.404774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:29.404928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:29.404966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:29.404995] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:29.408449] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=78.78%)
[2026-02-13T20:34:29.408754] [INFO ] [FORECASTER] Completed predict_future for WHF
[2026-02-13T20:34:29.408881] [INFO ] [sig       ] WHF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:29.554166] [INFO ] [LOCAL     ] Saved forecast: WHF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WHF.txt
[2026-02-13T20:34:29.554338] [INFO ] [sig       ] [3310/3406] Completed WHF in 0.3s | 2.84 sym/s | Total: 19.4m | ETA: 33.8s
[2026-02-13T20:34:29.554385] [INFO ] [sig       ] [3311/3406] Forecasting WHG...
[2026-02-13T20:34:29.554415] [INFO ] [sig       ] Generating forecast for: WHG
[2026-02-13T20:34:29.554446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2026-02-13T20:34:29.564821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2026-02-13T20:34:29.565177] [INFO ] [FORECASTER] Starting predict_future for WHG
[2026-02-13T20:34:29.566000] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2026-02-13T20:34:29.566052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:29.566084] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:29.566110] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:29.566167] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:29.622240] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:29.622934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:29.623027] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:29.623067] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:29.724584] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:29.724741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:29.724780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:29.724809] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:29.728376] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=2.21%)
[2026-02-13T20:34:29.728674] [INFO ] [FORECASTER] Completed predict_future for WHG
[2026-02-13T20:34:29.728799] [INFO ] [sig       ] WHG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:29.867274] [INFO ] [LOCAL     ] Saved forecast: WHG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WHG.txt
[2026-02-13T20:34:29.867450] [INFO ] [sig       ] [3311/3406] Completed WHG in 0.3s | 2.84 sym/s | Total: 19.4m | ETA: 33.4s
[2026-02-13T20:34:29.867496] [INFO ] [sig       ] [3312/3406] Forecasting WIA...
[2026-02-13T20:34:29.867531] [INFO ] [sig       ] Generating forecast for: WIA
[2026-02-13T20:34:29.867561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2026-02-13T20:34:29.877792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2026-02-13T20:34:29.878172] [INFO ] [FORECASTER] Starting predict_future for WIA
[2026-02-13T20:34:29.878988] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2026-02-13T20:34:29.879045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:29.879076] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:29.879103] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:29.879159] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:29.936560] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:29.937352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:29.937437] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:29.937468] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:30.051281] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:30.051460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:30.051517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:30.051552] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:30.055272] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=89.97%)
[2026-02-13T20:34:30.055649] [INFO ] [FORECASTER] Completed predict_future for WIA
[2026-02-13T20:34:30.055799] [INFO ] [sig       ] WIA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:30.219701] [INFO ] [LOCAL     ] Saved forecast: WIA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WIA.txt
[2026-02-13T20:34:30.219847] [INFO ] [sig       ] [3312/3406] Completed WIA in 0.4s | 2.84 sym/s | Total: 19.4m | ETA: 33.1s
[2026-02-13T20:34:30.219890] [INFO ] [sig       ] [3313/3406] Forecasting WIMI...
[2026-02-13T20:34:30.219919] [INFO ] [sig       ] Generating forecast for: WIMI
[2026-02-13T20:34:30.219949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2026-02-13T20:34:30.230146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2026-02-13T20:34:30.230503] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2026-02-13T20:34:30.231364] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2026-02-13T20:34:30.231418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:30.231451] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:30.231479] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:30.231536] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:30.293620] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:30.294733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:30.294847] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:30.294884] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:30.413197] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:30.413354] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:30.413392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:30.413420] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:30.416954] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=82.24%)
[2026-02-13T20:34:30.417278] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2026-02-13T20:34:30.417433] [INFO ] [sig       ] WIMI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:30.555379] [INFO ] [LOCAL     ] Saved forecast: WIMI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WIMI.txt
[2026-02-13T20:34:30.555514] [INFO ] [sig       ] [3313/3406] Completed WIMI in 0.3s | 2.84 sym/s | Total: 19.4m | ETA: 32.7s
[2026-02-13T20:34:30.555554] [INFO ] [sig       ] [3314/3406] Forecasting WINA...
[2026-02-13T20:34:30.555600] [INFO ] [sig       ] Generating forecast for: WINA
[2026-02-13T20:34:30.555644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2026-02-13T20:34:30.566692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2026-02-13T20:34:30.567061] [INFO ] [FORECASTER] Starting predict_future for WINA
[2026-02-13T20:34:30.567914] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2026-02-13T20:34:30.567966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:30.567997] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:30.568022] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:30.568086] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:30.625757] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:30.626517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:30.626623] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:30.626660] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:30.746929] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:30.747089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:30.747131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:30.747160] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:30.750734] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2026-02-13T20:34:30.751024] [INFO ] [FORECASTER] Completed predict_future for WINA
[2026-02-13T20:34:30.751156] [INFO ] [sig       ] WINA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:30.899854] [INFO ] [LOCAL     ] Saved forecast: WINA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WINA.txt
[2026-02-13T20:34:30.900049] [INFO ] [sig       ] [3314/3406] Completed WINA in 0.3s | 2.84 sym/s | Total: 19.4m | ETA: 32.4s
[2026-02-13T20:34:30.900093] [INFO ] [sig       ] [3315/3406] Forecasting WING...
[2026-02-13T20:34:30.900123] [INFO ] [sig       ] Generating forecast for: WING
[2026-02-13T20:34:30.900155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2026-02-13T20:34:30.911218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2026-02-13T20:34:30.911684] [INFO ] [FORECASTER] Starting predict_future for WING
[2026-02-13T20:34:30.912535] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2026-02-13T20:34:30.912607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:30.912642] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:30.912669] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:30.912727] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:30.974875] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:30.975853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:30.975969] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:30.976011] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:31.104557] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:31.104890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:31.104989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:31.105024] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:31.108832] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2026-02-13T20:34:31.109138] [INFO ] [FORECASTER] Completed predict_future for WING
[2026-02-13T20:34:31.109287] [INFO ] [sig       ] WING: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:31.253482] [INFO ] [LOCAL     ] Saved forecast: WING	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WING.txt
[2026-02-13T20:34:31.253646] [INFO ] [sig       ] [3315/3406] Completed WING in 0.4s | 2.84 sym/s | Total: 19.4m | ETA: 32.0s
[2026-02-13T20:34:31.253690] [INFO ] [sig       ] [3316/3406] Forecasting WINN...
[2026-02-13T20:34:31.253719] [INFO ] [sig       ] Generating forecast for: WINN
[2026-02-13T20:34:31.253748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2026-02-13T20:34:31.265139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2026-02-13T20:34:31.265496] [INFO ] [FORECASTER] Starting predict_future for WINN
[2026-02-13T20:34:31.266340] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2026-02-13T20:34:31.266393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:31.266425] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:31.266451] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:31.266507] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:31.326849] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:31.327718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:31.327813] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:31.327850] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:31.458194] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:31.458350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:31.458389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:31.458418] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:31.462170] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2026-02-13T20:34:31.462667] [INFO ] [FORECASTER] Completed predict_future for WINN
[2026-02-13T20:34:31.462797] [INFO ] [sig       ] WINN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:31.603332] [INFO ] [LOCAL     ] Saved forecast: WINN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WINN.txt
[2026-02-13T20:34:31.603469] [INFO ] [sig       ] [3316/3406] Completed WINN in 0.3s | 2.84 sym/s | Total: 19.4m | ETA: 31.7s
[2026-02-13T20:34:31.603509] [INFO ] [sig       ] [3317/3406] Forecasting WIX...
[2026-02-13T20:34:31.603539] [INFO ] [sig       ] Generating forecast for: WIX
[2026-02-13T20:34:31.603585] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2026-02-13T20:34:31.614466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2026-02-13T20:34:31.614856] [INFO ] [FORECASTER] Starting predict_future for WIX
[2026-02-13T20:34:31.615668] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2026-02-13T20:34:31.615720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:31.615752] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:31.615780] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:31.615836] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:31.677286] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:31.678157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:31.678261] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:31.678296] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:31.806648] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:31.806839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:31.806885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:31.806920] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:31.811237] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2026-02-13T20:34:31.811735] [INFO ] [FORECASTER] Completed predict_future for WIX
[2026-02-13T20:34:31.811872] [INFO ] [sig       ] WIX: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:31.953169] [INFO ] [LOCAL     ] Saved forecast: WIX	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WIX.txt
[2026-02-13T20:34:31.953329] [INFO ] [sig       ] [3317/3406] Completed WIX in 0.3s | 2.84 sym/s | Total: 19.5m | ETA: 31.3s
[2026-02-13T20:34:31.953372] [INFO ] [sig       ] [3318/3406] Forecasting WK...
[2026-02-13T20:34:31.953409] [INFO ] [sig       ] Generating forecast for: WK
[2026-02-13T20:34:31.953453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2026-02-13T20:34:31.964197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2026-02-13T20:34:31.964609] [INFO ] [FORECASTER] Starting predict_future for WK
[2026-02-13T20:34:31.965433] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2026-02-13T20:34:31.965485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:31.965518] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:31.965545] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:31.965626] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:32.023950] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:32.024818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:32.024905] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:32.024940] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:32.146429] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:32.146610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:32.146650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:32.146679] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:32.150246] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: DOWN (p=11.34%)
[2026-02-13T20:34:32.150540] [INFO ] [FORECASTER] Completed predict_future for WK
[2026-02-13T20:34:32.150696] [INFO ] [sig       ] WK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:32.291839] [INFO ] [LOCAL     ] Saved forecast: WK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WK.txt
[2026-02-13T20:34:32.291992] [INFO ] [sig       ] [3318/3406] Completed WK in 0.3s | 2.84 sym/s | Total: 19.5m | ETA: 31.0s
[2026-02-13T20:34:32.292047] [INFO ] [sig       ] [3319/3406] Forecasting WKC...
[2026-02-13T20:34:32.292088] [INFO ] [sig       ] Generating forecast for: WKC
[2026-02-13T20:34:32.292132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2026-02-13T20:34:32.302379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2026-02-13T20:34:32.302761] [INFO ] [FORECASTER] Starting predict_future for WKC
[2026-02-13T20:34:32.303558] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2026-02-13T20:34:32.303640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:32.303687] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:32.303715] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:32.303771] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:32.365502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:32.366497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:32.366599] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:32.366637] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:32.495687] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:32.495867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:32.495917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:32.495947] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:32.499797] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: UP (p=92.52%)
[2026-02-13T20:34:32.500094] [INFO ] [FORECASTER] Completed predict_future for WKC
[2026-02-13T20:34:32.500225] [INFO ] [sig       ] WKC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:32.639957] [INFO ] [LOCAL     ] Saved forecast: WKC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WKC.txt
[2026-02-13T20:34:32.640093] [INFO ] [sig       ] [3319/3406] Completed WKC in 0.3s | 2.84 sym/s | Total: 19.5m | ETA: 30.6s
[2026-02-13T20:34:32.640133] [INFO ] [sig       ] [3320/3406] Forecasting WKEY...
[2026-02-13T20:34:32.640161] [INFO ] [sig       ] Generating forecast for: WKEY
[2026-02-13T20:34:32.640189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2026-02-13T20:34:32.651094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2026-02-13T20:34:32.651501] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2026-02-13T20:34:32.652355] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2026-02-13T20:34:32.652412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:32.652450] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:32.652479] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:32.652537] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:32.712167] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:32.713093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:32.713201] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:32.713237] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:32.839793] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:32.839962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:32.840004] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:32.840035] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:32.843686] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: UP (p=72.23%)
[2026-02-13T20:34:32.844024] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2026-02-13T20:34:32.844192] [INFO ] [sig       ] WKEY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:32.989473] [INFO ] [LOCAL     ] Saved forecast: WKEY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WKEY.txt
[2026-02-13T20:34:32.989682] [INFO ] [sig       ] [3320/3406] Completed WKEY in 0.3s | 2.84 sym/s | Total: 19.5m | ETA: 30.3s
[2026-02-13T20:34:32.989751] [INFO ] [sig       ] [3321/3406] Forecasting WKSP...
[2026-02-13T20:34:32.989798] [INFO ] [sig       ] Generating forecast for: WKSP
[2026-02-13T20:34:32.989831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2026-02-13T20:34:33.000542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2026-02-13T20:34:33.000935] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2026-02-13T20:34:33.001781] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2026-02-13T20:34:33.001834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:33.001868] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:33.001896] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:33.001953] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:33.061502] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:33.062426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:33.062526] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:33.062566] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:33.207643] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:33.207838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:33.207887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:33.207920] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:33.211661] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=75.14%)
[2026-02-13T20:34:33.211973] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2026-02-13T20:34:33.212105] [INFO ] [sig       ] WKSP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:33.359425] [INFO ] [LOCAL     ] Saved forecast: WKSP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WKSP.txt
[2026-02-13T20:34:33.359585] [INFO ] [sig       ] [3321/3406] Completed WKSP in 0.4s | 2.84 sym/s | Total: 19.5m | ETA: 29.9s
[2026-02-13T20:34:33.359628] [INFO ] [sig       ] [3322/3406] Forecasting WLDN...
[2026-02-13T20:34:33.359659] [INFO ] [sig       ] Generating forecast for: WLDN
[2026-02-13T20:34:33.359688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2026-02-13T20:34:33.370193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2026-02-13T20:34:33.370560] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2026-02-13T20:34:33.371385] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2026-02-13T20:34:33.371437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:33.371469] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:33.371497] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:33.371554] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:33.429898] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:33.430852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:33.430946] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:33.430980] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:33.553653] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:33.553840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:33.553897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:33.553931] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:33.557763] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=8.87%)
[2026-02-13T20:34:33.558082] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2026-02-13T20:34:33.558224] [INFO ] [sig       ] WLDN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:33.707345] [INFO ] [LOCAL     ] Saved forecast: WLDN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WLDN.txt
[2026-02-13T20:34:33.707511] [INFO ] [sig       ] [3322/3406] Completed WLDN in 0.3s | 2.84 sym/s | Total: 19.5m | ETA: 29.6s
[2026-02-13T20:34:33.707554] [INFO ] [sig       ] [3323/3406] Forecasting WLFC...
[2026-02-13T20:34:33.707656] [INFO ] [sig       ] Generating forecast for: WLFC
[2026-02-13T20:34:33.707706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2026-02-13T20:34:33.718686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2026-02-13T20:34:33.719103] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2026-02-13T20:34:33.719980] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2026-02-13T20:34:33.720050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:33.720084] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:33.720111] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:33.720173] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:33.780959] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:33.781865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:33.781953] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:33.781988] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:33.908052] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:33.908217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:33.908270] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:33.908302] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:33.912273] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: DOWN (p=33.73%)
[2026-02-13T20:34:33.912554] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2026-02-13T20:34:33.912704] [INFO ] [sig       ] WLFC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:34.061090] [INFO ] [LOCAL     ] Saved forecast: WLFC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WLFC.txt
[2026-02-13T20:34:34.061243] [INFO ] [sig       ] [3323/3406] Completed WLFC in 0.4s | 2.84 sym/s | Total: 19.5m | ETA: 29.2s
[2026-02-13T20:34:34.061310] [INFO ] [sig       ] [3324/3406] Forecasting WLK...
[2026-02-13T20:34:34.061342] [INFO ] [sig       ] Generating forecast for: WLK
[2026-02-13T20:34:34.061371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2026-02-13T20:34:34.071981] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2026-02-13T20:34:34.072310] [INFO ] [FORECASTER] Starting predict_future for WLK
[2026-02-13T20:34:34.073143] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2026-02-13T20:34:34.073197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:34.073230] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:34.073257] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:34.073448] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:34.133258] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:34.134014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:34.134097] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:34.134131] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:34.261479] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:34.261653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:34.261695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:34.261724] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:34.265428] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: DOWN (p=17.28%)
[2026-02-13T20:34:34.265750] [INFO ] [FORECASTER] Completed predict_future for WLK
[2026-02-13T20:34:34.265880] [INFO ] [sig       ] WLK: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:34.414183] [INFO ] [LOCAL     ] Saved forecast: WLK	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WLK.txt
[2026-02-13T20:34:34.414506] [INFO ] [sig       ] [3324/3406] Completed WLK in 0.4s | 2.84 sym/s | Total: 19.5m | ETA: 28.9s
[2026-02-13T20:34:34.414545] [INFO ] [sig       ] [3325/3406] Forecasting WLKP...
[2026-02-13T20:34:34.414592] [INFO ] [sig       ] Generating forecast for: WLKP
[2026-02-13T20:34:34.414625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2026-02-13T20:34:34.425524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2026-02-13T20:34:34.425856] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2026-02-13T20:34:34.426700] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2026-02-13T20:34:34.426752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:34.426786] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:34.426813] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:34.426871] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:34.485625] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:34.486350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:34.486433] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:34.486467] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:34.606081] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:34.606252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:34.606291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:34.606319] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:34.609871] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=56.92%)
[2026-02-13T20:34:34.610155] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2026-02-13T20:34:34.610282] [INFO ] [sig       ] WLKP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:34.753944] [INFO ] [LOCAL     ] Saved forecast: WLKP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WLKP.txt
[2026-02-13T20:34:34.754116] [INFO ] [sig       ] [3325/3406] Completed WLKP in 0.3s | 2.84 sym/s | Total: 19.5m | ETA: 28.5s
[2026-02-13T20:34:34.754158] [INFO ] [sig       ] [3326/3406] Forecasting WMG...
[2026-02-13T20:34:34.754189] [INFO ] [sig       ] Generating forecast for: WMG
[2026-02-13T20:34:34.754218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2026-02-13T20:34:34.765386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2026-02-13T20:34:34.765848] [INFO ] [FORECASTER] Starting predict_future for WMG
[2026-02-13T20:34:34.766692] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2026-02-13T20:34:34.766747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:34.766780] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:34.766809] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:34.766866] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:34.831084] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:34.832310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:34.832416] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:34.832449] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:34.981800] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:34.981986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:34.982040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:34.982126] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:34.987099] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=90.68%)
[2026-02-13T20:34:34.987720] [INFO ] [FORECASTER] Completed predict_future for WMG
[2026-02-13T20:34:34.987970] [INFO ] [sig       ] WMG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:35.182869] [INFO ] [LOCAL     ] Saved forecast: WMG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WMG.txt
[2026-02-13T20:34:35.183060] [INFO ] [sig       ] [3326/3406] Completed WMG in 0.4s | 2.84 sym/s | Total: 19.5m | ETA: 28.2s
[2026-02-13T20:34:35.183105] [INFO ] [sig       ] [3327/3406] Forecasting WMK...
[2026-02-13T20:34:35.183140] [INFO ] [sig       ] Generating forecast for: WMK
[2026-02-13T20:34:35.183171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2026-02-13T20:34:35.198314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2026-02-13T20:34:35.198792] [INFO ] [FORECASTER] Starting predict_future for WMK
[2026-02-13T20:34:35.199922] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2026-02-13T20:34:35.199986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:35.200028] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:35.200882] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:35.201048] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:35.288267] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:35.289284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:35.289376] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:35.289410] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:35.459993] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:35.460192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:35.460249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:35.460286] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:35.464926] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=99.39%)
[2026-02-13T20:34:35.465406] [INFO ] [FORECASTER] Completed predict_future for WMK
[2026-02-13T20:34:35.465624] [INFO ] [sig       ] WMK: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:35.668385] [INFO ] [LOCAL     ] Saved forecast: WMK	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WMK.txt
[2026-02-13T20:34:35.668656] [INFO ] [sig       ] [3327/3406] Completed WMK in 0.5s | 2.84 sym/s | Total: 19.5m | ETA: 27.8s
[2026-02-13T20:34:35.668710] [INFO ] [sig       ] [3328/3406] Forecasting WMS...
[2026-02-13T20:34:35.668742] [INFO ] [sig       ] Generating forecast for: WMS
[2026-02-13T20:34:35.668771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2026-02-13T20:34:35.681899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2026-02-13T20:34:35.682362] [INFO ] [FORECASTER] Starting predict_future for WMS
[2026-02-13T20:34:35.683756] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2026-02-13T20:34:35.683845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:35.683888] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:35.683916] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:35.683974] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:35.760746] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:35.761871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:35.761980] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:35.762016] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:35.928178] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:35.928349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:35.928392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:35.928422] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:35.932206] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: DOWN (p=15.56%)
[2026-02-13T20:34:35.932598] [INFO ] [FORECASTER] Completed predict_future for WMS
[2026-02-13T20:34:35.932754] [INFO ] [sig       ] WMS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:36.080637] [INFO ] [LOCAL     ] Saved forecast: WMS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WMS.txt
[2026-02-13T20:34:36.080819] [INFO ] [sig       ] [3328/3406] Completed WMS in 0.4s | 2.84 sym/s | Total: 19.5m | ETA: 27.5s
[2026-02-13T20:34:36.080864] [INFO ] [sig       ] [3329/3406] Forecasting WNC...
[2026-02-13T20:34:36.080894] [INFO ] [sig       ] Generating forecast for: WNC
[2026-02-13T20:34:36.080923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2026-02-13T20:34:36.092795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2026-02-13T20:34:36.093249] [INFO ] [FORECASTER] Starting predict_future for WNC
[2026-02-13T20:34:36.094119] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2026-02-13T20:34:36.094173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:36.094206] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:36.094233] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:36.094290] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:36.156604] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:36.157520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:36.157662] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:36.157701] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:36.287285] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:36.287444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:36.287486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:36.287516] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:36.291223] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=75.34%)
[2026-02-13T20:34:36.291549] [INFO ] [FORECASTER] Completed predict_future for WNC
[2026-02-13T20:34:36.291711] [INFO ] [sig       ] WNC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:36.435117] [INFO ] [LOCAL     ] Saved forecast: WNC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WNC.txt
[2026-02-13T20:34:36.435282] [INFO ] [sig       ] [3329/3406] Completed WNC in 0.4s | 2.84 sym/s | Total: 19.5m | ETA: 27.1s
[2026-02-13T20:34:36.435324] [INFO ] [sig       ] [3330/3406] Forecasting WNEB...
[2026-02-13T20:34:36.435353] [INFO ] [sig       ] Generating forecast for: WNEB
[2026-02-13T20:34:36.435383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2026-02-13T20:34:36.447022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2026-02-13T20:34:36.447697] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2026-02-13T20:34:36.448812] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2026-02-13T20:34:36.448866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:36.448898] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:36.448925] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:36.449016] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:36.509489] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:36.510851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:36.510936] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:36.510969] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:36.640061] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:36.640182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:36.640219] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:36.640247] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:36.643655] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=87.61%)
[2026-02-13T20:34:36.643929] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2026-02-13T20:34:36.644056] [INFO ] [sig       ] WNEB: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:36.783257] [INFO ] [LOCAL     ] Saved forecast: WNEB	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WNEB.txt
[2026-02-13T20:34:36.783378] [INFO ] [sig       ] [3330/3406] Completed WNEB in 0.3s | 2.84 sym/s | Total: 19.5m | ETA: 26.7s
[2026-02-13T20:34:36.783418] [INFO ] [sig       ] [3331/3406] Forecasting WOOD...
[2026-02-13T20:34:36.783449] [INFO ] [sig       ] Generating forecast for: WOOD
[2026-02-13T20:34:36.783479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2026-02-13T20:34:36.793740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2026-02-13T20:34:36.794075] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2026-02-13T20:34:36.794903] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2026-02-13T20:34:36.794958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:36.794991] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:36.795019] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:36.795076] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:36.854431] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:36.855265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:36.855351] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:36.855595] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:36.964513] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:36.964692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:36.964734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:36.964768] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:36.968426] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: DOWN (p=25.20%)
[2026-02-13T20:34:36.968735] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2026-02-13T20:34:36.968867] [INFO ] [sig       ] WOOD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:37.109007] [INFO ] [LOCAL     ] Saved forecast: WOOD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WOOD.txt
[2026-02-13T20:34:37.109165] [INFO ] [sig       ] [3331/3406] Completed WOOD in 0.3s | 2.84 sym/s | Total: 19.5m | ETA: 26.4s
[2026-02-13T20:34:37.109204] [INFO ] [sig       ] [3332/3406] Forecasting WOOF...
[2026-02-13T20:34:37.109233] [INFO ] [sig       ] Generating forecast for: WOOF
[2026-02-13T20:34:37.109264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2026-02-13T20:34:37.119504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2026-02-13T20:34:37.119918] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2026-02-13T20:34:37.120767] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2026-02-13T20:34:37.120858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:37.120893] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:37.120919] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:37.120976] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:37.179344] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:37.180207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:37.180290] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:37.180323] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:37.302186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:37.302346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:37.302385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:37.302414] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:37.306123] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: DOWN (p=24.21%)
[2026-02-13T20:34:37.306429] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2026-02-13T20:34:37.306568] [INFO ] [sig       ] WOOF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:37.448812] [INFO ] [LOCAL     ] Saved forecast: WOOF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WOOF.txt
[2026-02-13T20:34:37.448970] [INFO ] [sig       ] [3332/3406] Completed WOOF in 0.3s | 2.84 sym/s | Total: 19.5m | ETA: 26.0s
[2026-02-13T20:34:37.449010] [INFO ] [sig       ] [3333/3406] Forecasting WPC...
[2026-02-13T20:34:37.449042] [INFO ] [sig       ] Generating forecast for: WPC
[2026-02-13T20:34:37.449073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2026-02-13T20:34:37.460121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2026-02-13T20:34:37.460511] [INFO ] [FORECASTER] Starting predict_future for WPC
[2026-02-13T20:34:37.461463] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2026-02-13T20:34:37.461517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:37.461548] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:37.461594] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:37.461655] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:37.522235] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:37.523072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:37.523159] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:37.523202] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:37.652986] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:37.653145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:37.653184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:37.653215] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:37.656851] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: UP (p=97.30%)
[2026-02-13T20:34:37.657145] [INFO ] [FORECASTER] Completed predict_future for WPC
[2026-02-13T20:34:37.657279] [INFO ] [sig       ] WPC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:37.799568] [INFO ] [LOCAL     ] Saved forecast: WPC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WPC.txt
[2026-02-13T20:34:37.799722] [INFO ] [sig       ] [3333/3406] Completed WPC in 0.4s | 2.84 sym/s | Total: 19.6m | ETA: 25.7s
[2026-02-13T20:34:37.799762] [INFO ] [sig       ] [3334/3406] Forecasting WPP...
[2026-02-13T20:34:37.799791] [INFO ] [sig       ] Generating forecast for: WPP
[2026-02-13T20:34:37.799820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2026-02-13T20:34:37.809768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2026-02-13T20:34:37.810079] [INFO ] [FORECASTER] Starting predict_future for WPP
[2026-02-13T20:34:37.810899] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2026-02-13T20:34:37.810953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:37.810984] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:37.811011] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:37.811068] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:37.867635] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:37.868254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:37.868331] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:37.868363] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:37.987221] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:37.987353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:37.987391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:37.987419] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:37.990829] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: DOWN (p=44.01%)
[2026-02-13T20:34:37.991102] [INFO ] [FORECASTER] Completed predict_future for WPP
[2026-02-13T20:34:37.991241] [INFO ] [sig       ] WPP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:38.131748] [INFO ] [LOCAL     ] Saved forecast: WPP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WPP.txt
[2026-02-13T20:34:38.131858] [INFO ] [sig       ] [3334/3406] Completed WPP in 0.3s | 2.84 sym/s | Total: 19.6m | ETA: 25.3s
[2026-02-13T20:34:38.131896] [INFO ] [sig       ] [3335/3406] Forecasting WRAP...
[2026-02-13T20:34:38.131924] [INFO ] [sig       ] Generating forecast for: WRAP
[2026-02-13T20:34:38.131952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2026-02-13T20:34:38.142651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2026-02-13T20:34:38.142959] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2026-02-13T20:34:38.143760] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2026-02-13T20:34:38.143811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:38.143843] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:38.143869] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:38.143925] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:38.200773] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:38.201421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:38.201499] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:38.201531] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:38.315308] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:38.315448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:38.315485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:38.315514] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:38.318890] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: UP (p=55.53%)
[2026-02-13T20:34:38.319163] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2026-02-13T20:34:38.319291] [INFO ] [sig       ] WRAP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:38.458991] [INFO ] [LOCAL     ] Saved forecast: WRAP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WRAP.txt
[2026-02-13T20:34:38.459106] [INFO ] [sig       ] [3335/3406] Completed WRAP in 0.3s | 2.84 sym/s | Total: 19.6m | ETA: 25.0s
[2026-02-13T20:34:38.459143] [INFO ] [sig       ] [3336/3406] Forecasting WRB...
[2026-02-13T20:34:38.459172] [INFO ] [sig       ] Generating forecast for: WRB
[2026-02-13T20:34:38.459201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2026-02-13T20:34:38.469052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2026-02-13T20:34:38.469356] [INFO ] [FORECASTER] Starting predict_future for WRB
[2026-02-13T20:34:38.470146] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2026-02-13T20:34:38.470199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:38.470230] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:38.470256] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:38.470312] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:38.527006] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:38.527631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:38.527714] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:38.527745] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:38.643870] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:38.643997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:38.644034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:38.644062] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:38.647393] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=43.85%)
[2026-02-13T20:34:38.647705] [INFO ] [FORECASTER] Completed predict_future for WRB
[2026-02-13T20:34:38.647833] [INFO ] [sig       ] WRB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:38.785790] [INFO ] [LOCAL     ] Saved forecast: WRB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WRB.txt
[2026-02-13T20:34:38.785895] [INFO ] [sig       ] [3336/3406] Completed WRB in 0.3s | 2.84 sym/s | Total: 19.6m | ETA: 24.6s
[2026-02-13T20:34:38.785934] [INFO ] [sig       ] [3337/3406] Forecasting WRBY...
[2026-02-13T20:34:38.785963] [INFO ] [sig       ] Generating forecast for: WRBY
[2026-02-13T20:34:38.785992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2026-02-13T20:34:38.795932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2026-02-13T20:34:38.796232] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2026-02-13T20:34:38.797016] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2026-02-13T20:34:38.797068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:38.797098] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:38.797125] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:38.797182] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:38.854263] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:38.854871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:38.854975] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:38.855009] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:38.971390] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:38.971488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:38.971523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:38.971551] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:38.974722] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: UP (p=95.02%)
[2026-02-13T20:34:38.975008] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2026-02-13T20:34:38.975130] [INFO ] [sig       ] WRBY: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:39.114823] [INFO ] [LOCAL     ] Saved forecast: WRBY	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WRBY.txt
[2026-02-13T20:34:39.114931] [INFO ] [sig       ] [3337/3406] Completed WRBY in 0.3s | 2.84 sym/s | Total: 19.6m | ETA: 24.3s
[2026-02-13T20:34:39.114969] [INFO ] [sig       ] [3338/3406] Forecasting WRLD...
[2026-02-13T20:34:39.114999] [INFO ] [sig       ] Generating forecast for: WRLD
[2026-02-13T20:34:39.115028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2026-02-13T20:34:39.124904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2026-02-13T20:34:39.125231] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2026-02-13T20:34:39.126024] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2026-02-13T20:34:39.126075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:39.126107] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:39.126134] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:39.126189] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:39.183260] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:39.183870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:39.183946] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:39.183979] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:39.302888] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:39.303015] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:39.303052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:39.303079] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:39.306432] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: UP (p=83.10%)
[2026-02-13T20:34:39.306723] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2026-02-13T20:34:39.306849] [INFO ] [sig       ] WRLD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:39.446351] [INFO ] [LOCAL     ] Saved forecast: WRLD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WRLD.txt
[2026-02-13T20:34:39.446639] [INFO ] [sig       ] [3338/3406] Completed WRLD in 0.3s | 2.84 sym/s | Total: 19.6m | ETA: 23.9s
[2026-02-13T20:34:39.446679] [INFO ] [sig       ] [3339/3406] Forecasting WSBC...
[2026-02-13T20:34:39.446709] [INFO ] [sig       ] Generating forecast for: WSBC
[2026-02-13T20:34:39.446738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2026-02-13T20:34:39.456952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2026-02-13T20:34:39.457270] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2026-02-13T20:34:39.458086] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2026-02-13T20:34:39.458138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:39.458169] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:39.458199] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:39.458267] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:39.516312] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:39.516934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:39.517012] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:39.517045] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:39.634172] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:39.634315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:39.634353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:39.634380] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:39.637725] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=46.91%)
[2026-02-13T20:34:39.638001] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2026-02-13T20:34:39.638126] [INFO ] [sig       ] WSBC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:39.776698] [INFO ] [LOCAL     ] Saved forecast: WSBC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WSBC.txt
[2026-02-13T20:34:39.776804] [INFO ] [sig       ] [3339/3406] Completed WSBC in 0.3s | 2.84 sym/s | Total: 19.6m | ETA: 23.6s
[2026-02-13T20:34:39.776842] [INFO ] [sig       ] [3340/3406] Forecasting WSBF...
[2026-02-13T20:34:39.776871] [INFO ] [sig       ] Generating forecast for: WSBF
[2026-02-13T20:34:39.776899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2026-02-13T20:34:39.787248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2026-02-13T20:34:39.787619] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2026-02-13T20:34:39.788411] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2026-02-13T20:34:39.788464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:39.788497] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:39.788523] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:39.788604] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:39.845704] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:39.846329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:39.846416] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:39.846448] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:39.967301] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:39.967398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:39.967433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:39.967461] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:39.970690] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: UP (p=52.96%)
[2026-02-13T20:34:39.970956] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2026-02-13T20:34:39.971078] [INFO ] [sig       ] WSBF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:40.109600] [INFO ] [LOCAL     ] Saved forecast: WSBF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WSBF.txt
[2026-02-13T20:34:40.109751] [INFO ] [sig       ] [3340/3406] Completed WSBF in 0.3s | 2.84 sym/s | Total: 19.6m | ETA: 23.2s
[2026-02-13T20:34:40.109790] [INFO ] [sig       ] [3341/3406] Forecasting WSC...
[2026-02-13T20:34:40.109820] [INFO ] [sig       ] Generating forecast for: WSC
[2026-02-13T20:34:40.109850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2026-02-13T20:34:40.119692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2026-02-13T20:34:40.119991] [INFO ] [FORECASTER] Starting predict_future for WSC
[2026-02-13T20:34:40.120766] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2026-02-13T20:34:40.120819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:40.120852] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:40.120879] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:40.120936] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:40.178551] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:40.179169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:40.179254] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:40.179292] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:40.303418] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:40.303548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:40.303603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:40.303633] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:40.306942] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: DOWN (p=0.35%)
[2026-02-13T20:34:40.307215] [INFO ] [FORECASTER] Completed predict_future for WSC
[2026-02-13T20:34:40.307340] [INFO ] [sig       ] WSC: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:40.446982] [INFO ] [LOCAL     ] Saved forecast: WSC	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WSC.txt
[2026-02-13T20:34:40.447089] [INFO ] [sig       ] [3341/3406] Completed WSC in 0.3s | 2.84 sym/s | Total: 19.6m | ETA: 22.9s
[2026-02-13T20:34:40.447126] [INFO ] [sig       ] [3342/3406] Forecasting WSFS...
[2026-02-13T20:34:40.447155] [INFO ] [sig       ] Generating forecast for: WSFS
[2026-02-13T20:34:40.447186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2026-02-13T20:34:40.456813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2026-02-13T20:34:40.457113] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2026-02-13T20:34:40.457960] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2026-02-13T20:34:40.458011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:40.458043] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:40.458069] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:40.458125] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:40.516327] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:40.516935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:40.517010] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:40.517043] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:40.636673] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:40.636810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:40.636848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:40.636876] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:40.640239] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2026-02-13T20:34:40.640540] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2026-02-13T20:34:40.640681] [INFO ] [sig       ] WSFS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:40.780055] [INFO ] [LOCAL     ] Saved forecast: WSFS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WSFS.txt
[2026-02-13T20:34:40.780175] [INFO ] [sig       ] [3342/3406] Completed WSFS in 0.3s | 2.84 sym/s | Total: 19.6m | ETA: 22.5s
[2026-02-13T20:34:40.780212] [INFO ] [sig       ] [3343/3406] Forecasting WSM...
[2026-02-13T20:34:40.780242] [INFO ] [sig       ] Generating forecast for: WSM
[2026-02-13T20:34:40.780272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2026-02-13T20:34:40.790677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2026-02-13T20:34:40.791010] [INFO ] [FORECASTER] Starting predict_future for WSM
[2026-02-13T20:34:40.791807] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2026-02-13T20:34:40.791859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:40.791906] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:40.791933] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:40.791990] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:40.848324] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:40.848971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:40.849048] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:40.849081] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:40.968774] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:40.968932] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:40.968972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:40.969000] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:40.972420] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=60.67%)
[2026-02-13T20:34:40.972722] [INFO ] [FORECASTER] Completed predict_future for WSM
[2026-02-13T20:34:40.972850] [INFO ] [sig       ] WSM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:41.111451] [INFO ] [LOCAL     ] Saved forecast: WSM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WSM.txt
[2026-02-13T20:34:41.111600] [INFO ] [sig       ] [3343/3406] Completed WSM in 0.3s | 2.84 sym/s | Total: 19.6m | ETA: 22.2s
[2026-02-13T20:34:41.111642] [INFO ] [sig       ] [3344/3406] Forecasting WSO...
[2026-02-13T20:34:41.111670] [INFO ] [sig       ] Generating forecast for: WSO
[2026-02-13T20:34:41.111698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2026-02-13T20:34:41.122024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2026-02-13T20:34:41.122361] [INFO ] [FORECASTER] Starting predict_future for WSO
[2026-02-13T20:34:41.123179] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2026-02-13T20:34:41.123234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:41.123313] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:41.123348] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:41.123417] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:41.179756] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:41.180446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:41.180525] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:41.180557] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:41.300627] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:41.300788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:41.300826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:41.300855] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:41.304230] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=94.13%)
[2026-02-13T20:34:41.304515] [INFO ] [FORECASTER] Completed predict_future for WSO
[2026-02-13T20:34:41.304660] [INFO ] [sig       ] WSO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:41.444099] [INFO ] [LOCAL     ] Saved forecast: WSO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WSO.txt
[2026-02-13T20:34:41.444234] [INFO ] [sig       ] [3344/3406] Completed WSO in 0.3s | 2.84 sym/s | Total: 19.6m | ETA: 21.8s
[2026-02-13T20:34:41.444274] [INFO ] [sig       ] [3345/3406] Forecasting WTBA...
[2026-02-13T20:34:41.444304] [INFO ] [sig       ] Generating forecast for: WTBA
[2026-02-13T20:34:41.444334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2026-02-13T20:34:41.454846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2026-02-13T20:34:41.455218] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2026-02-13T20:34:41.456261] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2026-02-13T20:34:41.456326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:41.456364] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:41.456395] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:41.456457] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:41.514300] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:41.515078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:41.515160] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:41.515193] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:41.635182] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:41.635339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:41.635381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:41.635412] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:41.639035] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2026-02-13T20:34:41.639344] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2026-02-13T20:34:41.639486] [INFO ] [sig       ] WTBA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:41.788071] [INFO ] [LOCAL     ] Saved forecast: WTBA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WTBA.txt
[2026-02-13T20:34:41.788208] [INFO ] [sig       ] [3345/3406] Completed WTBA in 0.3s | 2.84 sym/s | Total: 19.6m | ETA: 21.5s
[2026-02-13T20:34:41.788248] [INFO ] [sig       ] [3346/3406] Forecasting WTFC...
[2026-02-13T20:34:41.788279] [INFO ] [sig       ] Generating forecast for: WTFC
[2026-02-13T20:34:41.788308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2026-02-13T20:34:41.798770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2026-02-13T20:34:41.799085] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2026-02-13T20:34:41.799934] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2026-02-13T20:34:41.799986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:41.800017] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:41.800043] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:41.800098] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:41.862679] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:41.863483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:41.863566] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:41.863621] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:41.997260] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:41.997416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:41.997458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:41.997487] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:42.001276] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: UP (p=99.18%)
[2026-02-13T20:34:42.001554] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2026-02-13T20:34:42.001706] [INFO ] [sig       ] WTFC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:42.141827] [INFO ] [LOCAL     ] Saved forecast: WTFC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WTFC.txt
[2026-02-13T20:34:42.141936] [INFO ] [sig       ] [3346/3406] Completed WTFC in 0.4s | 2.84 sym/s | Total: 19.6m | ETA: 21.1s
[2026-02-13T20:34:42.141979] [INFO ] [sig       ] [3347/3406] Forecasting WTI...
[2026-02-13T20:34:42.142009] [INFO ] [sig       ] Generating forecast for: WTI
[2026-02-13T20:34:42.142041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2026-02-13T20:34:42.152007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2026-02-13T20:34:42.152312] [INFO ] [FORECASTER] Starting predict_future for WTI
[2026-02-13T20:34:42.153096] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2026-02-13T20:34:42.153148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:42.153180] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:42.153206] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:42.153262] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:42.210185] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:42.210811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:42.210889] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:42.210921] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:42.327853] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:42.327955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:42.327990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:42.328067] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:42.331287] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2026-02-13T20:34:42.331554] [INFO ] [FORECASTER] Completed predict_future for WTI
[2026-02-13T20:34:42.331699] [INFO ] [sig       ] WTI: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:42.470987] [INFO ] [LOCAL     ] Saved forecast: WTI	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WTI.txt
[2026-02-13T20:34:42.471108] [INFO ] [sig       ] [3347/3406] Completed WTI in 0.3s | 2.84 sym/s | Total: 19.6m | ETA: 20.8s
[2026-02-13T20:34:42.471146] [INFO ] [sig       ] [3348/3406] Forecasting WTRG...
[2026-02-13T20:34:42.471175] [INFO ] [sig       ] Generating forecast for: WTRG
[2026-02-13T20:34:42.471204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2026-02-13T20:34:42.481518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2026-02-13T20:34:42.481839] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2026-02-13T20:34:42.482624] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2026-02-13T20:34:42.482676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:42.482707] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:42.482733] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:42.482788] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:42.539545] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:42.540174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:42.540251] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:42.540283] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:42.658448] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:42.658599] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:42.658638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:42.658665] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:42.661981] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=6.18%)
[2026-02-13T20:34:42.662253] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2026-02-13T20:34:42.662397] [INFO ] [sig       ] WTRG: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:42.801489] [INFO ] [LOCAL     ] Saved forecast: WTRG	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WTRG.txt
[2026-02-13T20:34:42.801628] [INFO ] [sig       ] [3348/3406] Completed WTRG in 0.3s | 2.84 sym/s | Total: 19.6m | ETA: 20.4s
[2026-02-13T20:34:42.801668] [INFO ] [sig       ] [3349/3406] Forecasting WTS...
[2026-02-13T20:34:42.801698] [INFO ] [sig       ] Generating forecast for: WTS
[2026-02-13T20:34:42.801727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2026-02-13T20:34:42.812028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2026-02-13T20:34:42.812327] [INFO ] [FORECASTER] Starting predict_future for WTS
[2026-02-13T20:34:42.813127] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2026-02-13T20:34:42.813180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:42.813210] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:42.813236] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:42.813292] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:42.871539] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:42.872159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:42.872238] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:42.872269] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:42.994318] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:42.994472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:42.994511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:42.994541] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:42.998073] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: UP (p=84.02%)
[2026-02-13T20:34:42.998375] [INFO ] [FORECASTER] Completed predict_future for WTS
[2026-02-13T20:34:42.998527] [INFO ] [sig       ] WTS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:43.136477] [INFO ] [LOCAL     ] Saved forecast: WTS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WTS.txt
[2026-02-13T20:34:43.136603] [INFO ] [sig       ] [3349/3406] Completed WTS in 0.3s | 2.84 sym/s | Total: 19.6m | ETA: 20.1s
[2026-02-13T20:34:43.136643] [INFO ] [sig       ] [3350/3406] Forecasting WULF...
[2026-02-13T20:34:43.136671] [INFO ] [sig       ] Generating forecast for: WULF
[2026-02-13T20:34:43.136701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2026-02-13T20:34:43.146527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2026-02-13T20:34:43.146881] [INFO ] [FORECASTER] Starting predict_future for WULF
[2026-02-13T20:34:43.147685] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2026-02-13T20:34:43.147737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:43.147769] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:43.147795] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:43.147850] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:43.205616] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:43.206229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:43.206307] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:43.206340] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:43.327545] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:43.327727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:43.327768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:43.327814] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:43.331250] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: DOWN (p=2.13%)
[2026-02-13T20:34:43.331554] [INFO ] [FORECASTER] Completed predict_future for WULF
[2026-02-13T20:34:43.331703] [INFO ] [sig       ] WULF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:43.469695] [INFO ] [LOCAL     ] Saved forecast: WULF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WULF.txt
[2026-02-13T20:34:43.469832] [INFO ] [sig       ] [3350/3406] Completed WULF in 0.3s | 2.84 sym/s | Total: 19.6m | ETA: 19.7s
[2026-02-13T20:34:43.469871] [INFO ] [sig       ] [3351/3406] Forecasting WVE...
[2026-02-13T20:34:43.469900] [INFO ] [sig       ] Generating forecast for: WVE
[2026-02-13T20:34:43.469931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2026-02-13T20:34:43.479948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2026-02-13T20:34:43.480286] [INFO ] [FORECASTER] Starting predict_future for WVE
[2026-02-13T20:34:43.481067] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2026-02-13T20:34:43.481119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:43.481151] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:43.481178] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:43.481234] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:43.538707] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:43.539342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:43.539437] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:43.539475] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:43.659586] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:43.659744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:43.659784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:43.659813] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:43.663194] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=28.57%)
[2026-02-13T20:34:43.663508] [INFO ] [FORECASTER] Completed predict_future for WVE
[2026-02-13T20:34:43.663667] [INFO ] [sig       ] WVE: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:43.801032] [INFO ] [LOCAL     ] Saved forecast: WVE	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WVE.txt
[2026-02-13T20:34:43.801154] [INFO ] [sig       ] [3351/3406] Completed WVE in 0.3s | 2.84 sym/s | Total: 19.7m | ETA: 19.4s
[2026-02-13T20:34:43.801192] [INFO ] [sig       ] [3352/3406] Forecasting WWD...
[2026-02-13T20:34:43.801222] [INFO ] [sig       ] Generating forecast for: WWD
[2026-02-13T20:34:43.801253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2026-02-13T20:34:43.811259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2026-02-13T20:34:43.811610] [INFO ] [FORECASTER] Starting predict_future for WWD
[2026-02-13T20:34:43.812379] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2026-02-13T20:34:43.812431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:43.812462] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:43.812488] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:43.812544] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:43.869450] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:43.870133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:43.870249] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:43.870283] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:43.990511] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:43.990679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:43.990718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:43.990747] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:43.994138] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: DOWN (p=46.90%)
[2026-02-13T20:34:43.994418] [INFO ] [FORECASTER] Completed predict_future for WWD
[2026-02-13T20:34:43.994544] [INFO ] [sig       ] WWD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:44.133072] [INFO ] [LOCAL     ] Saved forecast: WWD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WWD.txt
[2026-02-13T20:34:44.133200] [INFO ] [sig       ] [3352/3406] Completed WWD in 0.3s | 2.84 sym/s | Total: 19.7m | ETA: 19.0s
[2026-02-13T20:34:44.133239] [INFO ] [sig       ] [3353/3406] Forecasting WY...
[2026-02-13T20:34:44.133269] [INFO ] [sig       ] Generating forecast for: WY
[2026-02-13T20:34:44.133298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2026-02-13T20:34:44.143067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2026-02-13T20:34:44.143405] [INFO ] [FORECASTER] Starting predict_future for WY
[2026-02-13T20:34:44.144189] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2026-02-13T20:34:44.144240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:44.144272] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:44.144298] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:44.144353] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:44.201385] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:44.202087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:44.202165] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:44.202196] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:44.316186] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:44.316339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:44.316381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:44.316409] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:44.319828] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2026-02-13T20:34:44.320100] [INFO ] [FORECASTER] Completed predict_future for WY
[2026-02-13T20:34:44.320224] [INFO ] [sig       ] WY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:44.458754] [INFO ] [LOCAL     ] Saved forecast: WY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/WY.txt
[2026-02-13T20:34:44.458890] [INFO ] [sig       ] [3353/3406] Completed WY in 0.3s | 2.84 sym/s | Total: 19.7m | ETA: 18.6s
[2026-02-13T20:34:44.458928] [INFO ] [sig       ] [3354/3406] Forecasting WYNN...
[2026-02-13T20:34:44.458958] [INFO ] [sig       ] Generating forecast for: WYNN
[2026-02-13T20:34:44.458987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2026-02-13T20:34:44.469096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2026-02-13T20:34:44.469479] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2026-02-13T20:34:44.470284] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2026-02-13T20:34:44.470343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:44.470381] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:44.470429] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:44.470498] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:44.526926] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:44.528041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:44.528174] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:44.528209] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:44.652663] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:44.652824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:44.652864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:44.652894] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:44.656515] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: UP (p=68.92%)
[2026-02-13T20:34:44.656838] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2026-02-13T20:34:44.656976] [INFO ] [sig       ] WYNN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:44.804951] [INFO ] [LOCAL     ] Saved forecast: WYNN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/WYNN.txt
[2026-02-13T20:34:44.805118] [INFO ] [sig       ] [3354/3406] Completed WYNN in 0.3s | 2.84 sym/s | Total: 19.7m | ETA: 18.3s
[2026-02-13T20:34:44.805161] [INFO ] [sig       ] [3355/3406] Forecasting XBIL...
[2026-02-13T20:34:44.805190] [INFO ] [sig       ] Generating forecast for: XBIL
[2026-02-13T20:34:44.805220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2026-02-13T20:34:44.815818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2026-02-13T20:34:44.816219] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2026-02-13T20:34:44.817089] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2026-02-13T20:34:44.817143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:44.817175] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:44.817202] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:44.817259] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:44.876687] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:44.877560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:44.877675] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:44.877708] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:44.972261] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:44.972422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:44.972461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:44.972490] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:44.976064] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2026-02-13T20:34:44.976351] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2026-02-13T20:34:44.976479] [INFO ] [sig       ] XBIL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:45.116475] [INFO ] [LOCAL     ] Saved forecast: XBIL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/XBIL.txt
[2026-02-13T20:34:45.116632] [INFO ] [sig       ] [3355/3406] Completed XBIL in 0.3s | 2.84 sym/s | Total: 19.7m | ETA: 17.9s
[2026-02-13T20:34:45.116673] [INFO ] [sig       ] [3356/3406] Forecasting XEL...
[2026-02-13T20:34:45.116703] [INFO ] [sig       ] Generating forecast for: XEL
[2026-02-13T20:34:45.116733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2026-02-13T20:34:45.127000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2026-02-13T20:34:45.127323] [INFO ] [FORECASTER] Starting predict_future for XEL
[2026-02-13T20:34:45.128147] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2026-02-13T20:34:45.128199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:45.128230] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:45.128257] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:45.128314] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:45.185545] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:45.186276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:45.186360] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:45.186395] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:45.311933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:45.312098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:45.312138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:45.312166] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:45.315984] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: UP (p=59.90%)
[2026-02-13T20:34:45.316289] [INFO ] [FORECASTER] Completed predict_future for XEL
[2026-02-13T20:34:45.316442] [INFO ] [sig       ] XEL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:45.459825] [INFO ] [LOCAL     ] Saved forecast: XEL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/XEL.txt
[2026-02-13T20:34:45.459975] [INFO ] [sig       ] [3356/3406] Completed XEL in 0.3s | 2.84 sym/s | Total: 19.7m | ETA: 17.6s
[2026-02-13T20:34:45.460014] [INFO ] [sig       ] [3357/3406] Forecasting XENE...
[2026-02-13T20:34:45.460044] [INFO ] [sig       ] Generating forecast for: XENE
[2026-02-13T20:34:45.460074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2026-02-13T20:34:45.470661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2026-02-13T20:34:45.471009] [INFO ] [FORECASTER] Starting predict_future for XENE
[2026-02-13T20:34:45.471860] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2026-02-13T20:34:45.471913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:45.471944] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:45.471970] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:45.472026] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:45.529480] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:45.530285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:45.530369] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:45.530403] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:45.651763] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:45.651918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:45.651957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:45.651986] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:45.655426] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: UP (p=52.50%)
[2026-02-13T20:34:45.655725] [INFO ] [FORECASTER] Completed predict_future for XENE
[2026-02-13T20:34:45.655853] [INFO ] [sig       ] XENE: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:45.795314] [INFO ] [LOCAL     ] Saved forecast: XENE	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/XENE.txt
[2026-02-13T20:34:45.795510] [INFO ] [sig       ] [3357/3406] Completed XENE in 0.3s | 2.84 sym/s | Total: 19.7m | ETA: 17.2s
[2026-02-13T20:34:45.795551] [INFO ] [sig       ] [3358/3406] Forecasting XERS...
[2026-02-13T20:34:45.795602] [INFO ] [sig       ] Generating forecast for: XERS
[2026-02-13T20:34:45.795640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2026-02-13T20:34:45.805512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2026-02-13T20:34:45.805883] [INFO ] [FORECASTER] Starting predict_future for XERS
[2026-02-13T20:34:45.806735] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2026-02-13T20:34:45.806787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:45.806820] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:45.806846] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:45.806902] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:45.863528] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:45.864365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:45.864448] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:45.864480] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:45.985707] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:45.985863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:45.985903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:45.985932] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:45.989441] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: UP (p=93.06%)
[2026-02-13T20:34:45.989752] [INFO ] [FORECASTER] Completed predict_future for XERS
[2026-02-13T20:34:45.989879] [INFO ] [sig       ] XERS: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:46.130455] [INFO ] [LOCAL     ] Saved forecast: XERS	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/XERS.txt
[2026-02-13T20:34:46.130817] [INFO ] [sig       ] [3358/3406] Completed XERS in 0.3s | 2.84 sym/s | Total: 19.7m | ETA: 16.9s
[2026-02-13T20:34:46.130858] [INFO ] [sig       ] [3359/3406] Forecasting XGN...
[2026-02-13T20:34:46.130886] [INFO ] [sig       ] Generating forecast for: XGN
[2026-02-13T20:34:46.130916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2026-02-13T20:34:46.141206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2026-02-13T20:34:46.141561] [INFO ] [FORECASTER] Starting predict_future for XGN
[2026-02-13T20:34:46.142357] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2026-02-13T20:34:46.142410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:46.142442] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:46.142468] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:46.142525] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:46.201476] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:46.202189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:46.202269] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:46.202301] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:46.330846] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:46.331007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:46.331047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:46.331078] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:46.334633] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: UP (p=70.42%)
[2026-02-13T20:34:46.334940] [INFO ] [FORECASTER] Completed predict_future for XGN
[2026-02-13T20:34:46.335077] [INFO ] [sig       ] XGN: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:46.482255] [INFO ] [LOCAL     ] Saved forecast: XGN	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/XGN.txt
[2026-02-13T20:34:46.482486] [INFO ] [sig       ] [3359/3406] Completed XGN in 0.4s | 2.84 sym/s | Total: 19.7m | ETA: 16.5s
[2026-02-13T20:34:46.482550] [INFO ] [sig       ] [3360/3406] Forecasting XOM...
[2026-02-13T20:34:46.482626] [INFO ] [sig       ] Generating forecast for: XOM
[2026-02-13T20:34:46.482678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2026-02-13T20:34:46.495679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2026-02-13T20:34:46.496102] [INFO ] [FORECASTER] Starting predict_future for XOM
[2026-02-13T20:34:46.497125] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2026-02-13T20:34:46.497177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:46.497208] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:46.497234] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:46.497289] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:46.558551] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:46.559641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:46.559724] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:46.559757] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:46.686745] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:46.686901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:46.686941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:46.686971] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:46.690693] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: UP (p=53.82%)
[2026-02-13T20:34:46.690996] [INFO ] [FORECASTER] Completed predict_future for XOM
[2026-02-13T20:34:46.691135] [INFO ] [sig       ] XOM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:46.835808] [INFO ] [LOCAL     ] Saved forecast: XOM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/XOM.txt
[2026-02-13T20:34:46.835969] [INFO ] [sig       ] [3360/3406] Completed XOM in 0.4s | 2.84 sym/s | Total: 19.7m | ETA: 16.2s
[2026-02-13T20:34:46.836008] [INFO ] [sig       ] [3361/3406] Forecasting XOMA...
[2026-02-13T20:34:46.836039] [INFO ] [sig       ] Generating forecast for: XOMA
[2026-02-13T20:34:46.836069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2026-02-13T20:34:46.847108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2026-02-13T20:34:46.847498] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2026-02-13T20:34:46.849296] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2026-02-13T20:34:46.849430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:46.849519] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:46.849766] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:46.849827] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:46.908712] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:46.909536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:46.909644] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:46.909679] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:47.033297] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:47.033457] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:47.033497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:47.033525] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:47.037868] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: DOWN (p=0.53%)
[2026-02-13T20:34:47.038155] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2026-02-13T20:34:47.038289] [INFO ] [sig       ] XOMA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:47.181827] [INFO ] [LOCAL     ] Saved forecast: XOMA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/XOMA.txt
[2026-02-13T20:34:47.181977] [INFO ] [sig       ] [3361/3406] Completed XOMA in 0.3s | 2.84 sym/s | Total: 19.7m | ETA: 15.8s
[2026-02-13T20:34:47.182019] [INFO ] [sig       ] [3362/3406] Forecasting XOS...
[2026-02-13T20:34:47.182049] [INFO ] [sig       ] Generating forecast for: XOS
[2026-02-13T20:34:47.182079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2026-02-13T20:34:47.192270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2026-02-13T20:34:47.192659] [INFO ] [FORECASTER] Starting predict_future for XOS
[2026-02-13T20:34:47.193435] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2026-02-13T20:34:47.193487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:47.193519] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:47.193546] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:47.193621] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:47.251916] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:47.252849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:47.252941] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:47.252975] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:47.375559] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:47.375738] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:47.375973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:47.376002] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:47.379748] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=7.83%)
[2026-02-13T20:34:47.380032] [INFO ] [FORECASTER] Completed predict_future for XOS
[2026-02-13T20:34:47.380160] [INFO ] [sig       ] XOS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:47.519643] [INFO ] [LOCAL     ] Saved forecast: XOS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/XOS.txt
[2026-02-13T20:34:47.519778] [INFO ] [sig       ] [3362/3406] Completed XOS in 0.3s | 2.84 sym/s | Total: 19.7m | ETA: 15.5s
[2026-02-13T20:34:47.519817] [INFO ] [sig       ] [3363/3406] Forecasting XP...
[2026-02-13T20:34:47.519846] [INFO ] [sig       ] Generating forecast for: XP
[2026-02-13T20:34:47.519877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2026-02-13T20:34:47.530900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2026-02-13T20:34:47.531233] [INFO ] [FORECASTER] Starting predict_future for XP
[2026-02-13T20:34:47.532033] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2026-02-13T20:34:47.532084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:47.532117] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:47.532143] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:47.532199] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:47.591223] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:47.592060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:47.592144] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:47.592176] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:47.715618] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:47.715778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:47.715817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:47.715845] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:47.719316] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: UP (p=57.45%)
[2026-02-13T20:34:47.719670] [INFO ] [FORECASTER] Completed predict_future for XP
[2026-02-13T20:34:47.719821] [INFO ] [sig       ] XP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:47.859093] [INFO ] [LOCAL     ] Saved forecast: XP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/XP.txt
[2026-02-13T20:34:47.859225] [INFO ] [sig       ] [3363/3406] Completed XP in 0.3s | 2.84 sym/s | Total: 19.7m | ETA: 15.1s
[2026-02-13T20:34:47.859263] [INFO ] [sig       ] [3364/3406] Forecasting XPEL...
[2026-02-13T20:34:47.859293] [INFO ] [sig       ] Generating forecast for: XPEL
[2026-02-13T20:34:47.859324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2026-02-13T20:34:47.869524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2026-02-13T20:34:47.869925] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2026-02-13T20:34:47.870748] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2026-02-13T20:34:47.870799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:47.870830] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:47.870857] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:47.870913] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:47.928372] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:47.929086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:47.929169] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:47.929202] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:48.057102] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:48.057257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:48.057296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:48.057354] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:48.061253] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: UP (p=80.33%)
[2026-02-13T20:34:48.061597] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2026-02-13T20:34:48.061729] [INFO ] [sig       ] XPEL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:48.206912] [INFO ] [LOCAL     ] Saved forecast: XPEL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/XPEL.txt
[2026-02-13T20:34:48.207055] [INFO ] [sig       ] [3364/3406] Completed XPEL in 0.3s | 2.84 sym/s | Total: 19.7m | ETA: 14.8s
[2026-02-13T20:34:48.207095] [INFO ] [sig       ] [3365/3406] Forecasting XPO...
[2026-02-13T20:34:48.207126] [INFO ] [sig       ] Generating forecast for: XPO
[2026-02-13T20:34:48.207156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2026-02-13T20:34:48.219052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2026-02-13T20:34:48.219407] [INFO ] [FORECASTER] Starting predict_future for XPO
[2026-02-13T20:34:48.220402] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2026-02-13T20:34:48.220466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:48.220505] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:48.220537] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:48.220625] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:48.280225] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:48.281032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:48.281114] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:48.281147] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:48.397814] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:48.397972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:48.398010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:48.398039] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:48.401513] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=47.01%)
[2026-02-13T20:34:48.401815] [INFO ] [FORECASTER] Completed predict_future for XPO
[2026-02-13T20:34:48.401946] [INFO ] [sig       ] XPO: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:48.545498] [INFO ] [LOCAL     ] Saved forecast: XPO	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/XPO.txt
[2026-02-13T20:34:48.545656] [INFO ] [sig       ] [3365/3406] Completed XPO in 0.3s | 2.84 sym/s | Total: 19.7m | ETA: 14.4s
[2026-02-13T20:34:48.545703] [INFO ] [sig       ] [3366/3406] Forecasting XPOF...
[2026-02-13T20:34:48.545743] [INFO ] [sig       ] Generating forecast for: XPOF
[2026-02-13T20:34:48.545775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2026-02-13T20:34:48.556359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2026-02-13T20:34:48.556782] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2026-02-13T20:34:48.557718] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2026-02-13T20:34:48.557772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:48.557804] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:48.557831] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:48.557888] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:48.620446] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:48.621395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:48.621485] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:48.621520] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:48.760690] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:48.760843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:48.760882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:48.760911] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:48.764417] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: DOWN (p=2.75%)
[2026-02-13T20:34:48.764746] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2026-02-13T20:34:48.764876] [INFO ] [sig       ] XPOF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:48.904508] [INFO ] [LOCAL     ] Saved forecast: XPOF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/XPOF.txt
[2026-02-13T20:34:48.904663] [INFO ] [sig       ] [3366/3406] Completed XPOF in 0.4s | 2.84 sym/s | Total: 19.7m | ETA: 14.1s
[2026-02-13T20:34:48.904707] [INFO ] [sig       ] [3367/3406] Forecasting XPRO...
[2026-02-13T20:34:48.904737] [INFO ] [sig       ] Generating forecast for: XPRO
[2026-02-13T20:34:48.904768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2026-02-13T20:34:48.915224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2026-02-13T20:34:48.915604] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2026-02-13T20:34:48.916378] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2026-02-13T20:34:48.916445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:48.916478] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:48.916505] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:48.916561] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:48.974480] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:48.975375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:48.975462] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:48.975498] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:49.097424] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:49.097665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:49.097720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:49.097757] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:49.101317] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: UP (p=53.00%)
[2026-02-13T20:34:49.101629] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2026-02-13T20:34:49.101759] [INFO ] [sig       ] XPRO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:49.250041] [INFO ] [LOCAL     ] Saved forecast: XPRO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/XPRO.txt
[2026-02-13T20:34:49.250198] [INFO ] [sig       ] [3367/3406] Completed XPRO in 0.3s | 2.84 sym/s | Total: 19.7m | ETA: 13.7s
[2026-02-13T20:34:49.250241] [INFO ] [sig       ] [3368/3406] Forecasting XRAY...
[2026-02-13T20:34:49.250270] [INFO ] [sig       ] Generating forecast for: XRAY
[2026-02-13T20:34:49.250300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2026-02-13T20:34:49.261267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2026-02-13T20:34:49.261622] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2026-02-13T20:34:49.262398] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2026-02-13T20:34:49.262450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:49.262486] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:49.262514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:49.262570] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:49.322314] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:49.323240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:49.323324] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:49.323356] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:49.449856] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:49.450008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:49.450047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:49.450075] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:49.453472] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: DOWN (p=9.01%)
[2026-02-13T20:34:49.453770] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2026-02-13T20:34:49.453897] [INFO ] [sig       ] XRAY: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:49.596438] [INFO ] [LOCAL     ] Saved forecast: XRAY	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/XRAY.txt
[2026-02-13T20:34:49.596650] [INFO ] [sig       ] [3368/3406] Completed XRAY in 0.3s | 2.84 sym/s | Total: 19.7m | ETA: 13.4s
[2026-02-13T20:34:49.596713] [INFO ] [sig       ] [3369/3406] Forecasting XRX...
[2026-02-13T20:34:49.596754] [INFO ] [sig       ] Generating forecast for: XRX
[2026-02-13T20:34:49.596790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2026-02-13T20:34:49.607007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2026-02-13T20:34:49.607364] [INFO ] [FORECASTER] Starting predict_future for XRX
[2026-02-13T20:34:49.608178] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2026-02-13T20:34:49.608231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:49.608263] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:49.608289] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:49.608345] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:49.664810] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:49.665502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:49.665602] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:49.665637] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:49.784090] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:49.784243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:49.784282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:49.784310] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:49.787783] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: UP (p=61.01%)
[2026-02-13T20:34:49.788062] [INFO ] [FORECASTER] Completed predict_future for XRX
[2026-02-13T20:34:49.788191] [INFO ] [sig       ] XRX: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:49.926920] [INFO ] [LOCAL     ] Saved forecast: XRX	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/XRX.txt
[2026-02-13T20:34:49.927067] [INFO ] [sig       ] [3369/3406] Completed XRX in 0.3s | 2.84 sym/s | Total: 19.8m | ETA: 13.0s
[2026-02-13T20:34:49.927107] [INFO ] [sig       ] [3370/3406] Forecasting XYF...
[2026-02-13T20:34:49.927138] [INFO ] [sig       ] Generating forecast for: XYF
[2026-02-13T20:34:49.927168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2026-02-13T20:34:49.937217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2026-02-13T20:34:49.937565] [INFO ] [FORECASTER] Starting predict_future for XYF
[2026-02-13T20:34:49.938414] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2026-02-13T20:34:49.938475] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:49.938514] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:49.938548] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:49.938648] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:49.996887] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:49.997812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:49.997903] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:49.997946] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:50.122561] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:50.122737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:50.122777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:50.122806] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:50.126279] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: UP (p=78.78%)
[2026-02-13T20:34:50.126598] [INFO ] [FORECASTER] Completed predict_future for XYF
[2026-02-13T20:34:50.126736] [INFO ] [sig       ] XYF: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:50.265933] [INFO ] [LOCAL     ] Saved forecast: XYF	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/XYF.txt
[2026-02-13T20:34:50.266084] [INFO ] [sig       ] [3370/3406] Completed XYF in 0.3s | 2.84 sym/s | Total: 19.8m | ETA: 12.7s
[2026-02-13T20:34:50.266129] [INFO ] [sig       ] [3371/3406] Forecasting XYL...
[2026-02-13T20:34:50.266161] [INFO ] [sig       ] Generating forecast for: XYL
[2026-02-13T20:34:50.266191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2026-02-13T20:34:50.276169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2026-02-13T20:34:50.276487] [INFO ] [FORECASTER] Starting predict_future for XYL
[2026-02-13T20:34:50.277265] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2026-02-13T20:34:50.277317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:50.277348] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:50.277376] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:50.277433] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:50.333862] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:50.334565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:50.334692] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:50.334726] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:50.459957] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:50.460121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:50.460162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:50.460191] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:50.463640] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=72.67%)
[2026-02-13T20:34:50.463917] [INFO ] [FORECASTER] Completed predict_future for XYL
[2026-02-13T20:34:50.464043] [INFO ] [sig       ] XYL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:50.604099] [INFO ] [LOCAL     ] Saved forecast: XYL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/XYL.txt
[2026-02-13T20:34:50.604245] [INFO ] [sig       ] [3371/3406] Completed XYL in 0.3s | 2.84 sym/s | Total: 19.8m | ETA: 12.3s
[2026-02-13T20:34:50.604283] [INFO ] [sig       ] [3372/3406] Forecasting YALA...
[2026-02-13T20:34:50.604313] [INFO ] [sig       ] Generating forecast for: YALA
[2026-02-13T20:34:50.604344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2026-02-13T20:34:50.614642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2026-02-13T20:34:50.614951] [INFO ] [FORECASTER] Starting predict_future for YALA
[2026-02-13T20:34:50.615737] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2026-02-13T20:34:50.615789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:50.615821] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:50.615848] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:50.615904] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:50.672527] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:50.673300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:50.673380] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:50.673413] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:50.790796] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:50.790947] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:50.790986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:50.791015] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:50.794439] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=42.12%)
[2026-02-13T20:34:50.794750] [INFO ] [FORECASTER] Completed predict_future for YALA
[2026-02-13T20:34:50.794878] [INFO ] [sig       ] YALA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:50.937711] [INFO ] [LOCAL     ] Saved forecast: YALA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/YALA.txt
[2026-02-13T20:34:50.937847] [INFO ] [sig       ] [3372/3406] Completed YALA in 0.3s | 2.84 sym/s | Total: 19.8m | ETA: 12.0s
[2026-02-13T20:34:50.937886] [INFO ] [sig       ] [3373/3406] Forecasting YELP...
[2026-02-13T20:34:50.937916] [INFO ] [sig       ] Generating forecast for: YELP
[2026-02-13T20:34:50.937945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2026-02-13T20:34:50.948081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2026-02-13T20:34:50.948418] [INFO ] [FORECASTER] Starting predict_future for YELP
[2026-02-13T20:34:50.949247] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2026-02-13T20:34:50.949299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:50.949331] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:50.949358] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:50.949414] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:51.006013] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:51.006638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:51.006718] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:51.006750] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:51.128973] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:51.129122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:51.129161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:51.129189] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:51.132690] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=75.71%)
[2026-02-13T20:34:51.132982] [INFO ] [FORECASTER] Completed predict_future for YELP
[2026-02-13T20:34:51.133114] [INFO ] [sig       ] YELP: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:51.272324] [INFO ] [LOCAL     ] Saved forecast: YELP	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/YELP.txt
[2026-02-13T20:34:51.272457] [INFO ] [sig       ] [3373/3406] Completed YELP in 0.3s | 2.84 sym/s | Total: 19.8m | ETA: 11.6s
[2026-02-13T20:34:51.272502] [INFO ] [sig       ] [3374/3406] Forecasting YETI...
[2026-02-13T20:34:51.272539] [INFO ] [sig       ] Generating forecast for: YETI
[2026-02-13T20:34:51.272602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2026-02-13T20:34:51.282595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2026-02-13T20:34:51.282901] [INFO ] [FORECASTER] Starting predict_future for YETI
[2026-02-13T20:34:51.283736] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2026-02-13T20:34:51.283788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:51.283821] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:51.283848] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:51.283905] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:51.341784] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:51.342388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:51.342465] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:51.342498] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:51.459693] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:51.459829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:51.459883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:51.459914] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:51.463412] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2026-02-13T20:34:51.463721] [INFO ] [FORECASTER] Completed predict_future for YETI
[2026-02-13T20:34:51.464029] [INFO ] [sig       ] YETI: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:51.603198] [INFO ] [LOCAL     ] Saved forecast: YETI	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/YETI.txt
[2026-02-13T20:34:51.603345] [INFO ] [sig       ] [3374/3406] Completed YETI in 0.3s | 2.84 sym/s | Total: 19.8m | ETA: 11.3s
[2026-02-13T20:34:51.603385] [INFO ] [sig       ] [3375/3406] Forecasting YMM...
[2026-02-13T20:34:51.603414] [INFO ] [sig       ] Generating forecast for: YMM
[2026-02-13T20:34:51.603445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2026-02-13T20:34:51.613790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2026-02-13T20:34:51.614092] [INFO ] [FORECASTER] Starting predict_future for YMM
[2026-02-13T20:34:51.614882] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2026-02-13T20:34:51.614933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:51.614965] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:51.614992] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:51.615054] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:51.672346] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:51.672990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:51.673069] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:51.673102] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:51.793136] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:51.793286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:51.793324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:51.793353] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:51.796744] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: UP (p=69.65%)
[2026-02-13T20:34:51.797178] [INFO ] [FORECASTER] Completed predict_future for YMM
[2026-02-13T20:34:51.797305] [INFO ] [sig       ] YMM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:51.937044] [INFO ] [LOCAL     ] Saved forecast: YMM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/YMM.txt
[2026-02-13T20:34:51.937164] [INFO ] [sig       ] [3375/3406] Completed YMM in 0.3s | 2.84 sym/s | Total: 19.8m | ETA: 10.9s
[2026-02-13T20:34:51.937202] [INFO ] [sig       ] [3376/3406] Forecasting YPF...
[2026-02-13T20:34:51.937230] [INFO ] [sig       ] Generating forecast for: YPF
[2026-02-13T20:34:51.937260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2026-02-13T20:34:51.947350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2026-02-13T20:34:51.947695] [INFO ] [FORECASTER] Starting predict_future for YPF
[2026-02-13T20:34:51.948452] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2026-02-13T20:34:51.948509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:51.948547] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:51.948616] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:51.948689] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:52.005668] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:52.006312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:52.006390] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:52.006423] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:52.129933] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:52.130052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:52.130089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:52.130116] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:52.133368] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: DOWN (p=42.79%)
[2026-02-13T20:34:52.133666] [INFO ] [FORECASTER] Completed predict_future for YPF
[2026-02-13T20:34:52.133793] [INFO ] [sig       ] YPF: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:52.273639] [INFO ] [LOCAL     ] Saved forecast: YPF	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/YPF.txt
[2026-02-13T20:34:52.273777] [INFO ] [sig       ] [3376/3406] Completed YPF in 0.3s | 2.84 sym/s | Total: 19.8m | ETA: 10.6s
[2026-02-13T20:34:52.273816] [INFO ] [sig       ] [3377/3406] Forecasting YQQQ...
[2026-02-13T20:34:52.273846] [INFO ] [sig       ] Generating forecast for: YQQQ
[2026-02-13T20:34:52.273877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2026-02-13T20:34:52.284054] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2026-02-13T20:34:52.284382] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2026-02-13T20:34:52.285176] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2026-02-13T20:34:52.285228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:52.285260] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:52.285286] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:52.285341] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:52.343262] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:52.343913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:52.343990] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:52.344023] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:52.464303] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:52.464459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:52.464498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:52.464526] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:52.467968] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: UP (p=85.43%)
[2026-02-13T20:34:52.468245] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2026-02-13T20:34:52.468368] [INFO ] [sig       ] YQQQ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:52.608292] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/YQQQ.txt
[2026-02-13T20:34:52.608444] [INFO ] [sig       ] [3377/3406] Completed YQQQ in 0.3s | 2.84 sym/s | Total: 19.8m | ETA: 10.2s
[2026-02-13T20:34:52.608483] [INFO ] [sig       ] [3378/3406] Forecasting YRD...
[2026-02-13T20:34:52.608514] [INFO ] [sig       ] Generating forecast for: YRD
[2026-02-13T20:34:52.608543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2026-02-13T20:34:52.618661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2026-02-13T20:34:52.619028] [INFO ] [FORECASTER] Starting predict_future for YRD
[2026-02-13T20:34:52.619827] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2026-02-13T20:34:52.619879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:52.619987] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:52.620018] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:52.620075] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:52.679288] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:52.680345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:52.680431] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:52.680467] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:52.804987] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:52.805136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:52.805174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:52.805203] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:52.808611] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: DOWN (p=18.23%)
[2026-02-13T20:34:52.808887] [INFO ] [FORECASTER] Completed predict_future for YRD
[2026-02-13T20:34:52.809016] [INFO ] [sig       ] YRD: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:52.948771] [INFO ] [LOCAL     ] Saved forecast: YRD	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/YRD.txt
[2026-02-13T20:34:52.948898] [INFO ] [sig       ] [3378/3406] Completed YRD in 0.3s | 2.84 sym/s | Total: 19.8m | ETA: 9.8s
[2026-02-13T20:34:52.948938] [INFO ] [sig       ] [3379/3406] Forecasting YSG...
[2026-02-13T20:34:52.948967] [INFO ] [sig       ] Generating forecast for: YSG
[2026-02-13T20:34:52.948996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2026-02-13T20:34:52.959131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2026-02-13T20:34:52.959512] [INFO ] [FORECASTER] Starting predict_future for YSG
[2026-02-13T20:34:52.960329] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2026-02-13T20:34:52.960381] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:52.960413] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:52.960439] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:52.960494] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:53.017978] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:53.018600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:53.018679] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:53.018711] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:53.135494] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:53.135664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:53.135703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:53.135731] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:53.139233] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: UP (p=59.71%)
[2026-02-13T20:34:53.139520] [INFO ] [FORECASTER] Completed predict_future for YSG
[2026-02-13T20:34:53.139694] [INFO ] [sig       ] YSG: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:53.279656] [INFO ] [LOCAL     ] Saved forecast: YSG	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/YSG.txt
[2026-02-13T20:34:53.280005] [INFO ] [sig       ] [3379/3406] Completed YSG in 0.3s | 2.84 sym/s | Total: 19.8m | ETA: 9.5s
[2026-02-13T20:34:53.280045] [INFO ] [sig       ] [3380/3406] Forecasting YTRA...
[2026-02-13T20:34:53.280076] [INFO ] [sig       ] Generating forecast for: YTRA
[2026-02-13T20:34:53.280106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2026-02-13T20:34:53.291271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2026-02-13T20:34:53.291690] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2026-02-13T20:34:53.292466] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2026-02-13T20:34:53.292519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:53.292554] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:53.292609] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:53.292669] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:53.350409] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:53.351294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:53.351376] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:53.351409] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:53.475716] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:53.475875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:53.475914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:53.475942] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:53.479491] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=5.66%)
[2026-02-13T20:34:53.479829] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2026-02-13T20:34:53.479966] [INFO ] [sig       ] YTRA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:53.623209] [INFO ] [LOCAL     ] Saved forecast: YTRA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/YTRA.txt
[2026-02-13T20:34:53.623367] [INFO ] [sig       ] [3380/3406] Completed YTRA in 0.3s | 2.84 sym/s | Total: 19.8m | ETA: 9.1s
[2026-02-13T20:34:53.623406] [INFO ] [sig       ] [3381/3406] Forecasting YUM...
[2026-02-13T20:34:53.623436] [INFO ] [sig       ] Generating forecast for: YUM
[2026-02-13T20:34:53.623467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2026-02-13T20:34:53.633856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2026-02-13T20:34:53.634219] [INFO ] [FORECASTER] Starting predict_future for YUM
[2026-02-13T20:34:53.635104] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2026-02-13T20:34:53.635158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:53.635190] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:53.635217] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:53.635274] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:53.696363] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:53.697484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:53.697615] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:53.697653] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:53.818106] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:53.818266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:53.818305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:53.818371] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:53.821859] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: DOWN (p=23.02%)
[2026-02-13T20:34:53.822228] [INFO ] [FORECASTER] Completed predict_future for YUM
[2026-02-13T20:34:53.822363] [INFO ] [sig       ] YUM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:53.963462] [INFO ] [LOCAL     ] Saved forecast: YUM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/YUM.txt
[2026-02-13T20:34:53.963656] [INFO ] [sig       ] [3381/3406] Completed YUM in 0.3s | 2.84 sym/s | Total: 19.8m | ETA: 8.8s
[2026-02-13T20:34:53.963706] [INFO ] [sig       ] [3382/3406] Forecasting YUMC...
[2026-02-13T20:34:53.963742] [INFO ] [sig       ] Generating forecast for: YUMC
[2026-02-13T20:34:53.963774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2026-02-13T20:34:53.975598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2026-02-13T20:34:53.976171] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2026-02-13T20:34:53.977121] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2026-02-13T20:34:53.977172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:53.977203] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:53.977229] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:53.977284] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:54.036122] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:54.036938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:54.037023] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:54.037056] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:54.155371] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:54.155532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:54.155591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:54.155623] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:54.159122] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: UP (p=60.33%)
[2026-02-13T20:34:54.159410] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2026-02-13T20:34:54.159539] [INFO ] [sig       ] YUMC: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:54.300177] [INFO ] [LOCAL     ] Saved forecast: YUMC	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/YUMC.txt
[2026-02-13T20:34:54.300340] [INFO ] [sig       ] [3382/3406] Completed YUMC in 0.3s | 2.84 sym/s | Total: 19.8m | ETA: 8.4s
[2026-02-13T20:34:54.300380] [INFO ] [sig       ] [3383/3406] Forecasting Z...
[2026-02-13T20:34:54.300411] [INFO ] [sig       ] Generating forecast for: Z
[2026-02-13T20:34:54.300443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2026-02-13T20:34:54.310271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2026-02-13T20:34:54.310685] [INFO ] [FORECASTER] Starting predict_future for Z
[2026-02-13T20:34:54.311469] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2026-02-13T20:34:54.311522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:54.311554] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:54.311610] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:54.311671] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:54.371359] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:54.372257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:54.372342] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:54.372376] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:54.498985] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:54.499152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:54.499194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:54.499224] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:54.502689] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: DOWN (p=3.92%)
[2026-02-13T20:34:54.502977] [INFO ] [FORECASTER] Completed predict_future for Z
[2026-02-13T20:34:54.503111] [INFO ] [sig       ] Z: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:54.647068] [INFO ] [LOCAL     ] Saved forecast: Z	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/Z.txt
[2026-02-13T20:34:54.647208] [INFO ] [sig       ] [3383/3406] Completed Z in 0.3s | 2.84 sym/s | Total: 19.8m | ETA: 8.1s
[2026-02-13T20:34:54.647249] [INFO ] [sig       ] [3384/3406] Forecasting ZBH...
[2026-02-13T20:34:54.647278] [INFO ] [sig       ] Generating forecast for: ZBH
[2026-02-13T20:34:54.647309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2026-02-13T20:34:54.657278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2026-02-13T20:34:54.657637] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2026-02-13T20:34:54.658399] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2026-02-13T20:34:54.658450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:54.658481] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:54.658508] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:54.658563] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:54.721369] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:54.722503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:54.722611] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:54.722647] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:54.843255] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:54.843413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:54.843453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:54.843481] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:54.846959] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2026-02-13T20:34:54.847265] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2026-02-13T20:34:54.847399] [INFO ] [sig       ] ZBH: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:55.004618] [INFO ] [LOCAL     ] Saved forecast: ZBH	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ZBH.txt
[2026-02-13T20:34:55.004792] [INFO ] [sig       ] [3384/3406] Completed ZBH in 0.4s | 2.84 sym/s | Total: 19.8m | ETA: 7.7s
[2026-02-13T20:34:55.004832] [INFO ] [sig       ] [3385/3406] Forecasting ZBIO...
[2026-02-13T20:34:55.004861] [INFO ] [sig       ] Generating forecast for: ZBIO
[2026-02-13T20:34:55.004891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2026-02-13T20:34:55.015032] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2026-02-13T20:34:55.015460] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2026-02-13T20:34:55.016372] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2026-02-13T20:34:55.016426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:55.016460] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:55.016487] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:55.016543] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:55.074614] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:55.075506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:55.075630] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:55.075676] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:55.195945] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:55.196105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:55.196144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:55.196201] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:55.199685] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: UP (p=74.93%)
[2026-02-13T20:34:55.199993] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2026-02-13T20:34:55.200133] [INFO ] [sig       ] ZBIO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:55.341766] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ZBIO.txt
[2026-02-13T20:34:55.341929] [INFO ] [sig       ] [3385/3406] Completed ZBIO in 0.3s | 2.84 sym/s | Total: 19.8m | ETA: 7.4s
[2026-02-13T20:34:55.341970] [INFO ] [sig       ] [3386/3406] Forecasting ZBRA...
[2026-02-13T20:34:55.341999] [INFO ] [sig       ] Generating forecast for: ZBRA
[2026-02-13T20:34:55.342028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2026-02-13T20:34:55.353621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2026-02-13T20:34:55.354068] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2026-02-13T20:34:55.355302] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2026-02-13T20:34:55.355371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:55.355404] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:55.355432] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:55.355490] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:55.414792] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:55.415808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:55.415933] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:55.415968] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:55.551280] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:55.551443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:55.551483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:55.551511] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:55.555172] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: DOWN (p=1.74%)
[2026-02-13T20:34:55.555542] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2026-02-13T20:34:55.555716] [INFO ] [sig       ] ZBRA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:55.706530] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ZBRA.txt
[2026-02-13T20:34:55.706790] [INFO ] [sig       ] [3386/3406] Completed ZBRA in 0.4s | 2.84 sym/s | Total: 19.8m | ETA: 7.0s
[2026-02-13T20:34:55.706859] [INFO ] [sig       ] [3387/3406] Forecasting ZD...
[2026-02-13T20:34:55.706913] [INFO ] [sig       ] Generating forecast for: ZD
[2026-02-13T20:34:55.707158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2026-02-13T20:34:55.721273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2026-02-13T20:34:55.721763] [INFO ] [FORECASTER] Starting predict_future for ZD
[2026-02-13T20:34:55.722746] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2026-02-13T20:34:55.722807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:55.722846] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:55.722879] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:55.722953] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:55.786004] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:55.786878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:55.786967] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:55.787002] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:55.913254] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:55.913411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:55.913450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:55.913479] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:55.916940] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=98.70%)
[2026-02-13T20:34:55.917245] [INFO ] [FORECASTER] Completed predict_future for ZD
[2026-02-13T20:34:55.917382] [INFO ] [sig       ] ZD: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:56.056931] [INFO ] [LOCAL     ] Saved forecast: ZD	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ZD.txt
[2026-02-13T20:34:56.057064] [INFO ] [sig       ] [3387/3406] Completed ZD in 0.4s | 2.84 sym/s | Total: 19.9m | ETA: 6.7s
[2026-02-13T20:34:56.057104] [INFO ] [sig       ] [3388/3406] Forecasting ZEPP...
[2026-02-13T20:34:56.057133] [INFO ] [sig       ] Generating forecast for: ZEPP
[2026-02-13T20:34:56.057161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2026-02-13T20:34:56.066659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2026-02-13T20:34:56.067002] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2026-02-13T20:34:56.067814] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2026-02-13T20:34:56.067866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:56.067897] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:56.067924] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:56.067980] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:56.124378] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:56.125027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:56.125134] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:56.125167] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:56.236169] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:56.236308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:56.236347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:56.236376] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:56.239837] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=2.60%)
[2026-02-13T20:34:56.240113] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2026-02-13T20:34:56.240241] [INFO ] [sig       ] ZEPP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:56.381560] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ZEPP.txt
[2026-02-13T20:34:56.381706] [INFO ] [sig       ] [3388/3406] Completed ZEPP in 0.3s | 2.84 sym/s | Total: 19.9m | ETA: 6.3s
[2026-02-13T20:34:56.381746] [INFO ] [sig       ] [3389/3406] Forecasting ZETA...
[2026-02-13T20:34:56.381776] [INFO ] [sig       ] Generating forecast for: ZETA
[2026-02-13T20:34:56.381806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2026-02-13T20:34:56.391874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2026-02-13T20:34:56.392190] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2026-02-13T20:34:56.392988] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2026-02-13T20:34:56.393040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:56.393071] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:56.393097] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:56.393167] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:56.451140] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:56.451764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:56.451840] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:56.451873] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:56.570497] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:56.570655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:56.570696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:56.570724] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:56.574946] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: UP (p=60.76%)
[2026-02-13T20:34:56.575230] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2026-02-13T20:34:56.575361] [INFO ] [sig       ] ZETA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:56.716487] [INFO ] [LOCAL     ] Saved forecast: ZETA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ZETA.txt
[2026-02-13T20:34:56.716618] [INFO ] [sig       ] [3389/3406] Completed ZETA in 0.3s | 2.84 sym/s | Total: 19.9m | ETA: 6.0s
[2026-02-13T20:34:56.716659] [INFO ] [sig       ] [3390/3406] Forecasting ZGN...
[2026-02-13T20:34:56.716690] [INFO ] [sig       ] Generating forecast for: ZGN
[2026-02-13T20:34:56.716719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2026-02-13T20:34:56.727381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2026-02-13T20:34:56.727975] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2026-02-13T20:34:56.728838] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2026-02-13T20:34:56.728891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:56.728925] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:56.728952] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:56.729009] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:56.788667] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:56.789341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:56.789421] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:56.789453] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:56.912419] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:56.912586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:56.912631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:56.912666] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:56.916113] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=20.88%)
[2026-02-13T20:34:56.916389] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2026-02-13T20:34:56.916514] [INFO ] [sig       ] ZGN: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:57.055406] [INFO ] [LOCAL     ] Saved forecast: ZGN	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ZGN.txt
[2026-02-13T20:34:57.055516] [INFO ] [sig       ] [3390/3406] Completed ZGN in 0.3s | 2.84 sym/s | Total: 19.9m | ETA: 5.6s
[2026-02-13T20:34:57.055554] [INFO ] [sig       ] [3391/3406] Forecasting ZH...
[2026-02-13T20:34:57.055614] [INFO ] [sig       ] Generating forecast for: ZH
[2026-02-13T20:34:57.055653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2026-02-13T20:34:57.065823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2026-02-13T20:34:57.066143] [INFO ] [FORECASTER] Starting predict_future for ZH
[2026-02-13T20:34:57.066954] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2026-02-13T20:34:57.067020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:57.067053] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:57.067079] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:57.067134] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:57.125166] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:57.125844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:57.125922] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:57.125954] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:57.243497] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:57.243650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:57.243705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:57.243740] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:57.247072] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: UP (p=87.70%)
[2026-02-13T20:34:57.247346] [INFO ] [FORECASTER] Completed predict_future for ZH
[2026-02-13T20:34:57.247470] [INFO ] [sig       ] ZH: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:57.389033] [INFO ] [LOCAL     ] Saved forecast: ZH	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ZH.txt
[2026-02-13T20:34:57.389171] [INFO ] [sig       ] [3391/3406] Completed ZH in 0.3s | 2.84 sym/s | Total: 19.9m | ETA: 5.3s
[2026-02-13T20:34:57.389211] [INFO ] [sig       ] [3392/3406] Forecasting ZIM...
[2026-02-13T20:34:57.389243] [INFO ] [sig       ] Generating forecast for: ZIM
[2026-02-13T20:34:57.389273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2026-02-13T20:34:57.399686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2026-02-13T20:34:57.400017] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2026-02-13T20:34:57.401015] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2026-02-13T20:34:57.401067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:57.401101] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:57.401129] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:57.401187] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:57.461029] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:57.461673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:57.461755] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:57.461787] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:57.581035] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:57.581187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:57.581226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:57.581254] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:57.584688] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=18.40%)
[2026-02-13T20:34:57.584972] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2026-02-13T20:34:57.585097] [INFO ] [sig       ] ZIM: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:57.723293] [INFO ] [LOCAL     ] Saved forecast: ZIM	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ZIM.txt
[2026-02-13T20:34:57.723421] [INFO ] [sig       ] [3392/3406] Completed ZIM in 0.3s | 2.84 sym/s | Total: 19.9m | ETA: 4.9s
[2026-02-13T20:34:57.723460] [INFO ] [sig       ] [3393/3406] Forecasting ZION...
[2026-02-13T20:34:57.723491] [INFO ] [sig       ] Generating forecast for: ZION
[2026-02-13T20:34:57.723520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2026-02-13T20:34:57.733183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2026-02-13T20:34:57.733508] [INFO ] [FORECASTER] Starting predict_future for ZION
[2026-02-13T20:34:57.734295] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2026-02-13T20:34:57.734347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:57.734378] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:57.734404] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:57.734460] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:57.793028] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:57.793729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:57.793813] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:57.793847] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:57.926069] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:57.926233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:57.926272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:57.926300] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:57.929692] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2026-02-13T20:34:57.929967] [INFO ] [FORECASTER] Completed predict_future for ZION
[2026-02-13T20:34:57.930089] [INFO ] [sig       ] ZION: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:58.074956] [INFO ] [LOCAL     ] Saved forecast: ZION	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ZION.txt
[2026-02-13T20:34:58.075113] [INFO ] [sig       ] [3393/3406] Completed ZION in 0.4s | 2.84 sym/s | Total: 19.9m | ETA: 4.6s
[2026-02-13T20:34:58.075155] [INFO ] [sig       ] [3394/3406] Forecasting ZIP...
[2026-02-13T20:34:58.075184] [INFO ] [sig       ] Generating forecast for: ZIP
[2026-02-13T20:34:58.075214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2026-02-13T20:34:58.085773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2026-02-13T20:34:58.086138] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2026-02-13T20:34:58.086957] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2026-02-13T20:34:58.087010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:58.087042] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:58.087069] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:58.087126] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:58.145747] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:58.146623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:58.146707] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:58.146739] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:58.267728] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:58.267890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:58.267929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:58.267958] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:58.271494] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=4.84%)
[2026-02-13T20:34:58.271835] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2026-02-13T20:34:58.272161] [INFO ] [sig       ] ZIP: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:58.418036] [INFO ] [LOCAL     ] Saved forecast: ZIP	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ZIP.txt
[2026-02-13T20:34:58.418193] [INFO ] [sig       ] [3394/3406] Completed ZIP in 0.3s | 2.84 sym/s | Total: 19.9m | ETA: 4.2s
[2026-02-13T20:34:58.418238] [INFO ] [sig       ] [3395/3406] Forecasting ZLAB...
[2026-02-13T20:34:58.418269] [INFO ] [sig       ] Generating forecast for: ZLAB
[2026-02-13T20:34:58.418301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2026-02-13T20:34:58.428548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2026-02-13T20:34:58.428948] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2026-02-13T20:34:58.429954] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2026-02-13T20:34:58.430006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:58.430082] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:58.430111] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:58.430168] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:58.490676] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:58.491502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:58.491610] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:58.491648] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:58.617268] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:58.617419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:58.617458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:58.617486] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:58.620930] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: DOWN (p=48.94%)
[2026-02-13T20:34:58.621209] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2026-02-13T20:34:58.621335] [INFO ] [sig       ] ZLAB: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:58.762273] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ZLAB.txt
[2026-02-13T20:34:58.762398] [INFO ] [sig       ] [3395/3406] Completed ZLAB in 0.3s | 2.84 sym/s | Total: 19.9m | ETA: 3.9s
[2026-02-13T20:34:58.762437] [INFO ] [sig       ] [3396/3406] Forecasting ZM...
[2026-02-13T20:34:58.762467] [INFO ] [sig       ] Generating forecast for: ZM
[2026-02-13T20:34:58.762496] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2026-02-13T20:34:58.772440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2026-02-13T20:34:58.772792] [INFO ] [FORECASTER] Starting predict_future for ZM
[2026-02-13T20:34:58.773566] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2026-02-13T20:34:58.773643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:58.773675] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:58.773701] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:58.773757] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:58.831387] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:58.832018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:58.832097] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:58.832129] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:58.954615] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:58.954758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:58.954796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:58.954826] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:58.958248] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: UP (p=52.82%)
[2026-02-13T20:34:58.958553] [INFO ] [FORECASTER] Completed predict_future for ZM
[2026-02-13T20:34:58.958702] [INFO ] [sig       ] ZM: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:59.097311] [INFO ] [LOCAL     ] Saved forecast: ZM	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ZM.txt
[2026-02-13T20:34:59.097447] [INFO ] [sig       ] [3396/3406] Completed ZM in 0.3s | 2.84 sym/s | Total: 19.9m | ETA: 3.5s
[2026-02-13T20:34:59.097486] [INFO ] [sig       ] [3397/3406] Forecasting ZNTL...
[2026-02-13T20:34:59.097516] [INFO ] [sig       ] Generating forecast for: ZNTL
[2026-02-13T20:34:59.097546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2026-02-13T20:34:59.107565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2026-02-13T20:34:59.107964] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2026-02-13T20:34:59.108775] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2026-02-13T20:34:59.108826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:59.108858] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:59.108885] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:59.108941] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:59.165826] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:59.166740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:59.166840] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:59.166876] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:59.286128] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:59.286283] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:59.286321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:59.286348] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:59.290088] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=54.02%)
[2026-02-13T20:34:59.290379] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2026-02-13T20:34:59.290511] [INFO ] [sig       ] ZNTL: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:34:59.431476] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ZNTL.txt
[2026-02-13T20:34:59.431658] [INFO ] [sig       ] [3397/3406] Completed ZNTL in 0.3s | 2.84 sym/s | Total: 19.9m | ETA: 3.2s
[2026-02-13T20:34:59.431703] [INFO ] [sig       ] [3398/3406] Forecasting ZS...
[2026-02-13T20:34:59.431733] [INFO ] [sig       ] Generating forecast for: ZS
[2026-02-13T20:34:59.431764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2026-02-13T20:34:59.442075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2026-02-13T20:34:59.442392] [INFO ] [FORECASTER] Starting predict_future for ZS
[2026-02-13T20:34:59.443185] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2026-02-13T20:34:59.443238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:59.443270] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:59.443297] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:59.443354] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:59.500164] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:59.500836] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:59.500915] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:59.500947] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:59.623088] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:59.623244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:59.623302] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:59.623331] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:59.627998] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: DOWN (p=36.57%)
[2026-02-13T20:34:59.628286] [INFO ] [FORECASTER] Completed predict_future for ZS
[2026-02-13T20:34:59.628416] [INFO ] [sig       ] ZS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:34:59.770246] [INFO ] [LOCAL     ] Saved forecast: ZS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ZS.txt
[2026-02-13T20:34:59.770385] [INFO ] [sig       ] [3398/3406] Completed ZS in 0.3s | 2.84 sym/s | Total: 19.9m | ETA: 2.8s
[2026-02-13T20:34:59.770424] [INFO ] [sig       ] [3399/3406] Forecasting ZTO...
[2026-02-13T20:34:59.770453] [INFO ] [sig       ] Generating forecast for: ZTO
[2026-02-13T20:34:59.770483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2026-02-13T20:34:59.780267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2026-02-13T20:34:59.780609] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2026-02-13T20:34:59.781405] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2026-02-13T20:34:59.781456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:34:59.781488] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:34:59.781514] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:34:59.781587] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:34:59.838913] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:34:59.839780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:34:59.839861] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:34:59.839893] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:34:59.959517] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:34:59.959693] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:34:59.959739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:34:59.959767] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:34:59.963136] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: UP (p=60.55%)
[2026-02-13T20:34:59.963412] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2026-02-13T20:34:59.963535] [INFO ] [sig       ] ZTO: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:35:00.102399] [INFO ] [LOCAL     ] Saved forecast: ZTO	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ZTO.txt
[2026-02-13T20:35:00.102551] [INFO ] [sig       ] [3399/3406] Completed ZTO in 0.3s | 2.84 sym/s | Total: 19.9m | ETA: 2.5s
[2026-02-13T20:35:00.102611] [INFO ] [sig       ] [3400/3406] Forecasting ZTS...
[2026-02-13T20:35:00.102644] [INFO ] [sig       ] Generating forecast for: ZTS
[2026-02-13T20:35:00.102673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2026-02-13T20:35:00.113350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2026-02-13T20:35:00.113756] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2026-02-13T20:35:00.114645] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2026-02-13T20:35:00.114710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:35:00.114749] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:35:00.114782] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:35:00.114849] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:35:00.173184] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:35:00.174076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:35:00.174176] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:35:00.174211] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:35:00.295148] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:35:00.295270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:35:00.295309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:35:00.295337] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:35:00.298817] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: DOWN (p=18.18%)
[2026-02-13T20:35:00.299117] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2026-02-13T20:35:00.299246] [INFO ] [sig       ] ZTS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:35:00.444318] [INFO ] [LOCAL     ] Saved forecast: ZTS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ZTS.txt
[2026-02-13T20:35:00.444477] [INFO ] [sig       ] [3400/3406] Completed ZTS in 0.3s | 2.84 sym/s | Total: 19.9m | ETA: 2.1s
[2026-02-13T20:35:00.444519] [INFO ] [sig       ] [3401/3406] Forecasting ZUMZ...
[2026-02-13T20:35:00.444550] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2026-02-13T20:35:00.444600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2026-02-13T20:35:00.455464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2026-02-13T20:35:00.455874] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2026-02-13T20:35:00.456946] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2026-02-13T20:35:00.457186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:35:00.457219] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:35:00.457247] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:35:00.457304] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:35:00.516088] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:35:00.516918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:35:00.517004] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:35:00.517039] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:35:00.641233] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:35:00.641350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:35:00.641389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:35:00.641416] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:35:00.644896] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2026-02-13T20:35:00.645197] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2026-02-13T20:35:00.645331] [INFO ] [sig       ] ZUMZ: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:35:00.791644] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ZUMZ.txt
[2026-02-13T20:35:00.791822] [INFO ] [sig       ] [3401/3406] Completed ZUMZ in 0.3s | 2.84 sym/s | Total: 19.9m | ETA: 1.8s
[2026-02-13T20:35:00.791866] [INFO ] [sig       ] [3402/3406] Forecasting ZURA...
[2026-02-13T20:35:00.791895] [INFO ] [sig       ] Generating forecast for: ZURA
[2026-02-13T20:35:00.791933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2026-02-13T20:35:00.803729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2026-02-13T20:35:00.804162] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2026-02-13T20:35:00.805223] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2026-02-13T20:35:00.805281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:35:00.805333] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:35:00.805374] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:35:00.805477] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:35:00.883349] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:35:00.884304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:35:00.884428] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:35:00.884475] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:35:01.028463] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:35:01.028621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:35:01.028661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:35:01.028691] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:35:01.032217] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: DOWN (p=19.91%)
[2026-02-13T20:35:01.032495] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2026-02-13T20:35:01.032641] [INFO ] [sig       ] ZURA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:35:01.173022] [INFO ] [LOCAL     ] Saved forecast: ZURA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ZURA.txt
[2026-02-13T20:35:01.173360] [INFO ] [sig       ] [3402/3406] Completed ZURA in 0.4s | 2.84 sym/s | Total: 19.9m | ETA: 1.4s
[2026-02-13T20:35:01.173411] [INFO ] [sig       ] [3403/3406] Forecasting ZVIA...
[2026-02-13T20:35:01.173443] [INFO ] [sig       ] Generating forecast for: ZVIA
[2026-02-13T20:35:01.173473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2026-02-13T20:35:01.185066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2026-02-13T20:35:01.185422] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2026-02-13T20:35:01.186247] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2026-02-13T20:35:01.186300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:35:01.186331] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:35:01.186358] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:35:01.186414] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:35:01.245311] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:35:01.246218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:35:01.246303] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:35:01.246336] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:35:01.374030] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:35:01.374202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:35:01.374241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:35:01.374269] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:35:01.377855] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=20.84%)
[2026-02-13T20:35:01.378155] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2026-02-13T20:35:01.378287] [INFO ] [sig       ] ZVIA: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:35:01.521419] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ZVIA.txt
[2026-02-13T20:35:01.521605] [INFO ] [sig       ] [3403/3406] Completed ZVIA in 0.3s | 2.84 sym/s | Total: 19.9m | ETA: 1.1s
[2026-02-13T20:35:01.521662] [INFO ] [sig       ] [3404/3406] Forecasting ZVRA...
[2026-02-13T20:35:01.521696] [INFO ] [sig       ] Generating forecast for: ZVRA
[2026-02-13T20:35:01.521725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2026-02-13T20:35:01.531618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2026-02-13T20:35:01.532033] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2026-02-13T20:35:01.532843] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2026-02-13T20:35:01.532895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:35:01.532927] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:35:01.532953] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:35:01.533009] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:35:01.594434] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:35:01.595384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:35:01.595491] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:35:01.595525] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:35:01.716218] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:35:01.716384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:35:01.716425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:35:01.716454] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:35:01.720226] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=99.21%)
[2026-02-13T20:35:01.720602] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2026-02-13T20:35:01.720751] [INFO ] [sig       ] ZVRA: Forecast for 2026-02-13: UP (sign=1.00)
[2026-02-13T20:35:01.859278] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2026-02-17	1 -> ./output/forecasts/individual/2026-02-17/ZVRA.txt
[2026-02-13T20:35:01.859415] [INFO ] [sig       ] [3404/3406] Completed ZVRA in 0.3s | 2.84 sym/s | Total: 20.0m | ETA: 0.7s
[2026-02-13T20:35:01.859454] [INFO ] [sig       ] [3405/3406] Forecasting ZWS...
[2026-02-13T20:35:01.859484] [INFO ] [sig       ] Generating forecast for: ZWS
[2026-02-13T20:35:01.859514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2026-02-13T20:35:01.869662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2026-02-13T20:35:01.869993] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2026-02-13T20:35:01.870813] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2026-02-13T20:35:01.870876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:35:01.870910] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:35:01.870938] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:35:01.870994] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:35:01.927980] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:35:01.928883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:35:01.929026] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:35:01.929060] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:35:02.068069] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:35:02.068243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:35:02.068284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:35:02.068314] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:35:02.072131] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2026-02-13T20:35:02.072447] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2026-02-13T20:35:02.072770] [INFO ] [sig       ] ZWS: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:35:02.280462] [INFO ] [LOCAL     ] Saved forecast: ZWS	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ZWS.txt
[2026-02-13T20:35:02.280654] [INFO ] [sig       ] [3405/3406] Completed ZWS in 0.4s | 2.84 sym/s | Total: 20.0m | ETA: 0.4s
[2026-02-13T20:35:02.280697] [INFO ] [sig       ] [3406/3406] Forecasting ZYME...
[2026-02-13T20:35:02.280735] [INFO ] [sig       ] Generating forecast for: ZYME
[2026-02-13T20:35:02.280770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2026-02-13T20:35:02.291648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2026-02-13T20:35:02.292052] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2026-02-13T20:35:02.292851] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2026-02-13T20:35:02.292903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2026-02-13T20:35:02.292935] [DEBUG] [FORECASTER] Starting train method
[2026-02-13T20:35:02.292962] [DEBUG] [FORECASTER] Extracting feature columns
[2026-02-13T20:35:02.293019] [DEBUG] [FORECASTER] Creating target_sign column
[2026-02-13T20:35:02.353764] [DEBUG] [FORECASTER] Completed target_sign creation
[2026-02-13T20:35:02.354875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2026-02-13T20:35:02.354959] [DEBUG] [FORECASTER] XGBClassifier created
[2026-02-13T20:35:02.354991] [DEBUG] [FORECASTER] Starting model.fit
[2026-02-13T20:35:02.478180] [DEBUG] [FORECASTER] Completed model.fit
[2026-02-13T20:35:02.478341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2026-02-13T20:35:02.478381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2026-02-13T20:35:02.478409] [INFO ] [FORECASTER] Training complete
[2026-02-13T20:35:02.481943] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=2.89%)
[2026-02-13T20:35:02.482235] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2026-02-13T20:35:02.482370] [INFO ] [sig       ] ZYME: Forecast for 2026-02-13: DOWN (sign=0.00)
[2026-02-13T20:35:02.622858] [INFO ] [LOCAL     ] Saved forecast: ZYME	2026-02-17	0 -> ./output/forecasts/individual/2026-02-17/ZYME.txt
[2026-02-13T20:35:02.623010] [INFO ] [sig       ] [3406/3406] Completed ZYME in 0.3s | 2.84 sym/s | Total: 20.0m | ETA: 0.0s
[2026-02-13T20:35:02.623049] [INFO ] [sig       ] ==================================================
[2026-02-13T20:35:02.623079] [INFO ] [sig       ] Forecasts complete: 3406/3406 symbols succeeded
[2026-02-13T20:35:02.623109] [INFO ] [sig       ] Automatically generating consolidated reports...
[2026-02-13T20:35:02.623135] [INFO ] [sig       ] Generating consolidated forecast reports
[2026-02-13T20:35:02.624295] [INFO ] [sig       ] Found 86 forecast dates to process
[2026-02-13T20:35:02.624343] [INFO ] [sig       ] [1/86] Processing report for 2025-10-10...
[2026-02-13T20:35:02.624380] [INFO ] [sig       ] [1/86] Report for 2025-10-10 already exists, skipping...
[2026-02-13T20:35:02.624408] [INFO ] [sig       ] [2/86] Processing report for 2025-10-13...
[2026-02-13T20:35:02.624632] [INFO ] [sig       ] [2/86] Report for 2025-10-13 already exists, skipping...
[2026-02-13T20:35:02.624663] [INFO ] [sig       ] [3/86] Processing report for 2025-10-14...
[2026-02-13T20:35:02.624695] [INFO ] [sig       ] [3/86] Report for 2025-10-14 already exists, skipping...
[2026-02-13T20:35:02.624722] [INFO ] [sig       ] [4/86] Processing report for 2025-10-15...
[2026-02-13T20:35:02.624753] [INFO ] [sig       ] [4/86] Report for 2025-10-15 already exists, skipping...
[2026-02-13T20:35:02.624778] [INFO ] [sig       ] [5/86] Processing report for 2025-10-16...
[2026-02-13T20:35:02.624808] [INFO ] [sig       ] [5/86] Report for 2025-10-16 already exists, skipping...
[2026-02-13T20:35:02.624832] [INFO ] [sig       ] [6/86] Processing report for 2025-10-17...
[2026-02-13T20:35:02.624862] [INFO ] [sig       ] [6/86] Report for 2025-10-17 already exists, skipping...
[2026-02-13T20:35:02.624887] [INFO ] [sig       ] [7/86] Processing report for 2025-10-20...
[2026-02-13T20:35:02.624916] [INFO ] [sig       ] [7/86] Report for 2025-10-20 already exists, skipping...
[2026-02-13T20:35:02.624940] [INFO ] [sig       ] [8/86] Processing report for 2025-10-21...
[2026-02-13T20:35:02.624984] [INFO ] [sig       ] [8/86] Report for 2025-10-21 already exists, skipping...
[2026-02-13T20:35:02.625018] [INFO ] [sig       ] [9/86] Processing report for 2025-10-22...
[2026-02-13T20:35:02.625054] [INFO ] [sig       ] [9/86] Report for 2025-10-22 already exists, skipping...
[2026-02-13T20:35:02.625084] [INFO ] [sig       ] [10/86] Processing report for 2025-10-23...
[2026-02-13T20:35:02.625121] [INFO ] [sig       ] [10/86] Report for 2025-10-23 already exists, skipping...
[2026-02-13T20:35:02.625151] [INFO ] [sig       ] [11/86] Processing report for 2025-10-24...
[2026-02-13T20:35:02.625186] [INFO ] [sig       ] [11/86] Report for 2025-10-24 already exists, skipping...
[2026-02-13T20:35:02.625210] [INFO ] [sig       ] [12/86] Processing report for 2025-10-27...
[2026-02-13T20:35:02.625245] [INFO ] [sig       ] [12/86] Report for 2025-10-27 already exists, skipping...
[2026-02-13T20:35:02.625272] [INFO ] [sig       ] [13/86] Processing report for 2025-10-28...
[2026-02-13T20:35:02.625308] [INFO ] [sig       ] [13/86] Report for 2025-10-28 already exists, skipping...
[2026-02-13T20:35:02.625335] [INFO ] [sig       ] [14/86] Processing report for 2025-10-30...
[2026-02-13T20:35:02.625503] [INFO ] [sig       ] [14/86] Report for 2025-10-30 already exists, skipping...
[2026-02-13T20:35:02.625527] [INFO ] [sig       ] [15/86] Processing report for 2025-10-31...
[2026-02-13T20:35:02.625556] [INFO ] [sig       ] [15/86] Report for 2025-10-31 already exists, skipping...
[2026-02-13T20:35:02.625597] [INFO ] [sig       ] [16/86] Processing report for 2025-11-03...
[2026-02-13T20:35:02.625629] [INFO ] [sig       ] [16/86] Report for 2025-11-03 already exists, skipping...
[2026-02-13T20:35:02.625653] [INFO ] [sig       ] [17/86] Processing report for 2025-11-04...
[2026-02-13T20:35:02.625682] [INFO ] [sig       ] [17/86] Report for 2025-11-04 already exists, skipping...
[2026-02-13T20:35:02.625707] [INFO ] [sig       ] [18/86] Processing report for 2025-11-05...
[2026-02-13T20:35:02.625737] [INFO ] [sig       ] [18/86] Report for 2025-11-05 already exists, skipping...
[2026-02-13T20:35:02.625762] [INFO ] [sig       ] [19/86] Processing report for 2025-11-06...
[2026-02-13T20:35:02.625791] [INFO ] [sig       ] [19/86] Report for 2025-11-06 already exists, skipping...
[2026-02-13T20:35:02.625847] [INFO ] [sig       ] [20/86] Processing report for 2025-11-07...
[2026-02-13T20:35:02.625879] [INFO ] [sig       ] [20/86] Report for 2025-11-07 already exists, skipping...
[2026-02-13T20:35:02.625904] [INFO ] [sig       ] [21/86] Processing report for 2025-11-10...
[2026-02-13T20:35:02.625933] [INFO ] [sig       ] [21/86] Report for 2025-11-10 already exists, skipping...
[2026-02-13T20:35:02.625958] [INFO ] [sig       ] [22/86] Processing report for 2025-11-11...
[2026-02-13T20:35:02.625988] [INFO ] [sig       ] [22/86] Report for 2025-11-11 already exists, skipping...
[2026-02-13T20:35:02.626012] [INFO ] [sig       ] [23/86] Processing report for 2025-11-12...
[2026-02-13T20:35:02.626232] [INFO ] [sig       ] [23/86] Report for 2025-11-12 already exists, skipping...
[2026-02-13T20:35:02.626257] [INFO ] [sig       ] [24/86] Processing report for 2025-11-13...
[2026-02-13T20:35:02.626286] [INFO ] [sig       ] [24/86] Report for 2025-11-13 already exists, skipping...
[2026-02-13T20:35:02.626311] [INFO ] [sig       ] [25/86] Processing report for 2025-11-17...
[2026-02-13T20:35:02.626340] [INFO ] [sig       ] [25/86] Report for 2025-11-17 already exists, skipping...
[2026-02-13T20:35:02.626365] [INFO ] [sig       ] [26/86] Processing report for 2025-11-18...
[2026-02-13T20:35:02.626394] [INFO ] [sig       ] [26/86] Report for 2025-11-18 already exists, skipping...
[2026-02-13T20:35:02.626419] [INFO ] [sig       ] [27/86] Processing report for 2025-11-19...
[2026-02-13T20:35:02.626449] [INFO ] [sig       ] [27/86] Report for 2025-11-19 already exists, skipping...
[2026-02-13T20:35:02.626474] [INFO ] [sig       ] [28/86] Processing report for 2025-11-20...
[2026-02-13T20:35:02.626503] [INFO ] [sig       ] [28/86] Report for 2025-11-20 already exists, skipping...
[2026-02-13T20:35:02.626533] [INFO ] [sig       ] [29/86] Processing report for 2025-11-21...
[2026-02-13T20:35:02.626563] [INFO ] [sig       ] [29/86] Report for 2025-11-21 already exists, skipping...
[2026-02-13T20:35:02.626607] [INFO ] [sig       ] [30/86] Processing report for 2025-11-24...
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[2026-02-13T20:35:02.626663] [INFO ] [sig       ] [31/86] Processing report for 2025-11-25...
[2026-02-13T20:35:02.626692] [INFO ] [sig       ] [31/86] Report for 2025-11-25 already exists, skipping...
[2026-02-13T20:35:02.626718] [INFO ] [sig       ] [32/86] Processing report for 2025-11-26...
[2026-02-13T20:35:02.626754] [INFO ] [sig       ] [32/86] Report for 2025-11-26 already exists, skipping...
[2026-02-13T20:35:02.626785] [INFO ] [sig       ] [33/86] Processing report for 2025-11-28...
[2026-02-13T20:35:02.626821] [INFO ] [sig       ] [33/86] Report for 2025-11-28 already exists, skipping...
[2026-02-13T20:35:02.626852] [INFO ] [sig       ] [34/86] Processing report for 2025-12-01...
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[2026-02-13T20:35:02.626924] [INFO ] [sig       ] [35/86] Processing report for 2025-12-02...
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[2026-02-13T20:35:02.627032] [INFO ] [sig       ] [37/86] Processing report for 2025-12-04...
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[2026-02-13T20:35:02.627095] [INFO ] [sig       ] [38/86] Processing report for 2025-12-05...
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[2026-02-13T20:35:02.627150] [INFO ] [sig       ] [39/86] Processing report for 2025-12-08...
[2026-02-13T20:35:02.627180] [INFO ] [sig       ] [39/86] Report for 2025-12-08 already exists, skipping...
[2026-02-13T20:35:02.627205] [INFO ] [sig       ] [40/86] Processing report for 2025-12-09...
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[2026-02-13T20:35:02.627312] [INFO ] [sig       ] [42/86] Processing report for 2025-12-11...
[2026-02-13T20:35:02.627342] [INFO ] [sig       ] [42/86] Report for 2025-12-11 already exists, skipping...
[2026-02-13T20:35:02.627367] [INFO ] [sig       ] [43/86] Processing report for 2025-12-12...
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[2026-02-13T20:35:02.627433] [INFO ] [sig       ] [44/86] Processing report for 2025-12-15...
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[2026-02-13T20:35:02.627487] [INFO ] [sig       ] [45/86] Processing report for 2025-12-16...
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[2026-02-13T20:35:02.627631] [INFO ] [sig       ] [47/86] Processing report for 2025-12-18...
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[2026-02-13T20:35:03.120887] [DEBUG] [LOCAL     ] Loaded configuration for GATX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.121255] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.121562] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.121875] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.122139] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.122429] [DEBUG] [LOCAL     ] Loaded configuration for PFL: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.122697] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.122936] [DEBUG] [LOCAL     ] Loaded configuration for PWP: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.123172] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.123407] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.123691] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.123954] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.124351] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.124600] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.124962] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.125314] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.125424] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.125745] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.126033] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.126340] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.126600] [DEBUG] [LOCAL     ] Loaded configuration for NGNE: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.126899] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.127163] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.127406] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.127729] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.127998] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.128389] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.128691] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.129030] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.129297] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.129601] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.129891] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.130212] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.130594] [DEBUG] [LOCAL     ] Loaded configuration for SKYY: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.130912] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.131233] [DEBUG] [LOCAL     ] Loaded configuration for LEG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.131486] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.131772] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.132073] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.132389] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.132636] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.132892] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.133179] [DEBUG] [LOCAL     ] Loaded configuration for ABUS: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.133444] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.133700] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.133977] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.134268] [DEBUG] [LOCAL     ] Loaded configuration for LEO: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.134536] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.134817] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.134901] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.135136] [DEBUG] [LOCAL     ] Loaded configuration for PEP: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.135381] [DEBUG] [LOCAL     ] Loaded configuration for KKRS: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.135687] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.135928] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.136177] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.136424] [DEBUG] [LOCAL     ] Loaded configuration for NXG: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.136671] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.136946] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.137208] [DEBUG] [LOCAL     ] Loaded configuration for ASND: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.137454] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.137753] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.138111] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.138384] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.138637] [DEBUG] [LOCAL     ] Loaded configuration for CMRE: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.138945] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.139218] [DEBUG] [LOCAL     ] Loaded configuration for LPL: 3 features, 50.0% accuracy
[2026-02-13T20:35:03.139518] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.139816] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.140119] [DEBUG] [LOCAL     ] Loaded configuration for ACP: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.140364] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.140616] [DEBUG] [LOCAL     ] Loaded configuration for SCL: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.141379] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.141631] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.141885] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.142758] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.143035] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.143310] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.143561] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.143841] [DEBUG] [LOCAL     ] Loaded configuration for GL: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.144128] [DEBUG] [LOCAL     ] Loaded configuration for NQP: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.144381] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.144632] [DEBUG] [LOCAL     ] Loaded configuration for KURA: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.144907] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.145153] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.145418] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.145670] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.147034] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.147322] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.147627] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.147909] [DEBUG] [LOCAL     ] Loaded configuration for BGY: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.148173] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.148445] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.148700] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.149011] [DEBUG] [LOCAL     ] Loaded configuration for CCRN: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.149313] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.149614] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.149973] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.150247] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.150505] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.150779] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.151086] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.151339] [DEBUG] [LOCAL     ] Loaded configuration for FOLD: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.151619] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.151905] [DEBUG] [LOCAL     ] Loaded configuration for CTMX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.152211] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.153206] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.153512] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.153844] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.153967] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.154321] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.154606] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.154908] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.155208] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.155505] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.155806] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.156093] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.156422] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.156696] [DEBUG] [LOCAL     ] Loaded configuration for AAPD: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.157515] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.157936] [DEBUG] [LOCAL     ] Loaded configuration for APOG: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.158203] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.158454] [DEBUG] [LOCAL     ] Loaded configuration for CATO: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.158717] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2026-02-13T20:35:03.158978] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.159228] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.159465] [DEBUG] [LOCAL     ] Loaded configuration for SOUN: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.159709] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.159961] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.160262] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.160503] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.160780] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.161017] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.161296] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.161599] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2026-02-13T20:35:03.161833] [DEBUG] [LOCAL     ] Loaded configuration for SXC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.162081] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.162316] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.162542] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.162808] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.163084] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.163322] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.163561] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.163833] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.164116] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.164373] [DEBUG] [LOCAL     ] Loaded configuration for FRME: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.164613] [DEBUG] [LOCAL     ] Loaded configuration for OBK: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.164867] [DEBUG] [LOCAL     ] Loaded configuration for OABI: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.165104] [DEBUG] [LOCAL     ] Loaded configuration for CTRA: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.165344] [DEBUG] [LOCAL     ] Loaded configuration for PHK: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.165600] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.165837] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.166123] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.166374] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.166611] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.166862] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.167095] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.167370] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.167635] [DEBUG] [LOCAL     ] Loaded configuration for LQDA: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.167929] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.168258] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.168528] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.168790] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.169041] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.169291] [DEBUG] [LOCAL     ] Loaded configuration for TSN: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.169521] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.169851] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.170154] [DEBUG] [LOCAL     ] Loaded configuration for ANGI: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.170452] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.170699] [DEBUG] [LOCAL     ] Loaded configuration for MYGN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.171029] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.171262] [DEBUG] [LOCAL     ] Loaded configuration for GPRE: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.171502] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.172493] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.172784] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.173065] [DEBUG] [LOCAL     ] Loaded configuration for EIC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.173353] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.173620] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.173901] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.174350] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.174671] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.174947] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.175402] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.175709] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.176019] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.176348] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.176609] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.176866] [DEBUG] [LOCAL     ] Loaded configuration for CCK: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.177151] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.177233] [DEBUG] [LOCAL     ] Loaded configuration for PFF: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.177698] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.177960] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.178190] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.178421] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.178798] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.179160] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.179406] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.179670] [DEBUG] [LOCAL     ] Loaded configuration for ACON: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.179929] [DEBUG] [LOCAL     ] Loaded configuration for LMBS: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.180249] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.180513] [DEBUG] [LOCAL     ] Loaded configuration for COFS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.180799] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.181227] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.181539] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.181933] [DEBUG] [LOCAL     ] Loaded configuration for AFRM: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.183111] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.183405] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.183734] [DEBUG] [LOCAL     ] Loaded configuration for TMCI: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.184072] [DEBUG] [LOCAL     ] Loaded configuration for DX: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.184371] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.184649] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.184975] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.185246] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.185536] [DEBUG] [LOCAL     ] Loaded configuration for BNJ: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.185834] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.186124] [DEBUG] [LOCAL     ] Loaded configuration for CECO: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.186434] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.186764] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.187032] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.187304] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.187619] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.187709] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.187993] [DEBUG] [LOCAL     ] Loaded configuration for CODA: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.188297] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.188606] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.188881] [DEBUG] [LOCAL     ] Loaded configuration for VTEX: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.189156] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.189434] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.189757] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.190068] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.190404] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.190681] [DEBUG] [LOCAL     ] Loaded configuration for CTNM: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.190936] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.191218] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.191541] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.191802] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.192265] [DEBUG] [LOCAL     ] Loaded configuration for EDAP: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.192566] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.192892] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.193943] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.194221] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.194511] [DEBUG] [LOCAL     ] Loaded configuration for ASPS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.194809] [DEBUG] [LOCAL     ] Loaded configuration for ALXO: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.195106] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.196135] [DEBUG] [LOCAL     ] Loaded configuration for BG: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.196431] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.196713] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.196990] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.197269] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.197569] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.197905] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.198167] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.198425] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.198708] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.198977] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.199241] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.199487] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.199733] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.200074] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.200381] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.200629] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.200872] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.201126] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.201399] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.201491] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.201747] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2026-02-13T20:35:03.202015] [DEBUG] [LOCAL     ] Loaded configuration for CRH: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.202259] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.202341] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.202595] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.202859] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.203128] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.203403] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.203709] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.203948] [DEBUG] [LOCAL     ] Loaded configuration for BIPH: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.204194] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.204630] [DEBUG] [LOCAL     ] Loaded configuration for BLBD: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.204887] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.205164] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.205456] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.205783] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.206070] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.206451] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.207379] [DEBUG] [LOCAL     ] Loaded configuration for ACHC: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.208538] [DEBUG] [LOCAL     ] Loaded configuration for HLF: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.208852] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.209206] [DEBUG] [LOCAL     ] Loaded configuration for BDN: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.209476] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.209735] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.210050] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.210514] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.210799] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2026-02-13T20:35:03.211052] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.211297] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.211591] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.211862] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.212119] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.212430] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.212678] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.212921] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.213954] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.214299] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.214606] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.214891] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.215204] [DEBUG] [LOCAL     ] Loaded configuration for SNY: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.215457] [DEBUG] [LOCAL     ] Loaded configuration for GWRS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.215720] [DEBUG] [LOCAL     ] Loaded configuration for PSTG: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.215974] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.216224] [DEBUG] [LOCAL     ] Loaded configuration for ALEX: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.216484] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.216729] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.216990] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.217250] [DEBUG] [LOCAL     ] Loaded configuration for VEL: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.217508] [DEBUG] [LOCAL     ] Loaded configuration for PFM: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.217853] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.218104] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.218401] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.218700] [DEBUG] [LOCAL     ] Loaded configuration for VERX: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.218977] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.219228] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.219474] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.219746] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.220064] [DEBUG] [LOCAL     ] Loaded configuration for EVC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.220323] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.220648] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.220896] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.221157] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.221410] [DEBUG] [LOCAL     ] Loaded configuration for BBD: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.221674] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.221932] [DEBUG] [LOCAL     ] Loaded configuration for ESTA: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.222241] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.222534] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.222823] [DEBUG] [LOCAL     ] Loaded configuration for EDN: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.223070] [DEBUG] [LOCAL     ] Loaded configuration for SPCE: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.223330] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.223567] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.223832] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.224097] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.224391] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.224635] [DEBUG] [LOCAL     ] Loaded configuration for KIDS: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.224911] [DEBUG] [LOCAL     ] Loaded configuration for GTES: 7 features, 90.0% accuracy
[2026-02-13T20:35:03.225176] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.225427] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.225684] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.226000] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.226310] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.226600] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.226882] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.227179] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.227428] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.227710] [DEBUG] [LOCAL     ] Loaded configuration for ANF: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.227970] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.228214] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.228462] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.228755] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.229026] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.229513] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.229826] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.230145] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.230389] [DEBUG] [LOCAL     ] Loaded configuration for MEDP: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.230650] [DEBUG] [LOCAL     ] Loaded configuration for BWB: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.230955] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.231045] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.231270] [DEBUG] [LOCAL     ] Loaded configuration for ABG: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.231611] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.231862] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.232122] [DEBUG] [LOCAL     ] Loaded configuration for DRD: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.232384] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.232625] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.232868] [DEBUG] [LOCAL     ] Loaded configuration for FNB: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.233162] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.233419] [DEBUG] [LOCAL     ] Loaded configuration for CCD: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.233685] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.233929] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2026-02-13T20:35:03.234238] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.234482] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.234728] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.234976] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.235223] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.235462] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.235823] [DEBUG] [LOCAL     ] Loaded configuration for HESM: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.236077] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.236352] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.236620] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.236869] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.237116] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.237354] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.237678] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.237928] [DEBUG] [LOCAL     ] Loaded configuration for ORC: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.238193] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.238499] [DEBUG] [LOCAL     ] Loaded configuration for BTI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.238788] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.239217] [DEBUG] [LOCAL     ] Loaded configuration for BBVA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.239463] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.239730] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.239985] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.240242] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.240489] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.240751] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.240990] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.241249] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.241488] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.241747] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.242004] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.242248] [DEBUG] [LOCAL     ] Loaded configuration for ABVX: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.242650] [DEBUG] [LOCAL     ] Loaded configuration for KSPI: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.243104] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.243540] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.244094] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.244406] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.244700] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.244985] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.245291] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.245596] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.245916] [DEBUG] [LOCAL     ] Loaded configuration for BCSF: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.246222] [DEBUG] [LOCAL     ] Loaded configuration for GAMB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.246496] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.246798] [DEBUG] [LOCAL     ] Loaded configuration for AES: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.247057] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.247359] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.247685] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.247948] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.248209] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.248526] [DEBUG] [LOCAL     ] Loaded configuration for QLYS: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.248814] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.249130] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.249403] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.249709] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.249959] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.250207] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.250453] [DEBUG] [LOCAL     ] Loaded configuration for QS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.250710] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.250974] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.251382] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.251654] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.251937] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.252243] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.252491] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.252744] [DEBUG] [LOCAL     ] Loaded configuration for GDYN: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.252996] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.253276] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.253545] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.253853] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.254378] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.254641] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.254938] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.255204] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.255462] [DEBUG] [LOCAL     ] Loaded configuration for CSGS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.256286] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.256608] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.256882] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.257149] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.257420] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.257745] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.258033] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.258290] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.258544] [DEBUG] [LOCAL     ] Loaded configuration for TBRG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.258903] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.259170] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.259419] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.259673] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.259932] [DEBUG] [LOCAL     ] Loaded configuration for AB: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.260190] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.260444] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.260755] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.261031] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.261334] [DEBUG] [LOCAL     ] Loaded configuration for SPXX: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.261607] [DEBUG] [LOCAL     ] Loaded configuration for CELZ: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.261888] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.262161] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.262412] [DEBUG] [LOCAL     ] Loaded configuration for SMTI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.262686] [DEBUG] [LOCAL     ] Loaded configuration for PACK: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.262949] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.263276] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.263539] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.263959] [DEBUG] [LOCAL     ] Loaded configuration for SOPH: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.264359] [DEBUG] [LOCAL     ] Loaded configuration for PAX: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.264733] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.265075] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.265337] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.265656] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.265911] [DEBUG] [LOCAL     ] Loaded configuration for ENVB: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.266173] [DEBUG] [LOCAL     ] Loaded configuration for STSS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.266430] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.266678] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.266955] [DEBUG] [LOCAL     ] Loaded configuration for FCBC: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.267199] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.267507] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.267868] [DEBUG] [LOCAL     ] Loaded configuration for CPRI: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.268125] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.268387] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.268680] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.269381] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.269688] [DEBUG] [LOCAL     ] Loaded configuration for TRNS: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.269976] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.270248] [DEBUG] [LOCAL     ] Loaded configuration for CAAP: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.270553] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.270855] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.271105] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.271354] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.271598] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2026-02-13T20:35:03.271862] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.272116] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.272364] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2026-02-13T20:35:03.272796] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.273053] [DEBUG] [LOCAL     ] Loaded configuration for SHO: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.273306] [DEBUG] [LOCAL     ] Loaded configuration for BELFA: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.273742] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.274067] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.274423] [DEBUG] [LOCAL     ] Loaded configuration for ADUS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.274748] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.275075] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.275344] [DEBUG] [LOCAL     ] Loaded configuration for FMX: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.275623] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.275923] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.276170] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.276431] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.276676] [DEBUG] [LOCAL     ] Loaded configuration for ROE: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.276924] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.277897] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.278176] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.278446] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.278721] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.279010] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.279267] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.279514] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.279791] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.280078] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.280384] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.280632] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.280723] [DEBUG] [LOCAL     ] Loaded configuration for FMHI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.281012] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.281306] [DEBUG] [LOCAL     ] Loaded configuration for QMOM: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.281551] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.281837] [DEBUG] [LOCAL     ] Loaded configuration for GGLL: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.282079] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.282331] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.283406] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.283687] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.284398] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.284717] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.284973] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.285282] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.285611] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.285877] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.286189] [DEBUG] [LOCAL     ] Loaded configuration for AM: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.286443] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.286714] [DEBUG] [LOCAL     ] Loaded configuration for BABX: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.287015] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.287311] [DEBUG] [LOCAL     ] Loaded configuration for STBA: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.287559] [DEBUG] [LOCAL     ] Loaded configuration for ALTI: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.287919] [DEBUG] [LOCAL     ] Loaded configuration for PCVX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.288166] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.288417] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.288664] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.288928] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.289236] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.289498] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.289829] [DEBUG] [LOCAL     ] Loaded configuration for SRAD: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.290091] [DEBUG] [LOCAL     ] Loaded configuration for FELE: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.290339] [DEBUG] [LOCAL     ] Loaded configuration for NOA: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.290603] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.290851] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.291098] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.291344] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.291652] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.291897] [DEBUG] [LOCAL     ] Loaded configuration for VTIP: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.292142] [DEBUG] [LOCAL     ] Loaded configuration for ALB: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.292400] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.292647] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.292895] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.293139] [DEBUG] [LOCAL     ] Loaded configuration for FTAI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.293379] [DEBUG] [LOCAL     ] Loaded configuration for FDBC: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.293643] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.293997] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.294255] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.294513] [DEBUG] [LOCAL     ] Loaded configuration for BTF: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.294823] [DEBUG] [LOCAL     ] Loaded configuration for BIVI: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.295203] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.295462] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.295724] [DEBUG] [LOCAL     ] Loaded configuration for IESC: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.295978] [DEBUG] [LOCAL     ] Loaded configuration for ANGO: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.296237] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.296495] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.297284] [DEBUG] [LOCAL     ] Loaded configuration for DSX: 5 features, 100.0% accuracy
[2026-02-13T20:35:03.297626] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.297908] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.298164] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.298469] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.298732] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.299014] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.299259] [DEBUG] [LOCAL     ] Loaded configuration for PLTK: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.299514] [DEBUG] [LOCAL     ] Loaded configuration for CWK: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.299807] [DEBUG] [LOCAL     ] Loaded configuration for FSK: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.300073] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.300317] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.300564] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.300926] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.301184] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.301460] [DEBUG] [LOCAL     ] Loaded configuration for GOOD: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.301767] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.302024] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.302334] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.302642] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.302950] [DEBUG] [LOCAL     ] Loaded configuration for LI: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.303203] [DEBUG] [LOCAL     ] Loaded configuration for PNI: 7 features, 80.0% accuracy
[2026-02-13T20:35:03.303451] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.303698] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.304091] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.304372] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.304632] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.304953] [DEBUG] [LOCAL     ] Loaded configuration for MUFG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.305210] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.305518] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.305823] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.306103] [DEBUG] [LOCAL     ] Loaded configuration for JXN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.306417] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.306715] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.306979] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.307224] [DEBUG] [LOCAL     ] Loaded configuration for MCRB: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.307466] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.307718] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.307799] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.308054] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.308318] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.308609] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.308875] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.309138] [DEBUG] [LOCAL     ] Loaded configuration for VALE: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.309383] [DEBUG] [LOCAL     ] Loaded configuration for INVE: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.309661] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.310030] [DEBUG] [LOCAL     ] Loaded configuration for NSSC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.310296] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.310543] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.310859] [DEBUG] [LOCAL     ] Loaded configuration for BBSI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.311125] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.311376] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.311619] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.313400] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.313692] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.313774] [DEBUG] [LOCAL     ] Loaded configuration for PRM: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.313844] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.314140] [DEBUG] [LOCAL     ] Loaded configuration for MUJ: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.314399] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.314658] [DEBUG] [LOCAL     ] Loaded configuration for MAX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.315366] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.315626] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.315904] [DEBUG] [LOCAL     ] Loaded configuration for CDE: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.316211] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.316469] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.316729] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.316987] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2026-02-13T20:35:03.317251] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.318258] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.318591] [DEBUG] [LOCAL     ] Loaded configuration for STLD: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.318857] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.319159] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.319485] [DEBUG] [LOCAL     ] Loaded configuration for ONON: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.319948] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.320659] [DEBUG] [LOCAL     ] Loaded configuration for NDSN: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.321083] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.321337] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.321607] [DEBUG] [LOCAL     ] Loaded configuration for SHLS: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.321851] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.322087] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.322324] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.322560] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.322839] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.323073] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.323312] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.323565] [DEBUG] [LOCAL     ] Loaded configuration for COO: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.323834] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.324073] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.324311] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.324597] [DEBUG] [LOCAL     ] Loaded configuration for GO: 4 features, 50.0% accuracy
[2026-02-13T20:35:03.324895] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.325144] [DEBUG] [LOCAL     ] Loaded configuration for VSTS: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.325399] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.325652] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.325892] [DEBUG] [LOCAL     ] Loaded configuration for COLL: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.326132] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.326371] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.326606] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.326893] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.327150] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.327436] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.327817] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.328367] [DEBUG] [LOCAL     ] Loaded configuration for DAN: 1 features, 40.0% accuracy
[2026-02-13T20:35:03.328635] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.328893] [DEBUG] [LOCAL     ] Loaded configuration for USA: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.329273] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.329529] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.329894] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.330174] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.330454] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.330736] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.330977] [DEBUG] [LOCAL     ] Loaded configuration for GNRC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.331453] [DEBUG] [LOCAL     ] Loaded configuration for BTA: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.331785] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.332231] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.332518] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.332800] [DEBUG] [LOCAL     ] Loaded configuration for TUGN: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.333248] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.333544] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.333861] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.334153] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.334440] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.334745] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.334980] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2026-02-13T20:35:03.335203] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.335481] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.335711] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.336026] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.336284] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.336527] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.336774] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.337070] [DEBUG] [LOCAL     ] Loaded configuration for BNS: 7 features, 90.0% accuracy
[2026-02-13T20:35:03.337320] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.337561] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.337891] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.338149] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.338538] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.338895] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.339161] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.339412] [DEBUG] [LOCAL     ] Loaded configuration for OCSL: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.339687] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.340028] [DEBUG] [LOCAL     ] Loaded configuration for LIVN: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.340303] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.340610] [DEBUG] [LOCAL     ] Loaded configuration for MBS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.340892] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.341155] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.341483] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.341795] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.342052] [DEBUG] [LOCAL     ] Loaded configuration for ALTG: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.342283] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.342505] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.342764] [DEBUG] [LOCAL     ] Loaded configuration for PANL: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.343009] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.343247] [DEBUG] [LOCAL     ] Loaded configuration for HIMS: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.343467] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2026-02-13T20:35:03.343725] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.344016] [DEBUG] [LOCAL     ] Loaded configuration for WBIY: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.344267] [DEBUG] [LOCAL     ] Loaded configuration for BIIB: 3 features, 50.0% accuracy
[2026-02-13T20:35:03.344529] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.344832] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.345094] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.345324] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.345588] [DEBUG] [LOCAL     ] Loaded configuration for CYTK: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.345837] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.346058] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.346273] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.346489] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.346710] [DEBUG] [LOCAL     ] Loaded configuration for BCAL: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.346926] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.347199] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.347418] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.347699] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.347944] [DEBUG] [LOCAL     ] Loaded configuration for KVYO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.348168] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.348395] [DEBUG] [LOCAL     ] Loaded configuration for BATRA: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.348637] [DEBUG] [LOCAL     ] Loaded configuration for LUNG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.348872] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.349114] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.349357] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.349599] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.349877] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.350135] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.351118] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.352056] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.352312] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.352588] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.352830] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.353097] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.354075] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.354337] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.354627] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.354863] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.355098] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2026-02-13T20:35:03.355353] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.355601] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.355860] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.356100] [DEBUG] [LOCAL     ] Loaded configuration for ODD: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.356354] [DEBUG] [LOCAL     ] Loaded configuration for JSM: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.356616] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.356860] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.357089] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.357374] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.357673] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.358289] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.358558] [DEBUG] [LOCAL     ] Loaded configuration for ACB: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.358896] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.359224] [DEBUG] [LOCAL     ] Loaded configuration for GOCO: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.359522] [DEBUG] [LOCAL     ] Loaded configuration for NRXP: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.359799] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.360052] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.360302] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.360528] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.360834] [DEBUG] [LOCAL     ] Loaded configuration for BGC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.361058] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.361300] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.361539] [DEBUG] [LOCAL     ] Loaded configuration for NEON: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.361644] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.361870] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.362099] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.362329] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.362596] [DEBUG] [LOCAL     ] Loaded configuration for BCO: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.362882] [DEBUG] [LOCAL     ] Loaded configuration for ENTG: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.363311] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.363563] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.363861] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.364282] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.364533] [DEBUG] [LOCAL     ] Loaded configuration for BBWI: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.364782] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.365746] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.366040] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.366283] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.366543] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.366798] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.367028] [DEBUG] [LOCAL     ] Loaded configuration for USIO: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.367251] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.367472] [DEBUG] [LOCAL     ] Loaded configuration for PFIS: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.367721] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.367957] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.368395] [DEBUG] [LOCAL     ] Loaded configuration for CRVL: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.368628] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.368876] [DEBUG] [LOCAL     ] Loaded configuration for KLAC: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.369107] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.369381] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.369664] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.369889] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.370112] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.370375] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.370679] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.370995] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.371244] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.371488] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.371732] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.372506] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.372775] [DEBUG] [LOCAL     ] Loaded configuration for ULBI: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.373043] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.373304] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.373546] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.373803] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.374053] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.374300] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.374565] [DEBUG] [LOCAL     ] Loaded configuration for GGG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.374849] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.375142] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.375425] [DEBUG] [LOCAL     ] Loaded configuration for TORO: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.375670] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.375920] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.376177] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.376284] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.376514] [DEBUG] [LOCAL     ] Loaded configuration for GRVY: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.376824] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.377114] [DEBUG] [LOCAL     ] Loaded configuration for LDI: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.377347] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.377619] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.378080] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.378328] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.378593] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.378898] [DEBUG] [LOCAL     ] Loaded configuration for HCC: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.379134] [DEBUG] [LOCAL     ] Loaded configuration for USTB: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.379431] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.379657] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.379885] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.380372] [DEBUG] [LOCAL     ] Loaded configuration for VEON: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.380605] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.380849] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.381125] [DEBUG] [LOCAL     ] Loaded configuration for LFVN: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.381400] [DEBUG] [LOCAL     ] Loaded configuration for KYN: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.381660] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.381894] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.382130] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2026-02-13T20:35:03.382426] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.382687] [DEBUG] [LOCAL     ] Loaded configuration for BIPI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.382988] [DEBUG] [LOCAL     ] Loaded configuration for VONE: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.383260] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.383512] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.383768] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.384022] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.384269] [DEBUG] [LOCAL     ] Loaded configuration for PAXS: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.384503] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.384827] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.385081] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.385319] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.385554] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.385832] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.386076] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.386309] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.386539] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.386839] [DEBUG] [LOCAL     ] Loaded configuration for FICO: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.387062] [DEBUG] [LOCAL     ] Loaded configuration for PENN: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.387289] [DEBUG] [LOCAL     ] Loaded configuration for GPI: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.387522] [DEBUG] [LOCAL     ] Loaded configuration for GGB: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.387795] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.388037] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.388360] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.388431] [DEBUG] [LOCAL     ] Loaded configuration for PSX: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.389152] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.389394] [DEBUG] [LOCAL     ] Loaded configuration for CERS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.389632] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2026-02-13T20:35:03.389908] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.390190] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.390467] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.390700] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.390966] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.391210] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.391455] [DEBUG] [LOCAL     ] Loaded configuration for QTWO: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.391716] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.391951] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.392192] [DEBUG] [LOCAL     ] Loaded configuration for KSCP: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.392436] [DEBUG] [LOCAL     ] Loaded configuration for QQQX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.392693] [DEBUG] [LOCAL     ] Loaded configuration for AKBA: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.392981] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.393913] [DEBUG] [LOCAL     ] Loaded configuration for PODD: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.394155] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.394391] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.394645] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.394935] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.395172] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.395427] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.395666] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.395890] [DEBUG] [LOCAL     ] Loaded configuration for EMD: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.396131] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.396379] [DEBUG] [LOCAL     ] Loaded configuration for ARTNA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.396686] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.396931] [DEBUG] [LOCAL     ] Loaded configuration for CIGI: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.397222] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.397449] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.397685] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.397977] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.399446] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.399701] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.399957] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.400254] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.400604] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.400911] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.401170] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.401408] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.401698] [DEBUG] [LOCAL     ] Loaded configuration for QQQJ: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.401978] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.402264] [DEBUG] [LOCAL     ] Loaded configuration for ACVA: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.402514] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.402798] [DEBUG] [LOCAL     ] Loaded configuration for BWAY: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.403089] [DEBUG] [LOCAL     ] Loaded configuration for USOY: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.403356] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.404266] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.404530] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.404799] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.405048] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.405293] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.405533] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.405793] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.406045] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.407239] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.407476] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.407721] [DEBUG] [LOCAL     ] Loaded configuration for FSCO: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.408006] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.408331] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.408591] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.408854] [DEBUG] [LOCAL     ] Loaded configuration for GNTX: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.409145] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.409399] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.409660] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.409959] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.410273] [DEBUG] [LOCAL     ] Loaded configuration for MILN: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.410534] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.410807] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.411077] [DEBUG] [LOCAL     ] Loaded configuration for SA: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.411323] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.411603] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.411886] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.412118] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.412397] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.412641] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.412927] [DEBUG] [LOCAL     ] Loaded configuration for HASI: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.413166] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.413394] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.413707] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.413990] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.414235] [DEBUG] [LOCAL     ] Loaded configuration for KOD: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.414505] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.414843] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.415168] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.415425] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.415662] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.415917] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.416198] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.416433] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.416659] [DEBUG] [LOCAL     ] Loaded configuration for FDUS: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.416894] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.417140] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.417398] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.417728] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.417981] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.418272] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.418601] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.418879] [DEBUG] [LOCAL     ] Loaded configuration for BOOM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.419138] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.419391] [DEBUG] [LOCAL     ] Loaded configuration for BFAM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.419658] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.419965] [DEBUG] [LOCAL     ] Loaded configuration for ASGI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.420218] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.420463] [DEBUG] [LOCAL     ] Loaded configuration for ASH: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.420730] [DEBUG] [LOCAL     ] Loaded configuration for LEA: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.421621] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.421877] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.422124] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.422372] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.422642] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.422976] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.423253] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.423559] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.423860] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.424161] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.424399] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.424626] [DEBUG] [LOCAL     ] Loaded configuration for SHEL: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.424853] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.425105] [DEBUG] [LOCAL     ] Loaded configuration for FTSM: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.425337] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.425604] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.425870] [DEBUG] [LOCAL     ] Loaded configuration for CM: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.426127] [DEBUG] [LOCAL     ] Loaded configuration for MS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.426379] [DEBUG] [LOCAL     ] Loaded configuration for COKE: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.426655] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.426909] [DEBUG] [LOCAL     ] Loaded configuration for AVGO: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.427177] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.427419] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.427700] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.428031] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.428335] [DEBUG] [LOCAL     ] Loaded configuration for ADSK: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.428615] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.428921] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.429167] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.429412] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.429644] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.429879] [DEBUG] [LOCAL     ] Loaded configuration for NSP: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.430110] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.430340] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.430603] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.430872] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.431131] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.431366] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.431628] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.431909] [DEBUG] [LOCAL     ] Loaded configuration for AIRG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.432155] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.432464] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.432726] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.432983] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.433249] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.433532] [DEBUG] [LOCAL     ] Loaded configuration for BIRD: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.433854] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.434115] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.434360] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.434649] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2026-02-13T20:35:03.434893] [DEBUG] [LOCAL     ] Loaded configuration for OPXS: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.435177] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.435421] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.435670] [DEBUG] [LOCAL     ] Loaded configuration for CIF: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.435897] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.436130] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.437187] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.437437] [DEBUG] [LOCAL     ] Loaded configuration for SHAK: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.437741] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.438070] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.438348] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.438615] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2026-02-13T20:35:03.438920] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.439168] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.439412] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.439668] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.439918] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.440187] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.440473] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.440744] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.441003] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.441263] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.441561] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.441839] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.442071] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.442298] [DEBUG] [LOCAL     ] Loaded configuration for FMN: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.442527] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.442840] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.443157] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.443448] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.443743] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.444015] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.444283] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.444554] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.444843] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.445130] [DEBUG] [LOCAL     ] Loaded configuration for PGJ: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.445398] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.445665] [DEBUG] [LOCAL     ] Loaded configuration for GDS: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.445980] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.446264] [DEBUG] [LOCAL     ] Loaded configuration for CHI: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.446596] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.446871] [DEBUG] [LOCAL     ] Loaded configuration for FEIM: 0 features, 50.0% accuracy
[2026-02-13T20:35:03.447139] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.447426] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.447704] [DEBUG] [LOCAL     ] Loaded configuration for SNCY: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.447978] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.448303] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.448596] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.448870] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.449158] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.449426] [DEBUG] [LOCAL     ] Loaded configuration for CRDF: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.449747] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.450021] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.450291] [DEBUG] [LOCAL     ] Loaded configuration for CRDO: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.450563] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.450869] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.451151] [DEBUG] [LOCAL     ] Loaded configuration for BMO: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.451670] [DEBUG] [LOCAL     ] Loaded configuration for ARQQ: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.451992] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2026-02-13T20:35:03.452268] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.452549] [DEBUG] [LOCAL     ] Loaded configuration for CAC: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.452840] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2026-02-13T20:35:03.453111] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.453382] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.453648] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.453929] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.454242] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.454516] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.454811] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.455082] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.455349] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.455638] [DEBUG] [LOCAL     ] Loaded configuration for NIC: 5 features, 100.0% accuracy
[2026-02-13T20:35:03.455903] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.456169] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.456435] [DEBUG] [LOCAL     ] Loaded configuration for NOMD: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.456724] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.457000] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.457265] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.457553] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.457870] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.458207] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.458538] [DEBUG] [LOCAL     ] Loaded configuration for BBN: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.458839] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.459159] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.459481] [DEBUG] [LOCAL     ] Loaded configuration for VONG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.459764] [DEBUG] [LOCAL     ] Loaded configuration for NRP: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.460094] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.460364] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.460682] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.460953] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.461221] [DEBUG] [LOCAL     ] Loaded configuration for RYN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.461543] [DEBUG] [LOCAL     ] Loaded configuration for CRML: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.461841] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.462128] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.462453] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.462781] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.462877] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.463140] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.463452] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.463727] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.464050] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.464319] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.465160] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.465434] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.465706] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.465985] [DEBUG] [LOCAL     ] Loaded configuration for CVRX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.466309] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.466612] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.466897] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.467232] [DEBUG] [LOCAL     ] Loaded configuration for AVD: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.467519] [DEBUG] [LOCAL     ] Loaded configuration for LVO: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.467649] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.467914] [DEBUG] [LOCAL     ] Loaded configuration for ODFL: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.468234] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.468521] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.468813] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.469145] [DEBUG] [LOCAL     ] Loaded configuration for EVTC: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.469412] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.469683] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.469952] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.470957] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.471733] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.472010] [DEBUG] [LOCAL     ] Loaded configuration for BLCN: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.472301] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.472637] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.472913] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.473181] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.473447] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.473713] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2026-02-13T20:35:03.473979] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.474262] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.474601] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.475124] [DEBUG] [LOCAL     ] Loaded configuration for BZH: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.475393] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.475683] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2026-02-13T20:35:03.476005] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.476279] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.476550] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.476844] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.477126] [DEBUG] [LOCAL     ] Loaded configuration for PHI: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.477393] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.477677] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.477965] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.478250] [DEBUG] [LOCAL     ] Loaded configuration for GTN: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.478539] [DEBUG] [LOCAL     ] Loaded configuration for HEI: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.478826] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.479095] [DEBUG] [LOCAL     ] Loaded configuration for DIOD: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.479493] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.480244] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.480518] [DEBUG] [LOCAL     ] Loaded configuration for OPK: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.480814] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.480898] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.481153] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.481427] [DEBUG] [LOCAL     ] Loaded configuration for TTE: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.481700] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.482180] [DEBUG] [LOCAL     ] Loaded configuration for LUCD: 3 features, 50.0% accuracy
[2026-02-13T20:35:03.482466] [DEBUG] [LOCAL     ] Loaded configuration for CG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.482761] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.483225] [DEBUG] [LOCAL     ] Loaded configuration for DHF: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.483518] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.483873] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.484145] [DEBUG] [LOCAL     ] Loaded configuration for IDAI: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.484436] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.484706] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.484969] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.485236] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.485502] [DEBUG] [LOCAL     ] Loaded configuration for NBHC: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.485795] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.486064] [DEBUG] [LOCAL     ] Loaded configuration for CPF: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.486373] [DEBUG] [LOCAL     ] Loaded configuration for NIE: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.487391] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.487679] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.487760] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.488041] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.488316] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.488611] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.488935] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.489224] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.489524] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.489890] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.490171] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.490502] [DEBUG] [LOCAL     ] Loaded configuration for BHFAL: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.490843] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.491131] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.491453] [DEBUG] [LOCAL     ] Loaded configuration for TRUP: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.491722] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.492040] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.492361] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.492638] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.493003] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.493285] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.493601] [DEBUG] [LOCAL     ] Loaded configuration for ALKS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.493882] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.494157] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.494489] [DEBUG] [LOCAL     ] Loaded configuration for AOD: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.494760] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.495150] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.495423] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.496186] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.496470] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.496763] [DEBUG] [LOCAL     ] Loaded configuration for DGCB: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.497046] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.497316] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.497621] [DEBUG] [LOCAL     ] Loaded configuration for JOE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.497925] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2026-02-13T20:35:03.498198] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.498484] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.498784] [DEBUG] [LOCAL     ] Loaded configuration for BVS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.499063] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.499329] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.499602] [DEBUG] [LOCAL     ] Loaded configuration for ESCA: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.499906] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.500185] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.500456] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.500535] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.500873] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.501148] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2026-02-13T20:35:03.501418] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.501799] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.502240] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.502853] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.504061] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.504352] [DEBUG] [LOCAL     ] Loaded configuration for EPD: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.504740] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.505055] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.505347] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.505633] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.505907] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.506193] [DEBUG] [LOCAL     ] Loaded configuration for AUPH: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.506464] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.506731] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.507023] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.507300] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.507629] [DEBUG] [LOCAL     ] Loaded configuration for SREA: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.507907] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.508230] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.509217] [DEBUG] [LOCAL     ] Loaded configuration for CABO: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.509509] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.509823] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.510117] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.510462] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.510741] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.511014] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.511462] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.511730] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.512198] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.512490] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.512603] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.512875] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.513146] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.513418] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.513753] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.514027] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.514296] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.514566] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.514878] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.515168] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.515437] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.515707] [DEBUG] [LOCAL     ] Loaded configuration for PPG: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.515998] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.517492] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.517798] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2026-02-13T20:35:03.518077] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.518377] [DEBUG] [LOCAL     ] Loaded configuration for AZ: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.518649] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.518943] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.519225] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.519523] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.519817] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.520143] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.520420] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.520708] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.520991] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.521312] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.521615] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.521898] [DEBUG] [LOCAL     ] Loaded configuration for EGBN: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.522168] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.522497] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.522784] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.523054] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.523131] [DEBUG] [LOCAL     ] Loaded configuration for LICN: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.523402] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.523672] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.523990] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.524266] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.524536] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.524826] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.525114] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.525382] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.525678] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.525947] [DEBUG] [LOCAL     ] Loaded configuration for MYRG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.526214] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.526497] [DEBUG] [LOCAL     ] Loaded configuration for PEB: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.526787] [DEBUG] [LOCAL     ] Loaded configuration for JAZZ: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.527056] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.527337] [DEBUG] [LOCAL     ] Loaded configuration for BBAI: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.527673] [DEBUG] [LOCAL     ] Loaded configuration for VRTX: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.527987] [DEBUG] [LOCAL     ] Loaded configuration for FMS: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.528313] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.528599] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.528899] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.529174] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.529445] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.529718] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.530060] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.530379] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.530650] [DEBUG] [LOCAL     ] Loaded configuration for ASC: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.530935] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.531251] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.531587] [DEBUG] [LOCAL     ] Loaded configuration for BP: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.531890] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.532258] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.532536] [DEBUG] [LOCAL     ] Loaded configuration for CAVA: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.533032] [DEBUG] [LOCAL     ] Loaded configuration for SG: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.533365] [DEBUG] [LOCAL     ] Loaded configuration for COYA: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.533646] [DEBUG] [LOCAL     ] Loaded configuration for ACIC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.533919] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.534200] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.534522] [DEBUG] [LOCAL     ] Loaded configuration for CRMD: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.534810] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.535774] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.536050] [DEBUG] [LOCAL     ] Loaded configuration for CBRL: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.536379] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.536671] [DEBUG] [LOCAL     ] Loaded configuration for DHC: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.536942] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.537215] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.537502] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.537813] [DEBUG] [LOCAL     ] Loaded configuration for CTSH: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.537898] [DEBUG] [LOCAL     ] Loaded configuration for KVUE: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.538152] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.538420] [DEBUG] [LOCAL     ] Loaded configuration for CCCC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.538688] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.538955] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.539223] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.539522] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.539871] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.540166] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.540451] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.540727] [DEBUG] [LOCAL     ] Loaded configuration for ACGLO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.541015] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.541304] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.541591] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.541867] [DEBUG] [LOCAL     ] Loaded configuration for AMZZ: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.542135] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.542402] [DEBUG] [LOCAL     ] Loaded configuration for DPRO: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.542722] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.543042] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.543327] [DEBUG] [LOCAL     ] Loaded configuration for AZN: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.543605] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.543877] [DEBUG] [LOCAL     ] Loaded configuration for ORA: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.544169] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.544457] [DEBUG] [LOCAL     ] Loaded configuration for CVE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.544724] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.545032] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.545298] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.545591] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.545873] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.546152] [DEBUG] [LOCAL     ] Loaded configuration for EBAY: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.546447] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.546724] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.547083] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.547362] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.547647] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.547920] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.548186] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.548463] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.548726] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.549034] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.549529] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.550290] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.550612] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.550886] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.551159] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.551447] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.551718] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.551987] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.552270] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.552609] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.552897] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.553184] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.553477] [DEBUG] [LOCAL     ] Loaded configuration for HYZD: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.553884] [DEBUG] [LOCAL     ] Loaded configuration for FNY: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.554191] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.554492] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.554799] [DEBUG] [LOCAL     ] Loaded configuration for AGO: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.555083] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.556063] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.556400] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2026-02-13T20:35:03.556673] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.556970] [DEBUG] [LOCAL     ] Loaded configuration for TECK: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.557319] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.557625] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.557930] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.558175] [DEBUG] [LOCAL     ] Loaded configuration for CF: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.558396] [DEBUG] [LOCAL     ] Loaded configuration for QTTB: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.558679] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.558754] [DEBUG] [LOCAL     ] Loaded configuration for UTL: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.559005] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.559235] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.559477] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.559707] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.559965] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.560248] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.560490] [DEBUG] [LOCAL     ] Loaded configuration for CME: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.560780] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.561012] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.561413] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.561483] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.561715] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.561965] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.562213] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.562456] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.562699] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.562933] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.563169] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.563402] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.563632] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.563857] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.564279] [DEBUG] [LOCAL     ] Loaded configuration for CII: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.564518] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.564797] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.565022] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.565242] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.565467] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.565693] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.565914] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.566170] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.566411] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.566642] [DEBUG] [LOCAL     ] Loaded configuration for PLXS: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.566877] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.567104] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.567387] [DEBUG] [LOCAL     ] Loaded configuration for NRIX: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.567637] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.567929] [DEBUG] [LOCAL     ] Loaded configuration for TSEM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.568173] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.568400] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.568684] [DEBUG] [LOCAL     ] Loaded configuration for MBI: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.568921] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.569185] [DEBUG] [LOCAL     ] Loaded configuration for AGEN: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.569421] [DEBUG] [LOCAL     ] Loaded configuration for CNMD: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.569653] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.569904] [DEBUG] [LOCAL     ] Loaded configuration for AP: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.570138] [DEBUG] [LOCAL     ] Loaded configuration for KRYS: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.570376] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.570661] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.570958] [DEBUG] [LOCAL     ] Loaded configuration for KSS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.571189] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.571435] [DEBUG] [LOCAL     ] Loaded configuration for HLI: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.571670] [DEBUG] [LOCAL     ] Loaded configuration for MPX: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.571899] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.572160] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.572400] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.572700] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.573028] [DEBUG] [LOCAL     ] Loaded configuration for HD: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.573137] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.573420] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.573719] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.574006] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.574314] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.574610] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.574891] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.575175] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.575665] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.575915] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.576154] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.576395] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.576659] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.576932] [DEBUG] [LOCAL     ] Loaded configuration for AUDC: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.577169] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.577460] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.577729] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.577970] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.578195] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.578440] [DEBUG] [LOCAL     ] Loaded configuration for CEG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.578674] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.578751] [DEBUG] [LOCAL     ] Loaded configuration for BHE: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.579000] [DEBUG] [LOCAL     ] Loaded configuration for SRFM: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.579241] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.579471] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.579749] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.580021] [DEBUG] [LOCAL     ] Loaded configuration for GHI: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.580243] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.580525] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2026-02-13T20:35:03.580775] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.581000] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.581287] [DEBUG] [LOCAL     ] Loaded configuration for MIDD: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.581514] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.581787] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.582033] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.582262] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.582551] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.582836] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.583122] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.583396] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.583630] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.583910] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.584175] [DEBUG] [LOCAL     ] Loaded configuration for EOD: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.584424] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.584686] [DEBUG] [LOCAL     ] Loaded configuration for AFB: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.584930] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.585160] [DEBUG] [LOCAL     ] Loaded configuration for CLB: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.585410] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.585653] [DEBUG] [LOCAL     ] Loaded configuration for AXSM: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.585896] [DEBUG] [LOCAL     ] Loaded configuration for LXEO: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.586115] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.586341] [DEBUG] [LOCAL     ] Loaded configuration for PNTG: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.586564] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.586818] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.587096] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.587378] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.587666] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.587954] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.588191] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.588415] [DEBUG] [LOCAL     ] Loaded configuration for QBTS: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.588686] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.588911] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.589193] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.589427] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.589662] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.589951] [DEBUG] [LOCAL     ] Loaded configuration for VIGI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.590187] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.590430] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.590669] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.590914] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.591206] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.591534] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.591880] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.592218] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.592526] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.592840] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.593180] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.593462] [DEBUG] [LOCAL     ] Loaded configuration for QRVO: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.593704] [DEBUG] [LOCAL     ] Loaded configuration for STE: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.593932] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.594165] [DEBUG] [LOCAL     ] Loaded configuration for FANG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.594388] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.594646] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.594879] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.595104] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.595347] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.595594] [DEBUG] [LOCAL     ] Loaded configuration for ANAB: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.595827] [DEBUG] [LOCAL     ] Loaded configuration for BCAX: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.596071] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.596345] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.596591] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.596846] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.597091] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.597324] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.597610] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.597903] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.598133] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.598387] [DEBUG] [LOCAL     ] Loaded configuration for GBX: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.598640] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.598876] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.598946] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2026-02-13T20:35:03.599161] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.599389] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.599610] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.599837] [DEBUG] [LOCAL     ] Loaded configuration for NNOX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.600060] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.600287] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.600508] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.600772] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.601046] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.601631] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.601860] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.602096] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2026-02-13T20:35:03.602332] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.602599] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.602846] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.603077] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.603304] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.603534] [DEBUG] [LOCAL     ] Loaded configuration for CSB: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.603808] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.604065] [DEBUG] [LOCAL     ] Loaded configuration for AHH: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.604313] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.604537] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.604800] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.605053] [DEBUG] [LOCAL     ] Loaded configuration for TDG: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.605307] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.605539] [DEBUG] [LOCAL     ] Loaded configuration for BBDO: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.605797] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.606023] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.606249] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.606522] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.606776] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.607097] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.607354] [DEBUG] [LOCAL     ] Loaded configuration for APLS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.607616] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.607889] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.608129] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.608417] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.608651] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.608719] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.608936] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.609239] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.609522] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.609833] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.610117] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.610398] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.610692] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.610995] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.611286] [DEBUG] [LOCAL     ] Loaded configuration for TKO: 6 features, 100.0% accuracy
[2026-02-13T20:35:03.611624] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.611929] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.612167] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.612426] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.612718] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.612953] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.613182] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.613459] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.613713] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.613939] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.614170] [DEBUG] [LOCAL     ] Loaded configuration for BSCX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.615743] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.616007] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.616365] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.616660] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.616902] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.617140] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.617424] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.617679] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.617918] [DEBUG] [LOCAL     ] Loaded configuration for RNAZ: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.618204] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.618487] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.618772] [DEBUG] [LOCAL     ] Loaded configuration for FNKO: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.619052] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.619344] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.619633] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.619901] [DEBUG] [LOCAL     ] Loaded configuration for HSY: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.620297] [DEBUG] [LOCAL     ] Loaded configuration for RGTI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.620604] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.620846] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.621093] [DEBUG] [LOCAL     ] Loaded configuration for BHFAN: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.621339] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.622358] [DEBUG] [LOCAL     ] Loaded configuration for HRZN: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.622605] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.622847] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.623273] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.623509] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.623817] [DEBUG] [LOCAL     ] Loaded configuration for SAIC: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.624053] [DEBUG] [LOCAL     ] Loaded configuration for VTN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.624305] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.624541] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.624789] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.625176] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.625458] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.625688] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.625927] [DEBUG] [LOCAL     ] Loaded configuration for PUBM: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.626181] [DEBUG] [LOCAL     ] Loaded configuration for AFRI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.626428] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.626671] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.626968] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.627195] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.627423] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.627676] [DEBUG] [LOCAL     ] Loaded configuration for LTH: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.627910] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.628158] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.628443] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.629622] [DEBUG] [LOCAL     ] Loaded configuration for HWM: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.629865] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.630121] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.630380] [DEBUG] [LOCAL     ] Loaded configuration for HOMB: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.630616] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.630867] [DEBUG] [LOCAL     ] Loaded configuration for BDX: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.631107] [DEBUG] [LOCAL     ] Loaded configuration for HBB: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.631413] [DEBUG] [LOCAL     ] Loaded configuration for NAAS: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.631751] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.632054] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.632332] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.632607] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.632897] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.633192] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.633518] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.633817] [DEBUG] [LOCAL     ] Loaded configuration for CFO: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.634075] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.634360] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.634604] [DEBUG] [LOCAL     ] Loaded configuration for EL: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.634861] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.635147] [DEBUG] [LOCAL     ] Loaded configuration for ATOM: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.635388] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.635623] [DEBUG] [LOCAL     ] Loaded configuration for MFM: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.635926] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.636201] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.636424] [DEBUG] [LOCAL     ] Loaded configuration for SUNS: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.636711] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.636935] [DEBUG] [LOCAL     ] Loaded configuration for GTX: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.637169] [DEBUG] [LOCAL     ] Loaded configuration for SENS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.637396] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.637648] [DEBUG] [LOCAL     ] Loaded configuration for PTNQ: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.637881] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.638303] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.638539] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.638839] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.638925] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.639316] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.639565] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.639882] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.640295] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.640605] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.640904] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.641152] [DEBUG] [LOCAL     ] Loaded configuration for MWA: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.641385] [DEBUG] [LOCAL     ] Loaded configuration for CPB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.641626] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.641895] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.642141] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.642368] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.642603] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.642886] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.643115] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2026-02-13T20:35:03.643339] [DEBUG] [LOCAL     ] Loaded configuration for LBTYA: 6 features, 70.0% accuracy
[2026-02-13T20:35:03.643599] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.643825] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.644114] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.644364] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.644611] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.644887] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2026-02-13T20:35:03.645163] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.645388] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.645611] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.645888] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.646114] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.646341] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.646567] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.646831] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.647132] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.647361] [DEBUG] [LOCAL     ] Loaded configuration for SMHI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.647625] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.647892] [DEBUG] [LOCAL     ] Loaded configuration for SIEB: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.648124] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.648353] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.648596] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.648822] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.649052] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.649330] [DEBUG] [LOCAL     ] Loaded configuration for ESTC: 7 features, 90.0% accuracy
[2026-02-13T20:35:03.649559] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.649824] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.650115] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.650447] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.650741] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.651021] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2026-02-13T20:35:03.651362] [DEBUG] [LOCAL     ] Loaded configuration for STI: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.651707] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.652024] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.652320] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.652597] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.652833] [DEBUG] [LOCAL     ] Loaded configuration for ONB: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.653070] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.653304] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.653548] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.653794] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.654025] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.654264] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.654540] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.654790] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.655026] [DEBUG] [LOCAL     ] Loaded configuration for GNPX: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.655095] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.655325] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.655547] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.655819] [DEBUG] [LOCAL     ] Loaded configuration for OCGN: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.656116] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.656344] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.656586] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.656814] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.657040] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.657315] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.657613] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.657866] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.658147] [DEBUG] [LOCAL     ] Loaded configuration for LEGN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.658369] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.658606] [DEBUG] [LOCAL     ] Loaded configuration for MASS: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.658888] [DEBUG] [LOCAL     ] Loaded configuration for GCBC: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.659180] [DEBUG] [LOCAL     ] Loaded configuration for ACM: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.659408] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.659634] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.659922] [DEBUG] [LOCAL     ] Loaded configuration for AIRS: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.660161] [DEBUG] [LOCAL     ] Loaded configuration for TDUP: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.660442] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.660668] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.660947] [DEBUG] [LOCAL     ] Loaded configuration for HNDL: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.661174] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.661563] [DEBUG] [LOCAL     ] Loaded configuration for AAON: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.661876] [DEBUG] [LOCAL     ] Loaded configuration for BGLC: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.662111] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.662346] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.662602] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.662853] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.663097] [DEBUG] [LOCAL     ] Loaded configuration for KAI: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.663321] [DEBUG] [LOCAL     ] Loaded configuration for GDEN: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.663546] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.663798] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.664092] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.664324] [DEBUG] [LOCAL     ] Loaded configuration for SLM: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.664608] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.664852] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.665096] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.665342] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.665592] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.665837] [DEBUG] [LOCAL     ] Loaded configuration for TWO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.666147] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.666391] [DEBUG] [LOCAL     ] Loaded configuration for ATEN: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.666649] [DEBUG] [LOCAL     ] Loaded configuration for CNOB: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.666884] [DEBUG] [LOCAL     ] Loaded configuration for OTEX: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.667110] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.667345] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.667599] [DEBUG] [LOCAL     ] Loaded configuration for FIS: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.667835] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2026-02-13T20:35:03.668108] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.668391] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.668737] [DEBUG] [LOCAL     ] Loaded configuration for VNOM: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.669058] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.669392] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.669683] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.669991] [DEBUG] [LOCAL     ] Loaded configuration for EOG: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.670267] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.670544] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.670861] [DEBUG] [LOCAL     ] Loaded configuration for SFBS: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.671159] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.671382] [DEBUG] [LOCAL     ] Loaded configuration for BOE: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.671657] [DEBUG] [LOCAL     ] Loaded configuration for LC: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.671947] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.672201] [DEBUG] [LOCAL     ] Loaded configuration for VAC: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.672439] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.672690] [DEBUG] [LOCAL     ] Loaded configuration for HYFM: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.672925] [DEBUG] [LOCAL     ] Loaded configuration for SLVM: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.673200] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.673454] [DEBUG] [LOCAL     ] Loaded configuration for GD: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.673745] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.673973] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.674249] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.674490] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.674732] [DEBUG] [LOCAL     ] Loaded configuration for AL: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.674957] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.675231] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.675507] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.675768] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.676018] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.676264] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.676550] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.676812] [DEBUG] [LOCAL     ] Loaded configuration for BHF: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.677092] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.677366] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.677661] [DEBUG] [LOCAL     ] Loaded configuration for TRMD: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.677900] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.678130] [DEBUG] [LOCAL     ] Loaded configuration for ALLE: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.678375] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.678612] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.678901] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.679129] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.679203] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.679430] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.679715] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.679985] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.680231] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.680484] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.680733] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.680966] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.681201] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.681477] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.681753] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.682027] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.682302] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.682381] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.682643] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.682953] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.683188] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.683608] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.683896] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2026-02-13T20:35:03.684179] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.684421] [DEBUG] [LOCAL     ] Loaded configuration for FLNG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.684668] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.684953] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.685181] [DEBUG] [LOCAL     ] Loaded configuration for DH: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.685407] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.685648] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.685880] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.686182] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.686492] [DEBUG] [LOCAL     ] Loaded configuration for TLN: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.686748] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.687093] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.687386] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.687683] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.687985] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.688263] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.688558] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.688860] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.689139] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.689381] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.689626] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.689875] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.690159] [DEBUG] [LOCAL     ] Loaded configuration for CSWC: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.690382] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.690624] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.690854] [DEBUG] [LOCAL     ] Loaded configuration for CDC: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.691097] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.691320] [DEBUG] [LOCAL     ] Loaded configuration for FRHC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.691539] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.691788] [DEBUG] [LOCAL     ] Loaded configuration for DLTH: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.692020] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.692255] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.692507] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.692753] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.692984] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.693204] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.693486] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.693707] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.693948] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.694196] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.694469] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.694699] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.694942] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.695182] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.695405] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.695684] [DEBUG] [LOCAL     ] Loaded configuration for LGI: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.696656] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.696920] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.697174] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.697463] [DEBUG] [LOCAL     ] Loaded configuration for VRNS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.697701] [DEBUG] [LOCAL     ] Loaded configuration for NBB: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.697999] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.698229] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.698473] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.698826] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.699060] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.699344] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.699626] [DEBUG] [LOCAL     ] Loaded configuration for MNKD: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.699914] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.700151] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.700386] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.700620] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.700847] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.701095] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.701328] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.701561] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.701831] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.702127] [DEBUG] [LOCAL     ] Loaded configuration for SBAC: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.702356] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.702599] [DEBUG] [LOCAL     ] Loaded configuration for EXPI: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.702824] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.703224] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.703484] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.703713] [DEBUG] [LOCAL     ] Loaded configuration for BSAC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.703994] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.704378] [DEBUG] [LOCAL     ] Loaded configuration for FITBI: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.704660] [DEBUG] [LOCAL     ] Loaded configuration for ANTX: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.704891] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.705325] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.705594] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.705830] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.706061] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.706391] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.706665] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.706961] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.707245] [DEBUG] [LOCAL     ] Loaded configuration for SFM: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.707531] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.707885] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.708184] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.708464] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.708731] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.708967] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.709196] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.709420] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.709674] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.709978] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.710256] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.710481] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.710727] [DEBUG] [LOCAL     ] Loaded configuration for AFGC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.710970] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.711194] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.711438] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.711715] [DEBUG] [LOCAL     ] Loaded configuration for LENZ: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.711940] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.712182] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.712408] [DEBUG] [LOCAL     ] Loaded configuration for OMCL: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.712649] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.712875] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.713100] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.713334] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.713602] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.713868] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.714112] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.714386] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.714614] [DEBUG] [LOCAL     ] Loaded configuration for PSTL: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.714845] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.715076] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.715362] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.715602] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.715839] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.716132] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.716355] [DEBUG] [LOCAL     ] Loaded configuration for QYLD: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.716599] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.716822] [DEBUG] [LOCAL     ] Loaded configuration for BSMQ: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.717041] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.717317] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.717557] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.717813] [DEBUG] [LOCAL     ] Loaded configuration for FTS: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.718062] [DEBUG] [LOCAL     ] Loaded configuration for IBB: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.718288] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.718562] [DEBUG] [LOCAL     ] Loaded configuration for SSYS: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.718867] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.719163] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.719405] [DEBUG] [LOCAL     ] Loaded configuration for RELX: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.719626] [DEBUG] [LOCAL     ] Loaded configuration for HSCS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.719910] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.720278] [DEBUG] [LOCAL     ] Loaded configuration for FDIG: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.720518] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.720851] [DEBUG] [LOCAL     ] Loaded configuration for AMP: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.721123] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.721365] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.721603] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.721837] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.722257] [DEBUG] [LOCAL     ] Loaded configuration for QTUM: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.722486] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.722728] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.723019] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.723966] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.724200] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.724449] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.724704] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.724939] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.725170] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.725447] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.725779] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.726107] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.726385] [DEBUG] [LOCAL     ] Loaded configuration for DEI: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.726676] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.727009] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.727290] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.727627] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.727729] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.727966] [DEBUG] [LOCAL     ] Loaded configuration for COF: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.728262] [DEBUG] [LOCAL     ] Loaded configuration for UNTY: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.728500] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.728778] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.729057] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.729291] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2026-02-13T20:35:03.729523] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.729775] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.730031] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.730282] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.730559] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.730824] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.731066] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.731310] [DEBUG] [LOCAL     ] Loaded configuration for RDCM: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.731553] [DEBUG] [LOCAL     ] Loaded configuration for NXPI: 6 features, 70.0% accuracy
[2026-02-13T20:35:03.731834] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.732110] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.732354] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.732601] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.732851] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.733091] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.733336] [DEBUG] [LOCAL     ] Loaded configuration for FHTX: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.733563] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.733817] [DEBUG] [LOCAL     ] Loaded configuration for CBUS: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.734051] [DEBUG] [LOCAL     ] Loaded configuration for DNTH: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.734325] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.734551] [DEBUG] [LOCAL     ] Loaded configuration for BLFS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.734849] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.735069] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.735293] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.735518] [DEBUG] [LOCAL     ] Loaded configuration for EZGO: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.735819] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.736068] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.736283] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.736517] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.736779] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.736872] [DEBUG] [LOCAL     ] Loaded configuration for MOD: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.737103] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.737342] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.737556] [DEBUG] [LOCAL     ] Loaded configuration for PUMP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.737870] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.738105] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.738323] [DEBUG] [LOCAL     ] Loaded configuration for A: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.738562] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.738800] [DEBUG] [LOCAL     ] Loaded configuration for KOPN: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.739196] [DEBUG] [LOCAL     ] Loaded configuration for NPK: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.739423] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.739700] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.739949] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.740174] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.740461] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.740689] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.740918] [DEBUG] [LOCAL     ] Loaded configuration for CWD: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.741148] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.741424] [DEBUG] [LOCAL     ] Loaded configuration for BA: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.741695] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.741912] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.742276] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.742563] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.742857] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.743084] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.743311] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.743611] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.743889] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.744221] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.744503] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.744806] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.745142] [DEBUG] [LOCAL     ] Loaded configuration for RCI: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.745415] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.745712] [DEBUG] [LOCAL     ] Loaded configuration for NYXH: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.745977] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.746060] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.746279] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.746506] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2026-02-13T20:35:03.746750] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.747025] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.747263] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.747497] [DEBUG] [LOCAL     ] Loaded configuration for MAC: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.747816] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.748053] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.748278] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.748564] [DEBUG] [LOCAL     ] Loaded configuration for BIB: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.748884] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.749135] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.750058] [DEBUG] [LOCAL     ] Loaded configuration for BLKB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.750307] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.750548] [DEBUG] [LOCAL     ] Loaded configuration for CBRE: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.750822] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.751056] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.751282] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.751593] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.751877] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.752122] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.752414] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.752641] [DEBUG] [LOCAL     ] Loaded configuration for PEBO: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.752868] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.753100] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.753341] [DEBUG] [LOCAL     ] Loaded configuration for ALNY: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.753565] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.753819] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.754039] [DEBUG] [LOCAL     ] Loaded configuration for COLB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.754265] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.754538] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.754841] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.755089] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.755318] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.755567] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.755840] [DEBUG] [LOCAL     ] Loaded configuration for DHX: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.756090] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.756341] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.756593] [DEBUG] [LOCAL     ] Loaded configuration for ANNX: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.756857] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.757107] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.757330] [DEBUG] [LOCAL     ] Loaded configuration for BWG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.758604] [DEBUG] [LOCAL     ] Loaded configuration for FNX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.758849] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.759262] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.759522] [DEBUG] [LOCAL     ] Loaded configuration for PAYC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.759812] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.760120] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.760403] [DEBUG] [LOCAL     ] Loaded configuration for LESL: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.760629] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.760897] [DEBUG] [LOCAL     ] Loaded configuration for AZZ: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.761118] [DEBUG] [LOCAL     ] Loaded configuration for PRDO: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.761362] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.761600] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.761818] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.762043] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.762266] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.762504] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.762750] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.763682] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.763916] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.764458] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.764782] [DEBUG] [LOCAL     ] Loaded configuration for RMNI: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.765084] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.765367] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2026-02-13T20:35:03.765652] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.765941] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.766400] [DEBUG] [LOCAL     ] Loaded configuration for CACI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.766689] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.766938] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.767157] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.767376] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.767628] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.767859] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.768084] [DEBUG] [LOCAL     ] Loaded configuration for DCBO: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.768304] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.768524] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.768793] [DEBUG] [LOCAL     ] Loaded configuration for GWRE: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.769016] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.769297] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.769524] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.769930] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.770212] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.770434] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.770656] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.770880] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.771097] [DEBUG] [LOCAL     ] Loaded configuration for EOLS: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.771318] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.771556] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.771806] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.772040] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.772321] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.772553] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.772858] [DEBUG] [LOCAL     ] Loaded configuration for SPH: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.773141] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.773370] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.773603] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.773680] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.773958] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.774208] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.774450] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.774671] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.774910] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.775134] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.775356] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.775597] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.775836] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.776076] [DEBUG] [LOCAL     ] Loaded configuration for CATH: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.776314] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.776689] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.776911] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.777140] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.777996] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.778265] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.778618] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.778914] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2026-02-13T20:35:03.779161] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.779412] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.779704] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.780011] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.780302] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.780558] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.780810] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.781065] [DEBUG] [LOCAL     ] Loaded configuration for APPF: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.781296] [DEBUG] [LOCAL     ] Loaded configuration for ASTH: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.781524] [DEBUG] [LOCAL     ] Loaded configuration for SMCI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.781926] [DEBUG] [LOCAL     ] Loaded configuration for FRO: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.782169] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.782418] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.782656] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.782926] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.783164] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.783450] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.783776] [DEBUG] [LOCAL     ] Loaded configuration for GDDY: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.784034] [DEBUG] [LOCAL     ] Loaded configuration for CRAI: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.784339] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.784648] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.784918] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.785167] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.785396] [DEBUG] [LOCAL     ] Loaded configuration for GENI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.785476] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.785704] [DEBUG] [LOCAL     ] Loaded configuration for NEE: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.785937] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.786194] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.786489] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.786776] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.787024] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.787402] [DEBUG] [LOCAL     ] Loaded configuration for HGBL: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.787658] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.787901] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.788144] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.788375] [DEBUG] [LOCAL     ] Loaded configuration for CHSCM: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.788603] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.788858] [DEBUG] [LOCAL     ] Loaded configuration for ASMB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.789154] [DEBUG] [LOCAL     ] Loaded configuration for MUSA: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.789402] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.789627] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.789851] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.790079] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.790324] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.790592] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.790846] [DEBUG] [LOCAL     ] Loaded configuration for JPEF: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.791124] [DEBUG] [LOCAL     ] Loaded configuration for ETJ: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.791352] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.791596] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.791853] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.792112] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.792348] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.792601] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.792863] [DEBUG] [LOCAL     ] Loaded configuration for MEG: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.793150] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.793436] [DEBUG] [LOCAL     ] Loaded configuration for ISTB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.793691] [DEBUG] [LOCAL     ] Loaded configuration for KFS: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.793935] [DEBUG] [LOCAL     ] Loaded configuration for RIG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.794191] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.794421] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.794668] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.794903] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.795192] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2026-02-13T20:35:03.795418] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.795646] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.795868] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.796831] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.797065] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.798087] [DEBUG] [LOCAL     ] Loaded configuration for MMLP: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.798344] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.799307] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.799547] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.799828] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.800116] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.800352] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2026-02-13T20:35:03.800602] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.800852] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.801136] [DEBUG] [LOCAL     ] Loaded configuration for ADC: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.801361] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.801598] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.801851] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.802088] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.802340] [DEBUG] [LOCAL     ] Loaded configuration for AI: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.802607] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.802840] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.803066] [DEBUG] [LOCAL     ] Loaded configuration for PLBC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.803297] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.803559] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.803845] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.804107] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.804369] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.804621] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.804868] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.805159] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.805463] [DEBUG] [LOCAL     ] Loaded configuration for BTE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.805740] [DEBUG] [LOCAL     ] Loaded configuration for SRTS: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.806016] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.806291] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.806515] [DEBUG] [LOCAL     ] Loaded configuration for SII: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.806761] [DEBUG] [LOCAL     ] Loaded configuration for FOF: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.806987] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.807226] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.807446] [DEBUG] [LOCAL     ] Loaded configuration for MQ: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.807677] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.807905] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.808128] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.808406] [DEBUG] [LOCAL     ] Loaded configuration for UNP: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.808640] [DEBUG] [LOCAL     ] Loaded configuration for VBNK: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.808874] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.809126] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.809375] [DEBUG] [LOCAL     ] Loaded configuration for HZO: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.809664] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.809897] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.810130] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.810374] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.810602] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.810853] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.811101] [DEBUG] [LOCAL     ] Loaded configuration for GSK: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.811376] [DEBUG] [LOCAL     ] Loaded configuration for NTRSO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.811609] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.811834] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.812065] [DEBUG] [LOCAL     ] Loaded configuration for AMWD: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.812291] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.812532] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.812799] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.813027] [DEBUG] [LOCAL     ] Loaded configuration for HFFG: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.813252] [DEBUG] [LOCAL     ] Loaded configuration for TIL: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.813495] [DEBUG] [LOCAL     ] Loaded configuration for GHRS: 7 features, 90.0% accuracy
[2026-02-13T20:35:03.813737] [DEBUG] [LOCAL     ] Loaded configuration for LWLG: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.814014] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.814238] [DEBUG] [LOCAL     ] Loaded configuration for PBH: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.814479] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.815377] [DEBUG] [LOCAL     ] Loaded configuration for BBUC: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.815670] [DEBUG] [LOCAL     ] Loaded configuration for AWP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.815917] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.816208] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.816498] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.816784] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.817021] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.817312] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.817564] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.817840] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.818077] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.818320] [DEBUG] [LOCAL     ] Loaded configuration for GAM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.818600] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.818830] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.819113] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.819340] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.819597] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.819676] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.819906] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.820185] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.820431] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.820660] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.820906] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.821153] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.821383] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.821621] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.821923] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.822227] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.822496] [DEBUG] [LOCAL     ] Loaded configuration for ATHM: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.822785] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.823060] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.823399] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.823718] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.824028] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.824307] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.824616] [DEBUG] [LOCAL     ] Loaded configuration for VBF: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.824895] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.825191] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.825495] [DEBUG] [LOCAL     ] Loaded configuration for APPN: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.825787] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.826106] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.826377] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.826660] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.826980] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.827249] [DEBUG] [LOCAL     ] Loaded configuration for KMPB: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.827565] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.827881] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.828204] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.828479] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.828752] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.829020] [DEBUG] [LOCAL     ] Loaded configuration for OEC: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.829290] [DEBUG] [LOCAL     ] Loaded configuration for FALN: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.829607] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.830322] [DEBUG] [LOCAL     ] Loaded configuration for REPL: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.830607] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.830884] [DEBUG] [LOCAL     ] Loaded configuration for TCMD: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.831163] [DEBUG] [LOCAL     ] Loaded configuration for CCB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.831439] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.831718] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.832053] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.832336] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.832720] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.833117] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.833566] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.833965] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.834349] [DEBUG] [LOCAL     ] Loaded configuration for EXAS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.834694] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.835005] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2026-02-13T20:35:03.835291] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.835562] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.835853] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.836112] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.836355] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.836607] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.836871] [DEBUG] [LOCAL     ] Loaded configuration for LNN: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.837106] [DEBUG] [LOCAL     ] Loaded configuration for GKOS: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.837348] [DEBUG] [LOCAL     ] Loaded configuration for TBI: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.837657] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.837903] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.838154] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.838388] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.838636] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.838883] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.839154] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.839394] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.839645] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.839905] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.840193] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.840933] [DEBUG] [LOCAL     ] Loaded configuration for FCF: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.841201] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.841443] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.841743] [DEBUG] [LOCAL     ] Loaded configuration for VFS: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.841993] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.842237] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.842469] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.842728] [DEBUG] [LOCAL     ] Loaded configuration for AVNS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.842957] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.843205] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.843434] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.843668] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.843901] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.844130] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.844413] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.844660] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.844910] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.845155] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.845386] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.845618] [DEBUG] [LOCAL     ] Loaded configuration for DTE: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.845842] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.846127] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.846356] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.846602] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.846848] [DEBUG] [LOCAL     ] Loaded configuration for TPH: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.847135] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.847367] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.847615] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.847863] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.848103] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.848358] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.848607] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.848844] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.849075] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.849301] [DEBUG] [LOCAL     ] Loaded configuration for SLP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.849538] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.849815] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.850094] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.850338] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2026-02-13T20:35:03.850588] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.850870] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.850938] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.851178] [DEBUG] [LOCAL     ] Loaded configuration for CRTO: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.851464] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.851746] [DEBUG] [LOCAL     ] Loaded configuration for AXTA: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.852011] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.852255] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.852482] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.852706] [DEBUG] [LOCAL     ] Loaded configuration for CXE: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.852985] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.853215] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.853443] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.853687] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.853947] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.854201] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.854457] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.854736] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.855024] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.855252] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.855481] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.855718] [DEBUG] [LOCAL     ] Loaded configuration for BLX: 5 features, 100.0% accuracy
[2026-02-13T20:35:03.856000] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.856230] [DEBUG] [LOCAL     ] Loaded configuration for LBRDK: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.856476] [DEBUG] [LOCAL     ] Loaded configuration for TAYD: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.856715] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.856961] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2026-02-13T20:35:03.857250] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.857497] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.857750] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.857986] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.858218] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.859168] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.859407] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.859736] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.860004] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.860246] [DEBUG] [LOCAL     ] Loaded configuration for CC: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.860489] [DEBUG] [LOCAL     ] Loaded configuration for DEA: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.860747] [DEBUG] [LOCAL     ] Loaded configuration for EXFY: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.860990] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.861233] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.861492] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.861733] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.861978] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.862219] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.862450] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.862690] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.862920] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.863171] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.863427] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.863660] [DEBUG] [LOCAL     ] Loaded configuration for GLUE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.863898] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.864147] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.864394] [DEBUG] [LOCAL     ] Loaded configuration for GGAL: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.864623] [DEBUG] [LOCAL     ] Loaded configuration for PESI: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.864856] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.865088] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.865331] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.865558] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.865812] [DEBUG] [LOCAL     ] Loaded configuration for GMM: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.866048] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.866298] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.866601] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.866851] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.867086] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.867316] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.867558] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.867833] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.868075] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.868153] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.868385] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.868624] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.868878] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.869165] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.869402] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.869647] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.869897] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.870139] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.870371] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.870440] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.870665] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.870987] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.871764] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.872008] [DEBUG] [LOCAL     ] Loaded configuration for DLY: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.872266] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.872510] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.872772] [DEBUG] [LOCAL     ] Loaded configuration for METD: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.873020] [DEBUG] [LOCAL     ] Loaded configuration for BUSE: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.873254] [DEBUG] [LOCAL     ] Loaded configuration for KHC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.873485] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.873715] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.873966] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.874197] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.874485] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.874717] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.874959] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.875251] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2026-02-13T20:35:03.875505] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.875767] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.876029] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.876281] [DEBUG] [LOCAL     ] Loaded configuration for TKC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.876525] [DEBUG] [LOCAL     ] Loaded configuration for BMA: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.876789] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.877037] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.878082] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.878360] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.878606] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.878931] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.879236] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.879477] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.879713] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.879972] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.880241] [DEBUG] [LOCAL     ] Loaded configuration for CMPS: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.880481] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.880713] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.880947] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.881182] [DEBUG] [LOCAL     ] Loaded configuration for CNA: 1 features, 20.0% accuracy
[2026-02-13T20:35:03.881473] [DEBUG] [LOCAL     ] Loaded configuration for UI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.881711] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.881943] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.882179] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.882433] [DEBUG] [LOCAL     ] Loaded configuration for PFSI: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.882701] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.882968] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.883241] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.883488] [DEBUG] [LOCAL     ] Loaded configuration for AIQ: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.883749] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.883989] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.884232] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.884511] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.884824] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2026-02-13T20:35:03.885129] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.885413] [DEBUG] [LOCAL     ] Loaded configuration for FTK: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.885753] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.886101] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.886378] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.886630] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.886879] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.887174] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.887411] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.887714] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.887973] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.888206] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.888456] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.888688] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.888938] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.889166] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.889418] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.889651] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.889913] [DEBUG] [LOCAL     ] Loaded configuration for DE: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.890159] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.890392] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.890638] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.890902] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.891192] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.891449] [DEBUG] [LOCAL     ] Loaded configuration for GBCI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.891741] [DEBUG] [LOCAL     ] Loaded configuration for SSSS: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.892024] [DEBUG] [LOCAL     ] Loaded configuration for FYC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.892266] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.892506] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.892762] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.893016] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.893268] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.893503] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.893775] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.894064] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.894314] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.894598] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.894881] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.895113] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.895363] [DEBUG] [LOCAL     ] Loaded configuration for CMMB: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.895607] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.895847] [DEBUG] [LOCAL     ] Loaded configuration for BK: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.896100] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.896330] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.896561] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.896829] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.897095] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.897352] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.897626] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.897898] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.898158] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.898403] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.898708] [DEBUG] [LOCAL     ] Loaded configuration for TJX: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.898998] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.899249] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.899509] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.899777] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.900037] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.900278] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.900518] [DEBUG] [LOCAL     ] Loaded configuration for GBTG: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.900851] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.901141] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.901445] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.901699] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.901961] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.902224] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.902514] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.902779] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.903032] [DEBUG] [LOCAL     ] Loaded configuration for HDSN: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.903281] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.903521] [DEBUG] [LOCAL     ] Loaded configuration for IXUS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.903801] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.904042] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.904286] [DEBUG] [LOCAL     ] Loaded configuration for CNNE: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.904531] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.904813] [DEBUG] [LOCAL     ] Loaded configuration for CMCM: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.905093] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.905321] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.905550] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.905819] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.906078] [DEBUG] [LOCAL     ] Loaded configuration for BUFC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.906310] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.906561] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.906874] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.907115] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.907185] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.907414] [DEBUG] [LOCAL     ] Loaded configuration for KRUS: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.907717] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.908010] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.908240] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.908526] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.908782] [DEBUG] [LOCAL     ] Loaded configuration for ANDE: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.909511] [DEBUG] [LOCAL     ] Loaded configuration for CSX: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.909792] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.910046] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.910295] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.910551] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.910828] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.911085] [DEBUG] [LOCAL     ] Loaded configuration for SUN: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.911345] [DEBUG] [LOCAL     ] Loaded configuration for GIB: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.911637] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.911876] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.912110] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.912369] [DEBUG] [LOCAL     ] Loaded configuration for SY: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.912663] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.912894] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.913126] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.913377] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.913625] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.913868] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.914114] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.914397] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.914681] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.914979] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.915273] [DEBUG] [LOCAL     ] Loaded configuration for ADMA: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.915510] [DEBUG] [LOCAL     ] Loaded configuration for CSCO: 5 features, 60.0% accuracy
[2026-02-13T20:35:03.915779] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.916050] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.916279] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.916558] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.916813] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.917098] [DEBUG] [LOCAL     ] Loaded configuration for AWRE: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.917370] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.917649] [DEBUG] [LOCAL     ] Loaded configuration for ENIC: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.917952] [DEBUG] [LOCAL     ] Loaded configuration for PCB: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.918193] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.918430] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.918719] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.918999] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.919257] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.919517] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.919811] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.920080] [DEBUG] [LOCAL     ] Loaded configuration for APAM: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.920345] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.920737] [DEBUG] [LOCAL     ] Loaded configuration for AEIS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.921050] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.921308] [DEBUG] [LOCAL     ] Loaded configuration for AVA: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.921613] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.921861] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.922121] [DEBUG] [LOCAL     ] Loaded configuration for CNTY: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.922363] [DEBUG] [LOCAL     ] Loaded configuration for UBND: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.922602] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.922855] [DEBUG] [LOCAL     ] Loaded configuration for HMN: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.923147] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.923381] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.923672] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.923903] [DEBUG] [LOCAL     ] Loaded configuration for QTEC: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.924164] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.924600] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.924859] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.925356] [DEBUG] [LOCAL     ] Loaded configuration for CVBF: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.926137] [DEBUG] [LOCAL     ] Loaded configuration for BBCP: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.926392] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.926644] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.926911] [DEBUG] [LOCAL     ] Loaded configuration for JPM: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.927161] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.927412] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.927719] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.927986] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.928220] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.928455] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.928716] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.929016] [DEBUG] [LOCAL     ] Loaded configuration for UPWK: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.929254] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2026-02-13T20:35:03.929506] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.929786] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.930059] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.930342] [DEBUG] [LOCAL     ] Loaded configuration for SAVA: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.930594] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.930833] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.931073] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.931358] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.931641] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.931897] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.932148] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.932390] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2026-02-13T20:35:03.932676] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.932920] [DEBUG] [LOCAL     ] Loaded configuration for CTKB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.933157] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2026-02-13T20:35:03.933398] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.933638] [DEBUG] [LOCAL     ] Loaded configuration for ATEC: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.933886] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.934121] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.934637] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.934897] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2026-02-13T20:35:03.935145] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.935394] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.935633] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.935870] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.936103] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.936336] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.936592] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2026-02-13T20:35:03.936835] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.937105] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.937383] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.937637] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.937908] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.938147] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.938398] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.938653] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.938891] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.939153] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.939404] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.939655] [DEBUG] [LOCAL     ] Loaded configuration for CAG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.939898] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.940141] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.940383] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.940628] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2026-02-13T20:35:03.940926] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2026-02-13T20:35:03.941188] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.941425] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.941697] [DEBUG] [LOCAL     ] Loaded configuration for CALX: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.942392] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.942703] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.942940] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.943193] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.943474] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.943752] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.944037] [DEBUG] [LOCAL     ] Loaded configuration for JSMD: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.944268] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2026-02-13T20:35:03.944588] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.944837] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.945087] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.945344] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.945599] [DEBUG] [LOCAL     ] Loaded configuration for GCO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.945856] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.946123] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.946358] [DEBUG] [LOCAL     ] Loaded configuration for BWIN: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.946608] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.946859] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.947091] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.947346] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2026-02-13T20:35:03.947616] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.947859] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.948102] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2026-02-13T20:35:03.948361] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.948603] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.948854] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.949096] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.949328] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.949603] [DEBUG] [LOCAL     ] Loaded configuration for BBY: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.949854] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.950089] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.950849] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.951100] [DEBUG] [LOCAL     ] Loaded configuration for SNEX: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.951395] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.951690] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.951968] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.952221] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.952460] [DEBUG] [LOCAL     ] Loaded configuration for PML: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.952695] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.952957] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.953188] [DEBUG] [LOCAL     ] Loaded configuration for DASH: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.953480] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.953904] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.954217] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.954523] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.954798] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.955049] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.955354] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.955605] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.955853] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.956086] [DEBUG] [LOCAL     ] Loaded configuration for ATAI: 0 features, 50.0% accuracy
[2026-02-13T20:35:03.956322] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.956600] [DEBUG] [LOCAL     ] Loaded configuration for BKCH: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.956853] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.957086] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.957324] [DEBUG] [LOCAL     ] Loaded configuration for CWCO: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.957634] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2026-02-13T20:35:03.957879] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.958121] [DEBUG] [LOCAL     ] Loaded configuration for RNG: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.958352] [DEBUG] [LOCAL     ] Loaded configuration for CVKD: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.958605] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.958891] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.959148] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.959439] [DEBUG] [LOCAL     ] Loaded configuration for RCUS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.959725] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.959983] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.960266] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.960518] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.960820] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.961074] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.961359] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.961609] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.961678] [DEBUG] [LOCAL     ] Loaded configuration for CRC: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.961935] [DEBUG] [LOCAL     ] Loaded configuration for GILD: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.962184] [DEBUG] [LOCAL     ] Loaded configuration for AMWL: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.962418] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.962650] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.962932] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.963182] [DEBUG] [LOCAL     ] Loaded configuration for FINS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.963416] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.963699] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.963934] [DEBUG] [LOCAL     ] Loaded configuration for RQI: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.964167] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.964413] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2026-02-13T20:35:03.964660] [DEBUG] [LOCAL     ] Loaded configuration for AGNCP: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.964894] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.965140] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.965392] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.965679] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.965908] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.966139] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.966388] [DEBUG] [LOCAL     ] Loaded configuration for OCUL: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.966669] [DEBUG] [LOCAL     ] Loaded configuration for BSTZ: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.966950] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.967184] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.967419] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.967667] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.967756] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.967994] [DEBUG] [LOCAL     ] Loaded configuration for NKTX: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.968251] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.968483] [DEBUG] [LOCAL     ] Loaded configuration for IUS: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.968724] [DEBUG] [LOCAL     ] Loaded configuration for APO: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.968963] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.969212] [DEBUG] [LOCAL     ] Loaded configuration for HAE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.969443] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.969693] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.969952] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.970184] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.970416] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.970645] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.970926] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.971157] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.971388] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2026-02-13T20:35:03.971668] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2026-02-13T20:35:03.971916] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.972153] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.972379] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.972606] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.972841] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.973076] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.973300] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.973558] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.973818] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.974049] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2026-02-13T20:35:03.974293] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.974541] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2026-02-13T20:35:03.974836] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.975059] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.975341] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2026-02-13T20:35:03.975615] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.975863] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.976110] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.976341] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.976607] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.976840] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.977092] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.977339] [DEBUG] [LOCAL     ] Loaded configuration for PEBK: 1 features, 50.0% accuracy
[2026-02-13T20:35:03.977744] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.978211] [DEBUG] [LOCAL     ] Loaded configuration for NWPX: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.978669] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.979130] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.979431] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2026-02-13T20:35:03.979708] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.979966] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.980202] [DEBUG] [LOCAL     ] Loaded configuration for ES: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.980438] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.980693] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2026-02-13T20:35:03.980936] [DEBUG] [LOCAL     ] Loaded configuration for CCAP: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.981165] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.981406] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.981636] [DEBUG] [LOCAL     ] Loaded configuration for TXMD: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.981867] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.982154] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.982381] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2026-02-13T20:35:03.982615] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2026-02-13T20:35:03.982860] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.983098] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2026-02-13T20:35:03.983343] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.983626] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.983874] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2026-02-13T20:35:03.984104] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.984341] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2026-02-13T20:35:03.984608] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.984911] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2026-02-13T20:35:03.985150] [DEBUG] [LOCAL     ] Loaded configuration for BLND: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.985380] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.985609] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.985868] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.985952] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.986178] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2026-02-13T20:35:03.986405] [DEBUG] [LOCAL     ] Loaded configuration for NVG: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.986636] [DEBUG] [LOCAL     ] Loaded configuration for ON: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.986886] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.987113] [DEBUG] [LOCAL     ] Loaded configuration for MRNA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.987341] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.987642] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.987906] [DEBUG] [LOCAL     ] Loaded configuration for CRK: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.988148] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.988382] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.988610] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.988844] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2026-02-13T20:35:03.989098] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.989331] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.989553] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.989835] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.990074] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2026-02-13T20:35:03.990309] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.990561] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.990816] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.991069] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.991301] [DEBUG] [LOCAL     ] Loaded configuration for KEX: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.991527] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.991782] [DEBUG] [LOCAL     ] Loaded configuration for HOG: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.992021] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.992251] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.992512] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.992775] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.993043] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.993109] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.993331] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.993594] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2026-02-13T20:35:03.993878] [DEBUG] [LOCAL     ] Loaded configuration for NVDD: 7 features, 90.0% accuracy
[2026-02-13T20:35:03.994117] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.994351] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.994602] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.994868] [DEBUG] [LOCAL     ] Loaded configuration for ED: 3 features, 90.0% accuracy
[2026-02-13T20:35:03.995097] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.995163] [DEBUG] [LOCAL     ] Loaded configuration for TWLO: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.995403] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2026-02-13T20:35:03.995631] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.995697] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.995969] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.996199] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2026-02-13T20:35:03.996428] [DEBUG] [LOCAL     ] Loaded configuration for UYLD: 1 features, 80.0% accuracy
[2026-02-13T20:35:03.996657] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.996912] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2026-02-13T20:35:03.997139] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2026-02-13T20:35:03.997376] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.997666] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2026-02-13T20:35:03.997924] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.998164] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2026-02-13T20:35:03.998418] [DEBUG] [LOCAL     ] Loaded configuration for EVO: 2 features, 80.0% accuracy
[2026-02-13T20:35:03.998662] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2026-02-13T20:35:03.998921] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.999172] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2026-02-13T20:35:03.999422] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2026-02-13T20:35:03.999688] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2026-02-13T20:35:03.999967] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.000225] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.000455] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2026-02-13T20:35:04.000736] [DEBUG] [LOCAL     ] Loaded configuration for HLNE: 1 features, 50.0% accuracy
[2026-02-13T20:35:04.001021] [DEBUG] [LOCAL     ] Loaded configuration for HHH: 5 features, 70.0% accuracy
[2026-02-13T20:35:04.001301] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2026-02-13T20:35:04.001549] [DEBUG] [LOCAL     ] Loaded configuration for PGC: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.001802] [DEBUG] [LOCAL     ] Loaded configuration for BHRB: 3 features, 100.0% accuracy
[2026-02-13T20:35:04.002080] [DEBUG] [LOCAL     ] Loaded configuration for STIM: 1 features, 60.0% accuracy
[2026-02-13T20:35:04.002554] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2026-02-13T20:35:04.002823] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.003244] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.003488] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2026-02-13T20:35:04.003744] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2026-02-13T20:35:04.003824] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2026-02-13T20:35:04.004207] [DEBUG] [LOCAL     ] Loaded configuration for MGY: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.004500] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.004765] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2026-02-13T20:35:04.005058] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.005488] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2026-02-13T20:35:04.005782] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.006193] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.006438] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.006731] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2026-02-13T20:35:04.007004] [DEBUG] [LOCAL     ] Loaded configuration for AGNCN: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.007263] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.007536] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2026-02-13T20:35:04.007810] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.008043] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2026-02-13T20:35:04.008297] [DEBUG] [LOCAL     ] Loaded configuration for BAP: 5 features, 90.0% accuracy
[2026-02-13T20:35:04.008548] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.008820] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2026-02-13T20:35:04.009056] [DEBUG] [LOCAL     ] Loaded configuration for DOX: 4 features, 80.0% accuracy
[2026-02-13T20:35:04.009373] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.009637] [DEBUG] [LOCAL     ] Loaded configuration for ASTL: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.009902] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2026-02-13T20:35:04.010167] [DEBUG] [LOCAL     ] Loaded configuration for CASS: 5 features, 90.0% accuracy
[2026-02-13T20:35:04.010403] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.010696] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.010971] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2026-02-13T20:35:04.011276] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.011527] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.011785] [DEBUG] [LOCAL     ] Loaded configuration for FOXA: 2 features, 90.0% accuracy
[2026-02-13T20:35:04.012025] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2026-02-13T20:35:04.012260] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.012491] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.012742] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2026-02-13T20:35:04.012988] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2026-02-13T20:35:04.013239] [DEBUG] [LOCAL     ] Loaded configuration for LNKB: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.013489] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.013763] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.014028] [DEBUG] [LOCAL     ] Loaded configuration for ACDC: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.014278] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2026-02-13T20:35:04.014530] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.014795] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2026-02-13T20:35:04.015042] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2026-02-13T20:35:04.015278] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2026-02-13T20:35:04.015532] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.015852] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2026-02-13T20:35:04.016089] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2026-02-13T20:35:04.016377] [DEBUG] [LOCAL     ] Loaded configuration for ACI: 4 features, 80.0% accuracy
[2026-02-13T20:35:04.016620] [DEBUG] [LOCAL     ] Loaded configuration for EXK: 1 features, 60.0% accuracy
[2026-02-13T20:35:04.016868] [DEBUG] [LOCAL     ] Loaded configuration for ELS: 3 features, 50.0% accuracy
[2026-02-13T20:35:04.017166] [DEBUG] [LOCAL     ] Loaded configuration for BUXX: 5 features, 100.0% accuracy
[2026-02-13T20:35:04.017446] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2026-02-13T20:35:04.017726] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.018001] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.018274] [DEBUG] [LOCAL     ] Loaded configuration for DRLL: 0 features, 90.0% accuracy
[2026-02-13T20:35:04.018531] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2026-02-13T20:35:04.018821] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2026-02-13T20:35:04.019096] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.019354] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.019611] [DEBUG] [LOCAL     ] Loaded configuration for UTMD: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.019885] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.020161] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2026-02-13T20:35:04.020439] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2026-02-13T20:35:04.020691] [DEBUG] [LOCAL     ] Loaded configuration for STVN: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.020936] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.021003] [DEBUG] [LOCAL     ] Loaded configuration for BPYPP: 4 features, 80.0% accuracy
[2026-02-13T20:35:04.021291] [DEBUG] [LOCAL     ] Loaded configuration for HDB: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.021538] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2026-02-13T20:35:04.021830] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.022074] [DEBUG] [LOCAL     ] Loaded configuration for BCRX: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.022330] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.022602] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.022850] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2026-02-13T20:35:04.023083] [DEBUG] [LOCAL     ] Loaded configuration for NMRK: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.023314] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.023544] [DEBUG] [LOCAL     ] Loaded configuration for GSBC: 6 features, 90.0% accuracy
[2026-02-13T20:35:04.023832] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.024115] [DEBUG] [LOCAL     ] Loaded configuration for ACXP: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.024356] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.024611] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2026-02-13T20:35:04.024851] [DEBUG] [LOCAL     ] Loaded configuration for RNP: 4 features, 70.0% accuracy
[2026-02-13T20:35:04.025105] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2026-02-13T20:35:04.025384] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2026-02-13T20:35:04.025624] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.025861] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2026-02-13T20:35:04.026107] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2026-02-13T20:35:04.026337] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2026-02-13T20:35:04.026603] [DEBUG] [LOCAL     ] Loaded configuration for AVK: 5 features, 90.0% accuracy
[2026-02-13T20:35:04.026853] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2026-02-13T20:35:04.027089] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.027322] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.027556] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.027843] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.028081] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2026-02-13T20:35:04.028318] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.028557] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2026-02-13T20:35:04.028846] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.029138] [DEBUG] [LOCAL     ] Loaded configuration for TARA: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.029407] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.029665] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.029982] [DEBUG] [LOCAL     ] Loaded configuration for STAA: 1 features, 60.0% accuracy
[2026-02-13T20:35:04.030303] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.030566] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.030847] [DEBUG] [LOCAL     ] Loaded configuration for CMSC: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.031136] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2026-02-13T20:35:04.031437] [DEBUG] [LOCAL     ] Loaded configuration for ACN: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.031693] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.031932] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2026-02-13T20:35:04.032166] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.032461] [DEBUG] [LOCAL     ] Loaded configuration for BKNG: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.032702] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2026-02-13T20:35:04.032993] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2026-02-13T20:35:04.033249] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2026-02-13T20:35:04.033484] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.033752] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2026-02-13T20:35:04.034023] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2026-02-13T20:35:04.034287] [DEBUG] [LOCAL     ] Loaded configuration for CCJ: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.034545] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.034821] [DEBUG] [LOCAL     ] Loaded configuration for BSCS: 2 features, 60.0% accuracy
[2026-02-13T20:35:04.035120] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2026-02-13T20:35:04.035368] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.035924] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.036190] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.036446] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.036685] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2026-02-13T20:35:04.036921] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2026-02-13T20:35:04.037157] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.037421] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2026-02-13T20:35:04.037682] [DEBUG] [LOCAL     ] Loaded configuration for NECB: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.037947] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2026-02-13T20:35:04.038204] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2026-02-13T20:35:04.038458] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2026-02-13T20:35:04.038750] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2026-02-13T20:35:04.038993] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.039229] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.039483] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.039733] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.040027] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.040274] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2026-02-13T20:35:04.040518] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2026-02-13T20:35:04.040842] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.041095] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2026-02-13T20:35:04.041381] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.041614] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.041848] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2026-02-13T20:35:04.042081] [DEBUG] [LOCAL     ] Loaded configuration for CHSCO: 1 features, 60.0% accuracy
[2026-02-13T20:35:04.042364] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2026-02-13T20:35:04.042617] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2026-02-13T20:35:04.042881] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2026-02-13T20:35:04.043151] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.043384] [DEBUG] [LOCAL     ] Loaded configuration for RUNN: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.043629] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.043873] [DEBUG] [LOCAL     ] Loaded configuration for KNX: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.044118] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.044351] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.044598] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.044850] [DEBUG] [LOCAL     ] Loaded configuration for FCX: 4 features, 90.0% accuracy
[2026-02-13T20:35:04.045085] [DEBUG] [LOCAL     ] Loaded configuration for BATRK: 1 features, 60.0% accuracy
[2026-02-13T20:35:04.045162] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2026-02-13T20:35:04.045395] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.045638] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2026-02-13T20:35:04.045876] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.046119] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2026-02-13T20:35:04.046365] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2026-02-13T20:35:04.046627] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2026-02-13T20:35:04.046883] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2026-02-13T20:35:04.047145] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2026-02-13T20:35:04.047381] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.047660] [DEBUG] [LOCAL     ] Loaded configuration for CCL: 1 features, 100.0% accuracy
[2026-02-13T20:35:04.047910] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.048152] [DEBUG] [LOCAL     ] Loaded configuration for UMMA: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.048385] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.048632] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2026-02-13T20:35:04.048874] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.049122] [DEBUG] [LOCAL     ] Loaded configuration for HEPS: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.049408] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2026-02-13T20:35:04.050144] [DEBUG] [LOCAL     ] Loaded configuration for SFL: 4 features, 70.0% accuracy
[2026-02-13T20:35:04.050459] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2026-02-13T20:35:04.050716] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2026-02-13T20:35:04.050996] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.051259] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.051511] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.051781] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.052021] [DEBUG] [LOCAL     ] Loaded configuration for DLHC: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.052320] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.052562] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.052824] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2026-02-13T20:35:04.053060] [DEBUG] [LOCAL     ] Loaded configuration for FCEL: 3 features, 60.0% accuracy
[2026-02-13T20:35:04.053350] [DEBUG] [LOCAL     ] Loaded configuration for CMC: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.053602] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.053861] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.054136] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2026-02-13T20:35:04.054375] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.054609] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2026-02-13T20:35:04.054925] [DEBUG] [LOCAL     ] Loaded configuration for NGL: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.055163] [DEBUG] [LOCAL     ] Loaded configuration for INBX: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.055400] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.055654] [DEBUG] [LOCAL     ] Loaded configuration for STTK: 0 features, 90.0% accuracy
[2026-02-13T20:35:04.055896] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2026-02-13T20:35:04.056162] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.056451] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.056742] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.057030] [DEBUG] [LOCAL     ] Loaded configuration for ARTL: 4 features, 80.0% accuracy
[2026-02-13T20:35:04.057323] [DEBUG] [LOCAL     ] Loaded configuration for ABNB: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.057563] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.057909] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2026-02-13T20:35:04.058150] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2026-02-13T20:35:04.058441] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2026-02-13T20:35:04.058701] [DEBUG] [LOCAL     ] Loaded configuration for TRNO: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.058967] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2026-02-13T20:35:04.059259] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.059495] [DEBUG] [LOCAL     ] Loaded configuration for CRSP: 4 features, 60.0% accuracy
[2026-02-13T20:35:04.059756] [DEBUG] [LOCAL     ] Loaded configuration for PGY: 1 features, 60.0% accuracy
[2026-02-13T20:35:04.059997] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2026-02-13T20:35:04.060239] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2026-02-13T20:35:04.060494] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2026-02-13T20:35:04.060792] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2026-02-13T20:35:04.061090] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2026-02-13T20:35:04.061325] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.061562] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.061843] [DEBUG] [LOCAL     ] Loaded configuration for APA: 4 features, 80.0% accuracy
[2026-02-13T20:35:04.062140] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2026-02-13T20:35:04.062381] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.062629] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2026-02-13T20:35:04.062881] [DEBUG] [LOCAL     ] Loaded configuration for PRVA: 1 features, 90.0% accuracy
[2026-02-13T20:35:04.063134] [DEBUG] [LOCAL     ] Loaded configuration for MBLY: 2 features, 60.0% accuracy
[2026-02-13T20:35:04.063388] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.063634] [DEBUG] [LOCAL     ] Loaded configuration for CUK: 4 features, 80.0% accuracy
[2026-02-13T20:35:04.063900] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2026-02-13T20:35:04.064140] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.064384] [DEBUG] [LOCAL     ] Loaded configuration for SAP: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.064641] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2026-02-13T20:35:04.064940] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2026-02-13T20:35:04.065466] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2026-02-13T20:35:04.066128] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.066896] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2026-02-13T20:35:04.067301] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.067608] [DEBUG] [LOCAL     ] Loaded configuration for AKAM: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.067894] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.068176] [DEBUG] [LOCAL     ] Loaded configuration for NREF: 0 features, 60.0% accuracy
[2026-02-13T20:35:04.068429] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2026-02-13T20:35:04.068823] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2026-02-13T20:35:04.069078] [DEBUG] [LOCAL     ] Loaded configuration for OZEM: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.069324] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2026-02-13T20:35:04.069624] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.069888] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2026-02-13T20:35:04.070145] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.070410] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.070671] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.070961] [DEBUG] [LOCAL     ] Loaded configuration for LEGH: 2 features, 60.0% accuracy
[2026-02-13T20:35:04.071248] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2026-02-13T20:35:04.071476] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.071735] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2026-02-13T20:35:04.071981] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2026-02-13T20:35:04.072231] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2026-02-13T20:35:04.072457] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2026-02-13T20:35:04.072708] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2026-02-13T20:35:04.073000] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2026-02-13T20:35:04.073237] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2026-02-13T20:35:04.073487] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.073738] [DEBUG] [LOCAL     ] Loaded configuration for OCFC: 5 features, 90.0% accuracy
[2026-02-13T20:35:04.073969] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.074247] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.074494] [DEBUG] [LOCAL     ] Loaded configuration for RCEL: 4 features, 60.0% accuracy
[2026-02-13T20:35:04.074729] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.075021] [DEBUG] [LOCAL     ] Loaded configuration for CURI: 2 features, 60.0% accuracy
[2026-02-13T20:35:04.075301] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2026-02-13T20:35:04.075552] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2026-02-13T20:35:04.075831] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.076064] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.076354] [DEBUG] [LOCAL     ] Loaded configuration for VRDN: 5 features, 80.0% accuracy
[2026-02-13T20:35:04.076601] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.076859] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2026-02-13T20:35:04.077104] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.077336] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2026-02-13T20:35:04.077562] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2026-02-13T20:35:04.077874] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.078115] [DEBUG] [LOCAL     ] Loaded configuration for CODI: 0 features, 60.0% accuracy
[2026-02-13T20:35:04.078400] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2026-02-13T20:35:04.078697] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2026-02-13T20:35:04.078934] [DEBUG] [LOCAL     ] Loaded configuration for QUAD: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.079168] [DEBUG] [LOCAL     ] Loaded configuration for CRS: 1 features, 80.0% accuracy
[2026-02-13T20:35:04.079419] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2026-02-13T20:35:04.079659] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2026-02-13T20:35:04.079892] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.080179] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2026-02-13T20:35:04.080432] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2026-02-13T20:35:04.080737] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2026-02-13T20:35:04.081032] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2026-02-13T20:35:04.081316] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2026-02-13T20:35:04.082813] [INFO ] [LOCAL     ] Saved consolidated report: 3404 forecasts -> ./output/forecasts/full/2026-02-17.txt
[2026-02-13T20:35:04.082861] [INFO ] [sig       ] [86/86] Successfully generated report for 2026-02-17: 3404 entries
[2026-02-13T20:35:04.082891] [INFO ] [sig       ] ==================================================
[2026-02-13T20:35:04.082920] [INFO ] [sig       ] Report generation complete: 86/86 reports succeeded
[2026-02-13T20:35:04.908858] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2026-02-13T20:35:04.909047] [INFO ] [sig       ] Email notification sent
[2026-02-13T20:35:04.909564] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2026-02-13T20:35:04.909768] [INFO ] [STATE     ] Last completion updated: 2026-02-13T20:35:04.909652